{"id":873,"date":"2012-06-19T08:22:27","date_gmt":"2012-06-18T23:22:27","guid":{"rendered":"http:\/\/www.is.doshisha.ac.jp\/news\/?p=873"},"modified":"2012-06-19T08:22:27","modified_gmt":"2012-06-18T23:22:27","slug":"%e3%80%90%e9%80%9f%e5%a0%b1%e3%80%912012%e5%b9%b4%e5%ba%a6%e4%ba%ba%e5%b7%a5%e7%9f%a5%e8%83%bd%e5%ad%a6%e4%bc%9a%e5%85%a8%e5%9b%bd%e5%a4%a7%e4%bc%9a%ef%bc%88%e7%ac%ac26%e5%9b%9e%ef%bc%89","status":"publish","type":"post","link":"https:\/\/is.doshisha.ac.jp\/news\/?p=873","title":{"rendered":"\u3010\u901f\u5831\u30112012\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a\uff08\u7b2c26\u56de\uff09"},"content":{"rendered":"

\u5c71\u53e3\u3067\u958b\u50ac\u3055\u308c\u305f\u30002012\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a\uff08\u7b2c26\u56de\uff09<\/a>\u3000\u306b\u30666\u4ef6\u306e\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\u3002
\n\u767a\u8868\u3092\u898b\u3066\u3044\u305f\u3060\u3044\u305f\u307f\u306a\u3055\u307e\u3001\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002
\n
\n2I1-R-4-2 \u8907\u6570\u306e\u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3092\u9023\u643a\u3059\u308b\u533b\u7528\u753b\u50cf\u4fdd\u5b58\u901a\u4fe1\u30b7\u30b9\u30c6\u30e0 \u5357\u8c37 \u7965\u4e4b(\u540c\u5fd7\u793e\u5927\u5b66\u9662\u3000\u5de5\u5b66\u7814\u7a76\u79d1\u3000\u60c5\u5831\u5de5\u5b66\u5c02\u653b),\u5ee3\u5b89 \u77e5\u4e4b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8\u3000\u533b\u60c5\u5831\u5b66\u79d1),\u4e09\u6728 \u5149\u7bc4(\u540c\u5fd7\u793e\u5927\u5b66\u3000\u7406\u5de5\u5b66\u90e8),\u6a2a\u5185 \u4e45\u731b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8),\u5409\u898b \u771f\u8061(\u540c\u5fd7\u793e\u5927\u5b66\u3000\u7406\u5de5\u5b66\u90e8)
\n3B1-R-2-4 SVM\u3068\u5b66\u7fd2\u30c7\u30fc\u30bf\u9078\u629e\u306b\u3088\u308b\u30af\u30e9\u30b9\u5206\u985e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u691c\u8a0e \u5927\u5800 \u88d5\u4e00(\u540c\u5fd7\u793e\u5927\u5b66\u751f\u547d\u533b\u79d1\u5b66\u90e8\u533b\u60c5\u5831\u5b66\u79d1),\u5ee3\u5b89 \u77e5\u4e4b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8\u3000\u533b\u60c5\u5831\u5b66\u79d1),\u6a2a\u5185 \u4e45\u731b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8)
\n3D1-R-13-3 \u907a\u4f1d\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u7528\u3044\u305f\u89d2\u819c\u5185\u76ae\u7d30\u80de\u306e\u7279\u5fb4\u91cf\u81ea\u52d5\u62bd\u51fa\u30b7\u30b9\u30c6\u30e0\u306e\u63d0\u6848 \u5e03\u5ddd \u5c06\u6765\u4eba(\u540c\u5fd7\u793e\u5927\u5b66\u5927\u5b66\u9662\u3000\u751f\u547d\u533b\u79d1\u5b66\u7814\u7a76\u79d1\u3000\u533b\u60c5\u5831\u5b66\u30b3\u30fc\u30b9),\u5c71\u53e3 \u6d69\u660e(\u540c\u5fd7\u793e\u5927\u5b66\u3000\u5de5\u5b66\u7814\u7a76\u79d1\u3000\u60c5\u5831\u5de5\u5b66\u5c02\u653b),\u5c0f\u6cc9 \u7bc4\u5b50(\u540c\u5fd7\u793e\u5927\u5b66\u3000\u751f\u547d\u533b\u79d1\u5b66\u90e8\u3000\u533b\u5de5\u5b66\u79d1),\u5965\u6751 \u76f4\u6bc5(\u540c\u5fd7\u793e\u5927\u5b66\u3000\u751f\u547d\u533b\u79d1\u5b66\u90e8\u3000\u533b\u5de5\u5b66\u79d1),\u6a2a\u5185 \u4e45\u731b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8),\u5ee3\u5b89 \u77e5\u4e4b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8\u3000\u533b\u60c5\u5831\u5b66\u79d1)
\n3E1-R-6-4 \u500b\u4eba\u306e\u611f\u6027\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u304f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u305f\u8a18\u4e8b\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u306e\u63d0\u6848 \u5bae\u5730 \u6b63\u5927(\u540c\u5fd7\u793e\u5927\u5b66 \u5de5\u5b66\u7814\u7a76\u79d1 \u60c5\u5831\u5de5\u5b66\u5c02\u653b),\u5ee3\u5b89 \u77e5\u4e4b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8\u3000\u533b\u60c5\u5831\u5b66\u79d1),\u4e09\u6728 \u5149\u7bc4(\u540c\u5fd7\u793e\u5927\u5b66\u3000\u7406\u5de5\u5b66\u90e8),\u6a2a\u5185 \u4e45\u731b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8)
\n4L1-R-8-8 \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u4e3b\u6210\u5206\u5206\u6790\u3092\u7528\u3044\u305f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u611f\u6027\u30e2\u30c7\u30eb\u306e\u63a8\u5b9a \u7530\u4e2d \u7f8e\u91cc(\u540c\u5fd7\u793e\u5927\u5b66\u5927\u5b66\u9662 \u5de5\u5b66\u7814\u7a76\u79d1 \u60c5\u5831\u5de5\u5b66\u5c02\u653b),\u5ee3\u5b89 \u77e5\u4e4b(\u540c\u5fd7\u793e\u5927\u5b66\u751f\u547d\u533b\u79d1\u5b66\u90e8\u533b\u60c5\u5831\u5b66\u79d1),\u4e09\u6728 \u5149\u7bc4(\u540c\u5fd7\u793e\u5927\u5b66\u3000\u7406\u5de5\u5b66\u90e8),\u5409\u898b \u771f\u8061(\u540c\u5fd7\u793e\u5927\u5b66\u3000\u7406\u5de5\u5b66\u90e8),\u4f50\u3005\u6728 \u5eb7\u6210(\u540c\u5fd7\u793e\u5927\u5b66\u7406\u5de5\u5b66\u90e8\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u60c5\u5831\u5de5\u5b66\u79d1),\u6a2a\u5185 \u4e45\u731b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8)
\n4L1-R-8-9 \u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u305f\u89d2\u819c\u5185\u76ae\u7d30\u80de\u306b\u304a\u3051\u308b\u5c02\u9580\u5bb6\u306e\u6b63\u5e38\u30fb\u7570\u5e38\u5224\u65ad\u57fa\u6e96\u62bd\u51fa\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9 \u4e0a\u5800 \u8056\u53f2(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8 \u533b\u60c5\u5831\u5b66\u79d1),\u5ee3\u5b89 \u77e5\u4e4b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8\u3000\u533b\u60c5\u5831\u5b66\u79d1),\u6a2a\u5185 \u4e45\u731b(\u540c\u5fd7\u793e\u5927\u5b66 \u751f\u547d\u533b\u79d1\u5b66\u90e8)<\/p>\n

\n

\u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><\/strong><\/p>\n<\/div>\n

\n\n\n\n\n\n\n\n\n\n\n
\u00a0<\/strong>\u5831\u544a\u8005\u6c0f\u540d<\/strong><\/strong><\/td>\n\u7530\u4e2d\u7f8e\u91cc<\/td>\n<\/tr>\n
\u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\n\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u4e3b\u6210\u5206\u5206\u6790\u3092\u7528\u3044\u305f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684
\n\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u611f\u6027\u30e2\u30c7\u30eb\u306e\u63a8\u5b9a<\/td>\n<\/tr>\n
\u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\nEstimation of the Kansei model by interactive Genetic Algorithm using clustering and principal component analysis<\/td>\n<\/tr>\n
\u8457\u8005<\/strong><\/strong><\/td>\n\u7530\u4e2d\u7f8e\u91cc, \u5ee3\u5b89\u77e5\u4e4b, \u5e79\u5149\u7bc4\uff0c\u5409\u898b\u771f\u8061\uff0c\u4f50\u3005\u6728\u5eb7\u6210\uff0c
\n\u6a2a\u5185\u4e45\u731b<\/td>\n<\/tr>\n
\u4e3b\u50ac<\/strong><\/strong><\/td>\n\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a<\/td>\n<\/tr>\n
\u8b1b\u6f14\u4f1a\u540d<\/strong><\/strong><\/td>\n\u7b2c26\u56de\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a<\/td>\n<\/tr>\n
\u4f1a\u5834<\/strong><\/strong><\/td>\n\u5c71\u53e3\u770c\u5c71\u53e3\u5e02 \u6559\u80b2\u4f1a\u9928\uff0c\u81ea\u6cbb\u4f1a\u9928\uff0c\u798f\u7949\u4f1a\u9928<\/td>\n<\/tr>\n
\u958b\u50ac\u65e5\u7a0b<\/strong><\/strong><\/td>\n2012\/06\/12-2012\/06\/15<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
\n \n<\/div>\n

 
\n1. \u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30
\n2012\u5e746\u670812\u65e5\u304b\u308915\u65e5\u306b\u304b\u3051\u3066\u5c71\u53e3\u770c\u5c71\u53e3\u5e02\u3067\u884c\u308f\u308c\u305f\u7b2c26\u56de\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a[1]<\/sup>\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u306f\u540d\u524d\u306e\u901a\u308a\uff0c\u4eba\u5de5\u77e5\u80fd\uff0c\u63a8\u8ad6\u3084\u6700\u9069\u5316\uff0c\u6a5f\u68b0\u5b66\u7fd2\uff0c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff0c\u307e\u305fWeb\u4e0a\u306e\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u89e3\u6790\u3084\u5229\u7528\u3092\u30e1\u30a4\u30f3\u306b\u6271\u3046\u5b66\u4f1a\u3067\u3059\uff0e\u904b\u55b6\u5074\u306b\u306f\u82e5\u624b\u306e\u7814\u7a76\u8005\u3082\u591a\u304f\uff0c\u79c1\u3082\u4eca\u56de\u306f\u5b66\u751fPC\u59d4\u54e1\u3068\u3057\u3066\u4e2d\u65e5\u306b\u884c\u308f\u308c\u305f\u5b66\u751f\u4f01\u753b\u306e\u904b\u55b6\u306a\u3069\u306b\u53c2\u52a0\u3055\u305b\u3066\u9802\u304d\u307e\u3057\u305f\uff0e
\n\u79c1\u306f12\u65e5\u304b\u308915\u65e5\u306e\u5168\u65e5\u7a0b\u3067\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4ed6\u306b\u5bae\u5730\uff0c\u5357\u8c37\uff0c\u5e03\u5ddd\uff0c\u5927\u5800\uff0c\u4e0a\u5800\u304c\u53c2\u52a0\u3057\u307e\u3057\u305f\uff0e\u307e\u305f\uff0cISDL\uff08\u77e5\u7684\u30b7\u30b9\u30c6\u30e0\u30c7\u30b6\u30a4\u30f3\u7814\u7a76\u5ba4\uff09\u304b\u3089\u306f6\u4ef6\u306e\u767a\u8868\u304c\u3042\u308a\u307e\u3057\u305f\uff0e\u305d\u306e\u4ed6\u306b\u3082\uff0c\u672c\u7814\u7a76\u5ba4\u306eOB\/OG\u3067\u3044\u3089\u3063\u3057\u3083\u308b\uff0c\u5927\u5411\u3055\u3093\uff0c\u677e\u6751\u3055\u3093\u3082\u53c2\u52a0\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff0e
\n 
\n2. \u7814\u7a76\u767a\u8868
\n2.1. \u767a\u8868\u6982\u8981
\n\u79c1\u306f15\u65e5\u306e\u5348\u524d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u300c\u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u300d\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\u53e3\u982d\u767a\u8868\u3067\uff0c15\u5206\u306e\u8b1b\u6f14\u6642\u9593\u30685\u5206\u306e\u8cea\u7591\u5fdc\u7b54\u6642\u9593\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3057\u305f\uff0e
\n\u4eca\u56de\u306e\u767a\u8868\u306f\uff0c\u5546\u54c1\u63a8\u85a6\u306b\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08iGA: interactive Genetic Algorithm\uff09\u3092\u9069\u7528\u3059\u308b\u306b\u5f53\u305f\u308a\uff0c\u8ab2\u984c\u3068\u306a\u308b\u5448\u793a\u306e\u591a\u69d8\u6027\u7dad\u6301\u306b\u3064\u3044\u3066\u89e3\u6c7a\u3059\u308b[2]<\/sup>\u3068\u3044\u3046\u5185\u5bb9\u3067\u3059\uff0e\u4ee5\u4e0b\u306b\u6284\u9332\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n\n\n\n
iGA (interactive Genetic Algorithm) is the optimization method for Kansei, and we study the application of iGA to product recommendation. In product recommendation, a user has many preferences even in the same category. In this paper, the proposed method using clustering and principal component analysis to detect the multiple preferences and search for a preference was discussed. The recommended products by the proposed method give users higher satisfaction than that of conventional method. To find the effectiveness of the proposed method, the following two experiment were performed. In the first experiment, subjects’ multiple preferences were confirmed and multiple peak landscapes were obtained. The second experiment examined that the proposed method searched effectively for subjective landscapes which have multiple peak.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

 
\n2.2. \u8cea\u7591\u5fdc\u7b54
\n\u4eca\u56de\u306e\u8b1b\u6f14\u767a\u8868\u3067\u306f\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u7591\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e\u306a\u304a\uff0c\u4eca\u56de\u306e\u8cea\u7591\u3067\u306f\u8cea\u554f\u8005\u306e\u65b9\u304c\u6240\u5c5e\u3092\u540d\u4e57\u3089\u306a\u3044\u72b6\u614b\u3067\u8cea\u7591\u3068\u306a\u3063\u3066\u3057\u307e\u3063\u3066\u304a\u308a\u307e\u3059\uff0e
\n 
\n\u30fb\u8272\u306e\u8868\u73fe\u306f\uff12\u6b21\u5143\u3067\u306f\u53ce\u307e\u3089\u306a\u3044\u306f\u305a\u3060\u304c\uff0c\u305d\u3053\u306f\u3069\u3046\u51e6\u7406\u3057\u3066\u3044\u308b\u306e\u304b\uff1f<\/strong><\/strong>
\n\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u306f\uff0cHSV\u8868\u8272\u7cfb\u306e\u8272\u76f8\u306e\u307f\u3092\u8272\u306e\u60c5\u5831\u3068\u3057\u3066\u4f7f\u7528\u3057\u305f\u65e8\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e
\n\u30fb\u30c9\u30c3\u30c8\u3068\u5510\u8349\u3068\u30c1\u30a7\u30c3\u30af\u3092\u6df7\u305c\u3066\u306f\uff0c\u6b63\u3057\u3044\u7d50\u679c\u306f\u5f97\u3089\u308c\u306a\u3044\u306e\u3067\u306f\uff1f<\/strong><\/strong>
\n\u540c\u4e00\u306e\u8a66\u884c\u3067\u5168\u3066\u306e\u554f\u984c\u3092\u6271\u3046\u308f\u3051\u3067\u306f\u306a\u304f\uff0c\u305d\u308c\u305e\u308c\u5225\u306e\u8a66\u884c\u3068\u3057\u3066\u6271\u3063\u3066\u3044\u308b\u65e8\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e
\n\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3067\u3069\u3046\u3084\u3063\u3066\u30af\u30e9\u30b9\u30bf\u6570\u3092\u81ea\u52d5\u6c7a\u5b9a\u3059\u308b\u306e\u304b\uff1f<\/strong><\/strong>
\n\u4eca\u56de\u306e\u624b\u6cd5\u3067\u7528\u3044\u305fSilhouette\u7d71\u8a08\u91cf\u306b\u3064\u3044\u3066\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e\u305f\u3060\uff0c\u5f8c\u307b\u3069\u78ba\u8a8d\u3057\u305f\u3068\u3053\u308d\uff0c\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u4f7f\u3046\u306e\u304b\u304c\u5206\u304b\u3089\u306a\u3044\u3068\u3044\u3046\u8cea\u554f\u3067\u3042\u308a\uff0c\u4e00\u56de\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u6bce\u306b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3057\u76f4\u3057\u3066\uff0c\u5cf0\u3092\u63a8\u5b9a\u3057\u3066\u3044\u308b\u65e8\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e
\n\u30fb\u306a\u305c\u4ed6\u306e\u591a\u69d8\u6027\u7dad\u6301\u306e\u624b\u6cd5\u3092\u4f7f\u308f\u306a\u3044\u306e\u304b\uff1f\u30cb\u30c3\u30c1\u30f3\u30b0\u3067\u3082\u826f\u3044\u306e\u3067\u306f\uff1f<\/strong><\/strong>
\n\u6642\u9593\u304c\u7121\u304f\uff0c\u5f8c\u307b\u3069\u500b\u4eba\u7684\u306b\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e\u5cf6\u30e2\u30c7\u30eb\u306a\u3069\u306e\u4ed6\u306e\u624b\u6cd5\u306f\u4e00\u3064\u306b\u53ce\u675f\u3059\u308b\u53ef\u80fd\u6027\u3092\u6301\u3063\u3066\u304a\u308a\uff0c\u30e9\u30f3\u30c9\u30b9\u30b1\u30fc\u30d7\u306e\u5f62\u72b6\u3092\u6c42\u3081\u308b\u3068\u3044\u3046\u76ee\u7684\u306b\u306f\u9069\u5408\u3057\u3066\u3044\u306a\u3044\u70b9\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e\u30cb\u30c3\u30c1\u30f3\u30b0\u306b\u3064\u3044\u3066\u306f\u500b\u4f53\u306e\u5206\u5e03\u5bc6\u5ea6\u3092\u898b\u308b\u3068\u3044\u3046\u70b9\u3067\u306f\uff0c\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u4ee3\u66ff\u306b\u306a\u308a\u3046\u308b\u3082\u306e\u3067\u3042\u308a\uff0c\u826f\u3044\u8996\u70b9\u3092\u5f97\u3089\u308c\u305f\u3068\u601d\u3044\u307e\u3059\uff0e
\n 
\n2.3. \u611f\u60f3
\n\u5c11\u3005\uff0c\u5185\u5bb9\u3092\u8a70\u3081\u8fbc\u307f\u3059\u304e\u3066\u4f1d\u308f\u308a\u306b\u304f\u3044\u767a\u8868\u306b\u306a\u3063\u3066\u3057\u307e\u3063\u305f\u3088\u3046\u306b\u611f\u3058\u307e\u3059\uff0e\u6b21\u56de\u306e\u767a\u8868\u3067\u306f\u3082\u3046\u5c11\u3057\u60c5\u5831\u91cf\u3092\u6e1b\u3089\u3057\u3066\u3086\u3063\u304f\u308a\u3068\u767a\u8868\u3067\u304d\u308b\u3088\u3046\uff0c\u65b9\u91dd\u3092\u5909\u3048\u305f\u3044\u3068\u601d\u3044\u307e\u3059\uff0e
\n 
\n 
\n3. \u8074\u8b1b
\n\u4eca\u5927\u4f1a\u306e4\u4ef6\u306e\u767a\u8868\u306b\u3064\u3044\u3066\u5831\u544a\u3044\u305f\u3057\u307e\u3059\uff0e
\n <\/p>\n\n\n\n
\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000Twitter\u306b\u304a\u3051\u308b\u500b\u4eba\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3068\u793e\u4f1a\u7684\u614b\u5ea6\u306e\u95a2\u9023\u6027[3]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u5c0f\u5ddd\u7950\u6a39\uff0c\u5c71\u672c\u4ec1\u5fd7\uff0c\u5bae\u7530\u52a0\u4e45\u5b50\uff0c\u6c60\u7530\u8b19\u4e00\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Web\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9(1)Abstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Whether the contacts with information and the environment of communication which are brought about by the social network in Twitter promote opportunities to come into touch with others who have different opinions, or whether they promote selective contacts. This study, as a basic analysis for exploring these questions, examines the association between the social attitudes of individuals and the friends they form in Twitter as well as the environment of contacts with information, by an analysis which links data from social surveys with logged data of the behaviors of individuals obtained in Twitter.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u767a\u8868\u3067\u306fTwitter\u306a\u3069\u306eSNS\u304c\uff0c\u5f93\u6765\u8a00\u308f\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u500b\u4eba\u306e\u60c5\u5831\u74b0\u5883\u3092\u591a\u69d8\u5316\u3055\u305b\u3066\u3044\u308b\u306e\u304b\uff0c\u305d\u308c\u3068\u3082\u5b9f\u969b\u306b\u306f\u9078\u629e\u7684\u63a5\u89e6\uff08\u60c5\u5831\u306e\u86f8\u58fa\u5316\uff09\u3092\u4fc3\u9032\u3055\u305b\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u306e\u304b\u306b\u3064\u3044\u3066\uff0c\u539f\u767a\u4e8b\u6545\u306b\u304a\u3051\u308b\u60c5\u5831\u767a\u4fe1\u3092\u5bfe\u8c61\u3068\u3057\u3066\u8abf\u67fb\u3057\u305f\u7d50\u679c\u306b\u3064\u3044\u3066\u767a\u8868\u3059\u308b\u3082\u306e\u3067\u3057\u305f\uff0e\u307e\u305a\uff0c\u4e8b\u524d\u306e\u8abf\u67fb\u3067\u306f\uff0c\u30d5\u30a9\u30ed\u30fc\u3057\u3066\u3044\u308b\u4eba\u9593\u304c\u81ea\u5206\u3068\u4f3c\u3066\u3044\u308b\u3068\u56de\u7b54\u3057\u305f\u4eba\u307b\u3069\uff0c\u4e00\u65e5\u306e\u30c4\u30a4\u30fc\u30c8\u6570\u306a\u3069\u3068\u76f8\u95a2\u304c\u9ad8\u304f\uff0c\u60c5\u5831\u304c\u767a\u4fe1\u3059\u308b\u3053\u3068\u304c\u591a\u304b\u3063\u305f\u305d\u3046\u3067\u3059\uff0e\u307e\u305f\uff0c\u539f\u767a\u306e\u8cdb\u5426\u306b\u3064\u3044\u3066\u306f\uff0c\u539f\u767a\u306b\u8cdb\u6210\u3057\u304b\u3064\u8cdb\u6210\u6d3e\u304c\u5c11\u6570\u3067\u3042\u308b\u3068\u8a8d\u8b58\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\uff08\u5c11\u6570\u6d3e\u8a8d\u77e5\uff09\u3068\uff0c\u539f\u767a\u306b\u53cd\u5bfe\u3067\u53cd\u5bfe\u6d3e\u304c\u591a\u6570\u3067\u8a8d\u8b58\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\uff08\u591a\u6570\u6d3e\u8a8d\u77e5\uff09\u3092\u6bd4\u8f03\u3057\u305f\u5834\u5408\uff0c\u591a\u6570\u6d3e\u306e\u65b9\u306b\u304a\u3044\u3066\u30c4\u30a4\u30fc\u30c8\u6570\u304c\u6709\u610f\u306b\u9ad8\u3044\u306a\u3069\u306e\u7d50\u679c\u304c\u5f97\u3089\u308c\uff0c\u9078\u629e\u7684\u63a5\u89e6\u304c\u4fc3\u9032\u3055\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u793a\u5506\u3055\u308c\u305f\u305d\u3046\u3067\u3059\uff0e
\n <\/p>\n\n\n\n
\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u53cd\u8ee2\u5206\u5e03\u306b\u5bfe\u8c61\u6027\u3092\u4eee\u5b9a\u3057\u305f\u95a2\u4fc2\u7e2e\u7d04[4]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u5c71\u5ddd\u5b8f\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u767a\u8868\uff08\u30dd\u30b9\u30bf\u30fc\u767a\u8868\uff09Abstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a The function for generating frame (which we call framic wiring composer: FWC) for flexible prediction is not realized on today’s computer and is technologically attractive.\u00a0\u00a0 We presume that the FWC function is installed on the hippocampus in the brain, because of some supporting evidences.\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Moreover, relationship equivalences (REs) are necessary to implement the FWC function. Findings of hippocampus such as the theta phase precession and the configural association theory were taken into account for designing representation of REs.\u3000Distribution equivalent groups (DEGs) which are multi-dimensional partial space containing several cases could be promising candidate of REs.\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 We estimated the number of DEGs for multi- dimensional binary lattice.\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 It was shown that DEGs with over 8 or 9 dimensions has enough number of states for classifying potential REs in the hippocampus containing several hundred thousand excitatory neurons.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u6d77\u99ac\u306e\u795e\u7d4c\u56de\u8def\u3092\u6a21\u5023\u3057\u305f\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u65b9\u6cd5\u3092\u5b9f\u88c5\u3057\uff0c\u305d\u306e\u51e6\u7406\u904e\u7a0b\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u6d77\u99ac\u3067\u306e\u51e6\u7406\u904e\u7a0b\u306b\u95a2\u3059\u308b\u8003\u5bdf\u3092\u884c\u3063\u3066\u3044\u307e\u3059\uff0e\u767a\u8868\u8005\u306e\u5c71\u5ddd\u5148\u751f\u306f\uff0c\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u7fa4\u306b\u3064\u3044\u3066\u305d\u306e\u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30c8\u3068\u30ec\u30b3\u30fc\u30c9\u3092\u540c\u6642\u9078\u629e\u3057\uff0c\u5171\u901a\u6027\u306e\u3042\u308b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u3068\u3044\u3046\u6280\u8853\uff08\u72b6\u6cc1\u5206\u89e3\uff09\u3092\u904e\u53bb\u306b\u767a\u8868\u3057\u3066\u304a\u308a\uff0c\u4eca\u767a\u8868\u306f\u305d\u306e\u30e2\u30c7\u30eb\u3092\u6d77\u99ac\u3067\u306e\u30d5\u30ec\u30fc\u30e0\u51e6\u7406\u306b\u62e1\u5f35\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\uff0e\u975e\u5e38\u306b\u96e3\u89e3\u3067\u7406\u89e3\u3067\u304d\u3066\u3044\u306a\u3044\u90e8\u5206\u304c\u591a\u3044\u306e\u3067\u3059\u304c\uff0c\u3068\u3066\u3082\u9762\u767d\u305d\u3046\u306a\u7814\u7a76\u3067\u3042\u308b\u3053\u3068\u306f\u4f1d\u308f\u3063\u3066\u304d\u307e\u3057\u305f\uff0e
\n <\/p>\n\n\n\n
\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a LODAC Museum: Linked Open Dat\u306b\u3088\u308b\u535a\u7269\u9928\u60c5\u5831\u306e\u7d71\u5408\u3068\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u6d3b\u7528[5]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u677e\u6751\u51ac\u5b50\uff0c\u5609\u6751\u54f2\u90ce\uff0c\u52a0\u85e4\u6587\u5f66\uff0c\u5c0f\u6797\u5dcc\u751f\uff0c\u9ad8\u6a4b\u5fb9\uff0c\u4e0a\u7530\u6d0b\uff0c
\n\u5927\u5411\u4e00\u8f1d\uff0c\u6b66\u7530\u82f1\u660e\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Linked Data\u3068\u30aa\u30f3\u30c8\u30ed\u30b8\u30fcAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a This paper reports the progress of LODAC Museum project which aims to generate Linked Open Data of museum information in Japan. Collection information of 53 museums is scraped from their websites and converted to LOD. In order to efficiently collect massive amount of data and convert it to LOD, LODAC Distiller, a LOD generator is developed and it consists from two main parts; data processing and metadata design. Semantic MediaWiki is also introduced to enable user annotation to LOD based on metadata schema defined by them. Moreover, three applications that use LODAC Museums and other LODs are developed and discussed; Yokohama Art Spot, CamCat and go2museum.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u767a\u8868\u306f\uff0c\u7814\u7a76\u5ba4OG\u306e\u677e\u6751\u3055\u3093\u306b\u3088\u308b\u767a\u8868\u3067\uff0c\u4f5c\u6210\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7d39\u4ecb\u3067\u3057\u305f\uff0eLOD\u3092\u7528\u3044\u305f\u535a\u7269\u9928\u60c5\u5831\u306e\u5171\u6709\u3067\uff0c\u5168\u56fd100\u7b87\u6240\u4ee5\u4e0a\u306e\u535a\u7269\u9928\u60c5\u5831\u306e\u767b\u9332\u3092\u3057\u305f\u3053\u3068\uff0c\u305d\u308c\u306b\u4f34\u3044\u767b\u9332\u6642\u306e\u30c7\u30fc\u30bf\u5909\u63db\u306e\u624b\u9593\u3092\u7701\u304f\u305f\u3081\u306b\u535a\u7269\u9928\u54e1\u306a\u3069\u306e\u5c02\u9580\u5bb6\u304c\u5229\u7528\u3057\u3084\u3059\u3044\u5909\u63db\u30eb\u30fc\u30eb\u4f5c\u6210\u7528\u306e\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u3092\u69cb\u7bc9\u3057\u305f\u3053\u3068\u306a\u3069\u3092\u767a\u8868\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u3053\u308c\u3068\u985e\u4f3c\u3057\u305f\u6b27\u5dde\u306b\u304a\u3051\u308bLOD\u306e\u53d6\u308a\u7d44\u307f\u3068\u3057\u3066Europeana[6]<\/sup>\u3092\u7d39\u4ecb\u3057\uff0c\u305d\u306e\u9023\u643a\u306b\u3064\u3044\u3066\u3082\u8ff0\u3079\u3066\u3044\u307e\u3059\uff0e
\n <\/p>\n\n\n\n
\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u30ed\u30dc\u30c3\u30c8\u5b9f\u9a13\u306b\u3088\u308bVicarious trial-and-error(VTE)\u306e\u5f79\u5272\u306e\u89e3\u6790[7]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u677e\u7530\u82f1\u5b50\uff0cJulien Hubert\uff0c\u6c60\u4e0a\u9ad8\u5fd7\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0Abstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Vicarious trial-and-error (VTE) is a type of conflict-like behavior, observed in route selection tasks[Tolman, 1939, Muenzinger and Flecher]. Studies of VTEs have shown a correlation between the number of VTEs exhibited by a system with its learning efficiency. At the onset of learning a task, the number of VTEs increases, and when the learning reaches its plateau, it decreases. From experiments of rats, VTEs have been reported in T-maze experiments of rats who were shown to be simulating their next decisions internally before acting[Johnson and Redish, 2007]. The question we explore in this paper concerns the role of VTE. Basing ourselves on a model developed by [Bovet and Pfeifer, 2005], we created a computer simulation and ran robotic experiments to compute the number of VTEs during the learning of a T-maze task.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u767a\u8868\u3067\u306f\u990c\u3092\u63a2\u3059\u30e9\u30c3\u30c8\u304c\u9053\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u9996\u3092\u5de6\u53f3\u306b\u632f\u3063\u3066\u8ff7\u3063\u3066\u3044\u308b\u884c\u52d5\uff08\u4eee\u306e\u8a66\u884c\u932f\u8aa4(VTE: Vicarious trial-and-error)\uff09\u304b\u3089\uff0c\u610f\u8b58\u306e\u751f\u6210\u904e\u7a0b\u3092\u8abf\u3079\u308b\u3068\u3044\u3046\u3082\u306e\u3067\uff0c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u89e3\u6790\u3092\u304a\u3053\u306a\u3063\u305f\u3082\u306e\u3067\u3059\uff0e\u904e\u53bb\u306e\u7814\u7a76\u3088\u308a\uff0cVTE\u304c\u89b3\u5bdf\u3055\u308c\u308b\u969b\uff0c\u30e9\u30c3\u30c8\u306f\u8133\u5185\u3067\u9078\u629e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3063\u3066\u9078\u629e\u80a2\u3092\u541f\u5473\u3057\u3066\u3044\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\uff0e\u5b9f\u9a13\u3067\u306f\u8996\u899a\u3084\u89e6\u899a\uff0c\u5831\u916c\u7cfb\u306e\u63a5\u7d9a\u30e2\u30c7\u30eb\u3092\u5bc6\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u3068\u758e\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u306e2\u7a2e\u3092\u7528\u610f\u3057\uff0c\u305d\u308c\u305e\u308c\u306e\u5b66\u7fd2\u306e\u9032\u6357\u3068VTE\u306e\u767a\u751f\u983b\u5ea6\u306b\u3064\u3044\u3066\u691c\u8a3c\u3057\u307e\u3057\u305f\uff0e\u6210\u529f\u7387\u306f2\u3064\u306e\u30e2\u30c7\u30eb\u306b\u5927\u304d\u306a\u5dee\u306f\u306a\u304f\uff0c\u758e\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u306fVTE\u304c\u6025\u6fc0\u306b\u6e1b\u5c11\u3057\u3066\u4e00\u5b9a\u3092\u4fdd\u3064\u306e\u306b\u5bfe\u3057\uff0c\u5bc6\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u3067\u306fVTE\u304c\u3086\u3063\u304f\u308a\u3068\u6e1b\u5c11\u3059\u308b\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u5bc6\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u306e\u65b9\u304c\u758e\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u3088\u308a\u3082\uff0c\u7570\u306a\u308b\u74b0\u5883\u4e0b\u3067\u306e\u6210\u529f\u7387\u306e\u5206\u6563\u304c\u5c0f\u3055\u304f\uff0c\u74b0\u5883\u5909\u5316\u306b\u5bfe\u3057\u3066\u9811\u5f37\u3067\u3042\u308b\u65e8\u304c\u793a\u5506\u3055\u308c\uff0c\u5197\u9577\u306a\u7d50\u5408\u304cVTE\uff0c\u3072\u3044\u3066\u306f\u610f\u8b58\u306e\u767a\u751f\u3092\u751f\u307f\uff0c\u307e\u305f\u74b0\u5883\u3078\u306e\u67d4\u8edf\u306a\u5bfe\u5fdc\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u308b\u3068\u3044\u3046\u5185\u5bb9\u3067\u3057\u305f\uff0e
\n 
\n\u53c2\u8003\u6587\u732e
\n[1] 2012\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a\uff08\u7b2c26\u56de\uff09 , http:\/\/www.ai-gakkai.or.jp\/conf\/2012\/<\/a>
\n[2] \u7530\u4e2d\u7f8e\u91cc, \u5ee3\u5b89\u77e5\u4e4b, \u5e79\u5149\u7bc4\uff0c\u5409\u898b\u771f\u8061\uff0c\u4f50\u3005\u6728\u5eb7\u6210\uff0c\u6a2a\u5185\u4e45\u731b, “\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u4e3b\u6210\u5206\u5206\u6790\u3092\u7528\u3044\u305f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u611f\u6027\u30e2\u30c7\u30eb\u306e\u63a8\u5b9a”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 4L1-R-8-8, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-625.html, 2012
\n[3] \u5c0f\u5ddd\u7950\u6a39\uff0c\u5c71\u672c\u4ec1\u5fd7\uff0c\u5bae\u7530\u52a0\u4e45\u5b50\uff0c\u6c60\u7530\u8b19\u4e00, “Twitter\u306b\u304a\u3051\u308b\u500b\u4eba\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3068\u793e\u4f1a\u7684\u614b\u5ea6\u306e\u95a2\u9023\u6027”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 1C1-R-5-4, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-342.html, 2012
\n[4] \u5c71\u5ddd\u5b8f, “\u53cd\u8ee2\u5206\u5e03\u306b\u5bfe\u8c61\u6027\u3092\u4eee\u5b9a\u3057\u305f\u95a2\u4fc2\u7e2e\u7d04”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 3N1-OS-21, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-29.html, 2012
\n[5] \u677e\u6751\u51ac\u5b50\uff0c\u5609\u6751\u54f2\u90ce\uff0c\u52a0\u85e4\u6587\u5f66\uff0c\u5c0f\u6797\u5dcc\u751f\uff0c\u9ad8\u6a4b\u5fb9\uff0c\u4e0a\u7530\u6d0b\uff0c\u5927\u5411\u4e00\u8f1d\uff0c\u6b66\u7530\u82f1\u660e, ” LODAC Museum: Linked Open Data\u306b\u3088\u308b\u535a\u7269\u9928\u60c5\u5831\u306e\u7d71\u5408\u3068\u6d3b\u7528”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6,\u00a0 3C2-OS-13b, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-619.html, 2012
\n[6] Europeana, http:\/\/www.europeana.eu\/portal\/
\n[7] \u677e\u7530\u82f1\u5b50\uff0cJulien Hubert\uff0c\u6c60\u4e0a\u9ad8\u5fd7, “\u30ed\u30dc\u30c3\u30c8\u5b9f\u9a13\u306b\u3088\u308b Vicarious trial-and-error(VTE) \u306e\u5f79\u5272\u306e\u89e3\u6790”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 4L1-R-8-7,
\nhttps:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-623.html, 2012
\n <\/p>\n

\n

\u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><\/strong><\/p>\n<\/div>\n\n\n\n\n\n\n\n\n\n\n
\u5831\u544a\u8005\u6c0f\u540d<\/strong><\/strong><\/td>\n\u4e0a\u5800\u8056\u53f2<\/td>\n<\/tr>\n
\u00a0<\/strong>\u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\n\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u305f\u89d2\u819c\u5185\u76ae\u7d30\u80de\u306b\u304a\u3051\u308b\u5c02\u9580\u5bb6\u306e\u6b63\u5e38\u30fb\u7570\u5e38\u5224\u65ad\u57fa\u6e96\u62bd\u51fa\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9<\/td>\n<\/tr>\n
\u00a0<\/strong>\u00a0<\/strong>\u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\nConstraction of System for Experts in Corneal Endothelial Cells to Extract Benchmarks of Normal and Abnormal Conditions Using interactive Genetic Algorithm(iGA)<\/td>\n<\/tr>\n
\u8457\u8005<\/strong><\/strong><\/td>\n\u4e0a\u5800\u8056\u53f2, \u5ee3\u5b89\u77e5\u4e4b, \u6a2a\u5185\u4e45\u731b<\/td>\n<\/tr>\n
\u4e3b\u50ac<\/strong><\/strong><\/td>\n\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a<\/td>\n<\/tr>\n
\u8b1b\u6f14\u4f1a\u540d<\/strong><\/strong><\/td>\n\u7b2c26\u56de\u3000\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a<\/td>\n<\/tr>\n
\u00a0<\/strong>\u4f1a\u5834<\/strong><\/strong><\/td>\n\u5c71\u53e3\u770c\u6559\u80b2\u4f1a\u9928\u3001\u3086\uff5e\u3042\u3044\u30d7\u30e9\u30b6\u5c71\u53e3\u770c\u793e\u4f1a\u798f\u7949\u4f1a\u9928\u3001\u5c71\u53e3\u770c\u81ea\u6cbb\u4f1a\u9928\uff0c\u4ed6<\/td>\n<\/tr>\n
\u958b\u50ac\u65e5\u7a0b<\/strong><\/strong><\/td>\n2012\u5e746\u670812\u65e5(\u706b)\uff5e15\u65e5(\u91d1)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n \n<\/div>\n

 <\/p>\n

    \n
  1. \u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30<\/li>\n<\/ol>\n

    \u793e\u56e3\u6cd5\u4eba\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u306f\uff0c\u4eba\u5de5\u77e5\u80fd\u306e\u7814\u7a76\u3092\u9032\u3081\u308b\u305f\u3081\uff0c\u60c5\u5831\u4ea4\u63db\u3084\u7814\u7a76\u4ea4\u6d41\u3092\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u8a2d\u7acb\u3055\u308c\u305f\u5b66\u4f1a\u3067\u3059\uff0e\u305d\u306e\u7b2c26\u56de\u76ee\u306e\u5168\u56fd\u5927\u4f1a\u304c\uff0c6\/12~15\u306e\u9593\uff0c\u5c71\u53e3\u5e02\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\uff0e\u4eca\u56de\u306e\u5168\u56fd\u5927\u4f1a\u306e\u30c6\u30fc\u30de\u306f\uff0c\u300c\u6587\u5316\uff0c\u79d1\u5b66\u6280\u8853\u3068\u672a\u6765\u300d\u3067\u3059\uff0e2012\u5e74\u5ea6\u306e\u5927\u4f1a\u3067\u306f\uff0c\u6628\u5e74\u5ea6\u306e\u53e3\u982d\u767a\u8868\u306b\u52a0\u3048\uff0c\u767a\u8868\u8005\u3068\u53c2\u52a0\u8005\u304c\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u8b70\u8ad6\u3067\u304d\u308b\uff0c\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u767a\u8868\u3082\u884c\u308f\u308c\u307e\u3057\u305f\uff0e
    \n\u79c1\u306f6\u670815\u65e5(\u91d1)\u306e\u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u3066\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\uff0e\u540c\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306f\u7530\u4e2d\u7f8e\u91cc\u6c0f\u3082\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\uff0e13\u65e5\u3067\u306f\uff0c\u77e5\u8b58\u306e\u5229\u7528\u3068\u5171\u6709\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u5357\u8c37\u7965\u4e4b\u6c0f\uff0c14\u65e5\u3067\u306f\uff0cWeb\u30de\u30a4\u30cb\u30f3\u30b0\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u5bae\u5730\u6b63\u5927\u6c0f\uff0cAI\u5fdc\u7528\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u5e03\u5ddd\u5c06\u6765\u4eba\u6c0f\uff0c\u6a5f\u68b0\u5b66\u7fd2\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\uff0c\u5927\u5800\u88d5\u4e00\u6c0f\u304c\u767a\u8868\u3057\u307e\u3057\u305f\uff0e
    \n <\/p>\n

      \n
    1. \u7814\u7a76\u767a\u8868<\/li>\n<\/ol>\n

      2.1.\u00a0\u00a0\u00a0 \u767a\u8868\u6982\u8981
      \n\u79c1\u306f6\u670815\u65e5(\u91d1)\u306e\u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u3066\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\uff0e\u767a\u8868\u5f62\u5f0f\u306f\u53e3\u982d\u3067\uff0c15\u5206\u9593\u306e\u8b1b\u6f14\u30685\u5206\u9593\u306e\u8cea\u7591\u5fdc\u7b54\u3092\u884c\u3044\u307e\u3057\u305f\uff0e
      \n\u4eca\u56de\u306e\u767a\u8868\u306f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u305f\u89d2\u819c\u5185\u76ae\u7d30\u80de\u306b\u304a\u3051\u308b\u5c02\u9580\u5bb6\u306e\u6b63\u5e38\u30fb\u7570\u5e38\u5224\u65ad\u57fa\u6e96\u62bd\u51fa\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3067\u3059\uff0e
      \n\u4ee5\u4e0b\u306b\u6284\u9332\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n\n\n\n
      6\u670815\u65e5(\u91d1)\u3000\u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3000\u53e3\u982d\u767a\u8868\u7d30\u80de\u751f\u7269\u5b66\u3092\u4e3b\u3068\u3059\u308b\u5c02\u9580\u5bb6\u306f\uff0c\u7d30\u80de\u306e\u72b6\u614b\u5224\u65ad\u3092\u4e3b\u89b3\u7684\u306b\u884c\u3046\uff0e\u305d\u306e\u305f\u3081\uff0c\u72b6\u614b\u306e\u5883\u754c\u3092\u5b9a\u91cf\u7684\u306b\u793a\u3059\u3053\u3068\u306f\u3067\u304d\u306a\u3044\uff0e\u305d\u3053\u3067\uff0c\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u305f\u89d2\u819c\u5185\u76ae\u7d30\u80de\u306b\u304a\u3051\u308b\u5c02\u9580\u5bb6\u306e\u6b63\u5e38\u30fb\u7570\u5e38\u5224\u65ad\u57fa\u6e96\u62bd\u51fa\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\uff0e\u672c\u30b7\u30b9\u30c6\u30e0\u306f\uff0c\u591a\u69d8\u306a\u7279\u5fb4\u3092\u8868\u73fe\u3059\u308b\u305f\u3081\u751f\u6210\u3057\u305f\u7591\u4f3c\u7d30\u80de\u753b\u50cf\u3092\u7528\u3044\uff0c\u5c02\u9580\u5bb6\u306b\u63b2\u793a\u3059\u308b\uff0e\u4e88\u5099\u8a55\u4fa1\u5b9f\u9a13\u306e\u7d50\u679c\uff0c\u672c\u30b7\u30b9\u30c6\u30e0\u304c\u5224\u65ad\u57fa\u6e96\u3092\u62bd\u51fa\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u305f\uff0eExperts major in cell biology judge status of cells subjectively, especially about corneal endothelial cells. There- fore, benchmarks that experts judge the status of cells are less certain in the present circumstances.We construct a system that extracts their benchmarks of normal and abnormal conditions quantitatively in corneal endothelial cells. We generate pseudo images of corneal endothelial cells for showing to experts to represent versatile features in this system The algorithm of this system is Paired Comparison interactive Genetic Algorithm (PC-iGA). To analysis the images generated by this system on judgement of experts, it is possible to extract their benchmarks in cellular status. We attempted a preparatory evaluation experiment by an agent. As a result, we confirmed that this system can extract benchmarks.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

       
      \n2.2.\u00a0\u00a0\u00a0 \u8cea\u7591\u5fdc\u7b54
      \n\u4eca\u56de\u306e\u8b1b\u6f14\u767a\u8868\u3067\u306f\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u7591\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e
      \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>1<\/strong>
      \n\u5ea7\u9577\u306e\u72e9\u91ce\u5747\u5148\u751f\uff08\u7b51\u6ce2\u5927\u5b66\uff09\u306e\u3054\u8cea\u7591
      \n\u7d30\u80de\u753b\u50cf\u306e\u30e2\u30c7\u30eb\uff08\u5206\u88c2\u306a\u3069\u306e\u69d8\u5b50\uff09\u306fL-system\u3092\u7528\u3044\u308b\u3068\u3044\u3046\u306e\u304c\u77e5\u3089\u308c\u3066\u3044\u308b\u304c\uff0c\u4eca\u56de\u96e2\u6563\u30dc\u30ed\u30ce\u30a4\u56f3\u3092\u7528\u3044\u3066\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u305f\u7406\u7531
      \n\u79c1\u306e\u56de\u7b54
      \n\u89d2\u819c\u5185\u76ae\u7d30\u80de\u306f\u591a\u89d2\u5f62\u306e\u5f62\u72b6\u3092\u3057\u305f\u7d30\u80de\u304c\u6574\u5217\u3057\u305f\u7279\u5fb4\u3092\u3082\u3063\u3066\u304a\u308a\uff0c\u30dc\u30ed\u30ce\u30a4\u56f3\u3068\u3044\u3046\u3082\u306e\u3082\u540c\u69d8\u306e\u7279\u5fb4\u3092\u3082\u3063\u3066\u3044\u308b\u305f\u3081\uff0c\u30dc\u30ed\u30ce\u30a4\u56f3\u3067\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\uff0c\u4eca\u56de\u306f\u30dc\u30ed\u30ce\u30a4\u56f3\u3092\u7528\u3044\u305f\uff0e\u3054\u6307\u6458\u3044\u305f\u3060\u3044\u305fL-system\u306b\u95a2\u3057\u3066\u3082\u4eca\u5f8c\u691c\u8a0e\u3057\u305f\u3044
      \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>2<\/strong>
      \n\u5ea7\u9577\u306e\u72e9\u91ce\u5747\u5148\u751f\uff08\u7b51\u6ce2\u5927\u5b66\uff09\u306e\u3054\u8cea\u7591
      \n\u5b9f\u9a13\u7d50\u679c\u306b\u3064\u3044\u3066\uff0c\u69cb\u7bc9\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306f\uff0c\u7d30\u80de\u9762\u7a4dSD\u304c\u5c0f\u3055\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u304c\uff0c\u3053\u308c\u306f\u30b7\u30b9\u30c6\u30e0\u304c\u63d0\u793a\u3057\u305f\u7d30\u80de\u753b\u50cf\u306e\u3046\u3061\u7d30\u80de\u9762\u7a4dSD\u304c\u5c0f\u3055\u3044\u5024\u3092\u793a\u3057\u305f\u753b\u50cf\u3092\u5e38\u306b\u9078\u629e\u3057\u3066\u3044\u308b\u304b\u3089\u5f53\u7136\u306e\u7d50\u679c\u3067\u306f\u306a\u3044\u304b
      \n\u79c1\u306e\u56de\u7b54
      \n\u4eca\u56de\u306e\u5b9f\u9a13\u3067\u306f\uff0c\u5b9f\u969b\u306b\u306e\u4eba\u3067\u306f\u306a\u304f\u5c02\u9580\u5bb6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7528\u3044\u305f\u4e88\u5099\u5b9f\u9a13\u3067\u3042\u308a\uff0c\u30b7\u30b9\u30c6\u30e0\u306e\u8a55\u4fa1\u5b9f\u9a13\u3067\u3042\u308b\uff0e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u3082\u3064\u5224\u65ad\u57fa\u6e96\u304c\u7d30\u80de\u9762\u7a4dSD\u3067\u3042\u308b\u3068\u8a2d\u5b9a\u3057\uff0c\u672c\u5b9f\u9a13\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5224\u65ad\u57fa\u6e96\u3092\u62bd\u51fa\u3067\u304d\u308b\u304b\u306e\u78ba\u8a8d\u5b9f\u9a13\u3067\u3042\u308b\uff0e\u5b9f\u9a13\u7d50\u679c\u3068\u3057\u3066\uff0c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u9078\u629e\u3057\u305f\u7d30\u80de\u753b\u50cf\u306e\u7279\u5fb4\u91cf\u3092\u7b97\u51fa\u3057\u305f\u6240\uff0c\u7d30\u80de\u9762\u7a4dSD\u306e\u307f\u4e00\u5b9a\u306e\u50be\u5411\u3092\u5f97\u305f\u305f\u3081\uff0c\u30b7\u30b9\u30c6\u30e0\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u7d30\u80de\u9762\u7a4dSD\u3092\u5224\u65ad\u57fa\u6e96\u3068\u3057\u3066\u3044\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\uff0c\u5b9f\u9a13\u8a2d\u5b9a\u901a\u308a\u306b\u306a\u3063\u305f\u3068\u3044\u3046\u7d50\u679c\u3067\u3042\u308b
      \n 
      \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>3<\/strong>
      \n\u67d0\u5927\u5b66\u306e\u5148\u751f
      \n\u8003\u3048\u3089\u308c\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6570\u3068\u7a2e\u985e\u304c\u65e2\u77e5\u306a\u306e\u3067\u3042\u308c\u3070\uff0c\u4eca\u56de\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3057\u306a\u304f\u3066\u3082\uff0c\u5c02\u9580\u5bb6\u304c\u81ea\u5206\u3067\u8a2d\u5b9a\u3057\u3066\u7d30\u80de\u57f9\u990a\u3092\u884c\u3048\u3070\u3044\u3044\u306e\u3067\u306f
      \n\u79c1\u306e\u56de\u7b54
      \n(\u8cea\u554f\u306e\u610f\u56f3\u304c\u3088\u304f\u7406\u89e3\u3067\u304d\u305a)\u691c\u8a0e\u3059\u308b\u3068\u56de\u7b54
      \n 
      \n2.3.\u00a0\u00a0\u00a0 \u611f\u60f3
      \n\u521d\u3081\u3066\u306e\u5b66\u4f1a\u53c2\u52a0\u3067\u3042\u308a\uff0c\u767a\u8868\u306f\u7dca\u5f35\u3057\u307e\u3057\u305f\uff0e\u60f3\u5b9a\u8cea\u554f\u306f\u3044\u304f\u3064\u304b\u7528\u610f\u3057\u3066\u3044\u307e\u3057\u305f\u304c\uff0c\u53d7\u3051\u305f\u8cea\u554f\u306f\uff0c\u3046\u307e\u304f\u767a\u8868\u304c\u4f1d\u308f\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u3068\u611f\u3058\u3089\u308c\u305f\u8cea\u554f\u5185\u5bb9\u3067\u3057\u305f\uff0e\u4eca\u56de\u306e\u767a\u8868\u3067\uff0c\u65e5\u9803\u306e\u767a\u8868\u7df4\u7fd2\u4e0d\u8db3\u304c\u611f\u3058\u3055\u305b\u3089\u308c\u307e\u3057\u305f\uff0e\u3057\u304b\u3057\u306a\u304c\u3089\uff0c\u4eca\u56de\u306e\u5b66\u4f1a\u53c2\u52a0\u3067\uff0c\u81ea\u5206\u306e\u5b9f\u529b\u4e0d\u8db3\u3092\u518d\u78ba\u8a8d\u3067\u304d\u305f\u306e\u3067\uff0c\u3044\u3044\u7d4c\u9a13\u306b\u306a\u3063\u305f\u3068\u601d\u3044\u307e\u3057\u305f\uff0e
      \n <\/p>\n

        \n
      1. \u8074\u8b1b<\/li>\n<\/ol>\n

        \u4eca\u56de\u306e\u8b1b\u6f14\u4f1a\u3067\u306f\uff0c\u4e0b\u8a18\u306e3\u4ef6\u306e\u767a\u8868\u3092\u8074\u8b1b\u3057\u307e\u3057\u305f\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb \uff1a\u30ed\u30dc\u30c3\u30c8\u5b9f\u9a13\u306b\u3088\u308b Vicarious trial-and-error(VTE) \u306e\u5f79\u5272\u306e\u89e3\u6790\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u3000\uff1a\u677e\u7530\u82f1\u5b50\uff08\u6771\u4eac\u5927\u5b66\u5927\u5b66\u9662\uff09\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\uff1a \u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u306f\uff0c\u30cd\u30ba\u30df\u306a\u3069\u306b\u898b\u3089\u308c\u308bVicarious trial and error(VTE)\u3068\u547c\u3070\u308c\u308b\uff0c\u982d\u3092\u5de6\u53f3\u306b\u632f\u3063\u3066\u8ff7\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u300c\u4eee\u306e\u8a66\u884c\u932f\u8aa4\u300d\u3092\uff0c\u30ed\u30dc\u30c3\u30c8\u4e0a\u306b\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u5b9f\u9a13\u3046\u884c\u3046\u3053\u3068\u3067\uff0cVTE\u306e\u5f79\u5272\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3068\u3044\u3046\u7814\u7a76\u5185\u5bb9\u3067\u3042\u3063\u305f\uff0eVTE\u304c\u3042\u308b\u7a0b\uff0c\u8ab2\u984c\u3092\u89e3\u304f\u7cbe\u5ea6\u306f\u4f4e\u3044\u3068\u601d\u3063\u3066\u3044\u305f\u304c\uff0c\u767a\u8868\u8005\u306e\u5b9f\u9a13\u7d50\u679c\u3068\u3057\u3066\u306f\uff0cVTE\u306f\u8ab2\u984c\u3092\u89e3\u304f\u80fd\u529b\u306b\u76f4\u63a5\u5f71\u97ff\u306f\u306a\u3044\u3068\u3044\u3046\u3082\u306e\u3067\u3042\u3063\u305f\uff0e\u767a\u8868\u5185\u5bb9\u306f\u96e3\u3057\u3044\u3082\u306e\u3067\u3042\u3063\u305f\u304c\uff0c\u8208\u5473\u6df1\u3044\u5185\u5bb9\u3067\u3042\u3063\u305f\uff0e
        \n <\/p>\n\n\n\n
        \n

        \u767a\u8868\u30bf\u30a4\u30c8\u30eb \uff1a\u4eba\u9593\u884c\u52d5\u30e2\u30c7\u30ebCHARM\u306e\u770b\u8b77\u5e2b\u7814\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u4fee\u3078\u306e\u5b9f\u8df5\u306b\u5411\u3051\u3066<\/p>\n

        \u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u3000\u3000\u3000\uff1a \u897f\u6751\u609f\u53f2
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d \uff1a \u77e5\u8b58\u306e\u5229\u7528\u3068\u5171\u6709<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u8fd1\u5e74\uff0c\u5b9f\u969b\u306b\u81e8\u5e8a\u73fe\u5834\u3067\u8d77\u3053\u308a\u3046\u308b\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3059\u308b\uff0c\u770b\u8b77\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7814\u4fee\u304c\u884c\u308f\u308c\u3066\u3044\u308b\u304c\uff0c\u305d\u306e\u969b\u306b\u7528\u3044\u308b\u770b\u8b77\u624b\u9806\u66f8\u306e\u3042\u3089\u3086\u308b\u554f\u984c\u70b9\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\uff0cCHARM\u3068\u547c\u3076\u4eba\u9593\u884c\u52d5\u30e2\u30c7\u30eb\u3092\u63d0\u6848\u3059\u308b\u3068\u3044\u3046\u767a\u8868\u3067\u3042\u3063\u305f\uff0e\u767a\u8868\u5185\u5bb9\u306b\u6cbf\u3063\u3066\u3044\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u304c\uff0cCHARM\u3092iPad\u306b\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\uff0c\u3069\u306e\u3088\u3046\u306a\u624b\u9806\u3067\u76ee\u7684\u3092\u9042\u884c\u3059\u308b\u304b\u3092\u660e\u78ba\u306b\u3057\uff0c\u770b\u8b77\u884c\u70ba\u306e\u624b\u9806\u3068\u5185\u5bb9\u3092\u5b9a\u7740\u3055\u305b\u308b\u3053\u3068\u304c\u671f\u5f85\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u611f\u3058\u305f\uff0e
        \n 
        \n 
        \n <\/p>\n\n\n\n
        \n

        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0 \uff1a\u9032\u5316\u7684\u306a\u30a2\u30c8\u30e9\u30af\u30bf\u5f62\u6210\u306b\u3088\u308b\u5ba4\u3000\u3000\u5185\u30ec\u30a4\u30a2\u30a6\u30c8\u30b7\u30b9\u30c6\u30e0<\/p>\n

        \u00a0 \u8457\u8005 \u3000\u3000\u3000\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u4e45\u4fdd\u7530\u7fa9\u5247(\u57fc\u7389\u5de5\u696d\u5927\u5b66\u5927\u5b66\u9662)
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0 \uff1a\u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u826f\u3044\u30ec\u30a4\u30a2\u30a6\u30c8\u3092\u898b\u3064\u3051\u308b\u306e\u304c\u56f0\u96e3\u3068\u8003\u3048\u3089\u308c\u308b\uff0c\u30c7\u30b6\u30a4\u30f3\u306e\u77e5\u8b58\u3084\u7d4c\u9a13\u306e\u306a\u3044\u30e6\u30fc\u30b6\u306e\u305f\u3081\u306b\uff0c\u30e6\u30fc\u30b6\u306e\u597d\u307f\u3092\u53cd\u6620\u3057\u305f\u30ec\u30a4\u30a2\u30a6\u30c8\u63d0\u6848\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3059\u308b\u3068\u3044\u3046\u7814\u7a76\u3067\u3042\u308b\uff0e\u30a2\u30c8\u30e9\u30af\u30bf\u7a7a\u9593\u306b\u3088\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5f15\u304d\u8fbc\u307f\u3092\u884c\u3044\uff0c\u305d\u308c\u306b\u3088\u3063\u3066\u3067\u304d\u305f\u914d\u7f6e\u3092\u30e6\u30fc\u30b6\u306b\u63d0\u793a\u3059\u308b\u64cd\u4f5c\u3092\u7e70\u308a\u8fd4\u3057\uff0c\u30e6\u30fc\u30b6\u306e\u597d\u307f\u3092\u53cd\u6620\u3057\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u914d\u7f6e\u3092\u63d0\u6848\u3059\u308b\uff0e\u30e6\u30fc\u30b6\u306e\u597d\u307f\u3092\u53cd\u6620\u3059\u308b\u3068\u3044\u3046\uff0c\u4eba\u9593\u306e\u611f\u6027\u3092\u6271\u3046\u3082\u306e\u3068\u3057\u3066\u306fiGA\u4ee5\u5916\u306f\u3042\u307e\u308a\u77e5\u3089\u306a\u304b\u3063\u305f\u305f\u3081\uff0c\u8208\u5473\u6df1\u304b\u3063\u305f\uff0e
        \n <\/p>\n

        \n

        \u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><\/strong><\/p>\n<\/div>\n

        \n\n\n\n\n\n\n\n\n\n\n
        \u5831\u544a\u8005\u6c0f\u540d<\/strong><\/strong><\/td>\n\u5e03\u5ddd\u5c06\u6765\u4eba<\/td>\n<\/tr>\n
        \u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\n\u907a\u4f1d\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u7528\u3044\u305f\u89d2\u819c\u5185\u76ae\u7d30\u80de\u306e\u7279\u5fb4\u91cf\u81ea\u52d5\u62bd\u51fa\u30b7\u30b9\u30c6\u30e0\u306e\u63d0\u6848<\/td>\n<\/tr>\n
        \u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\nAutomatic extraction systems of feature values of corneal endothelial cells using Genetic Programming<\/td>\n<\/tr>\n
        \u8457\u8005<\/strong><\/strong><\/td>\n\u5e03\u5ddd\u5c06\u6765\u4eba\uff0c\u5c71\u53e3\u6d69\u660e\uff0c\u5c0f\u6cc9\u7bc4\u5b50\uff0c\u5965\u6751\u76f4\u6a39\uff0c\u6a2a\u5185\u4e45\u731b\uff0c\u5ee3\u5b89\u77e5\u4e4b<\/td>\n<\/tr>\n
        \u4e3b\u50ac<\/strong><\/strong><\/td>\n\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a<\/td>\n<\/tr>\n
        \u8b1b\u6f14\u4f1a\u540d<\/strong><\/strong><\/td>\n\n

        2012\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a\uff08\u7b2c26\u56de\uff09\u00a0<\/a><\/p>\n<\/td>\n<\/tr>\n

        \u4f1a\u5834<\/strong><\/strong><\/td>\n\u5c71\u53e3\u770c\u6559\u80b2\u4f1a\u9928\uff0c\u798f\u7949\u4f1a\u9928\uff0c\u4ed6<\/td>\n<\/tr>\n
        \u958b\u50ac\u65e5\u7a0b<\/strong><\/strong><\/td>\n2012\/06\/12\uff5e2012\/06\/15<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
        \n \n<\/div>\n

         
        \n1. \u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30
        \n2012\/06\/12\u304b\u30892012\/06\/15\u306b\u304b\u3051\u3066\uff0c\u5c71\u53e3\u770c\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f2012\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(1)\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u3053\u306e\u5b66\u4f1a\u306f\uff0c\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u306b\u3088\u3063\u3066\u4e3b\u50ac\u3055\u308c\u305f\u767a\u8868\u4f1a\u3067\uff0c\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\uff0c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff0c\u6a5f\u68b0\u5b66\u7fd2\u7b49\u306e\u4eba\u5de5\u77e5\u80fd\u306b\u95a2\u3059\u308b\u69d8\u3005\u306a\u7814\u7a76\u306b\u3064\u3044\u3066\u767a\u8868\u3092\u884c\u3046\u5834\u3068\u306a\u3063\u3066\u3044\u307e\u3059\uff0e\u767a\u8868\u81ea\u4f53\u304c\u805e\u3051\u307e\u305b\u3093\u3067\u3057\u305f\u304c\uff0c\u8133\u79d1\u5b66\u3068AI\u3084Linked Data\u3068\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u306a\u3069\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3082\u884c\u308f\u308c\u3066\u3044\u307e\u3057\u305f\uff0e
        \n\u79c1\u306f13-15\u65e5\u306e\u307f\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4ed6\u306b\u7530\u4e2d\u3055\u3093\uff0c\u5bae\u5730\u3055\u3093\uff0c\u5357\u8c37\u3055\u3093\uff0c\u4e0a\u5800\uff0c\u5927\u5800\u304c\u53c2\u52a0\u3057\u307e\u3057\u305f\uff0e\u307e\u305f\uff0cISDL\u304b\u3089\u3082\u5409\u898b\u5148\u751f\u3092\u306f\u3058\u3081\u591a\u304f\u306e\u5b66\u751f\u304c\u53c2\u52a0\u3057\u3066\u3044\u307e\u3057\u305f\uff0e
        \n 
        \n2. \u7814\u7a76\u767a\u8868
        \n2.1. \u767a\u8868\u6982\u8981
        \n\u79c1\u306f14\u65e5\u306e\u5348\u524d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u4e00\u3064\u3067\u3042\u308b\u300cAI\u5fdc\u7528(1)\u300d\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\u53e3\u982d\u767a\u8868\u3067\uff0c15\u5206\u306e\u8b1b\u6f14\u6642\u9593\u30685\u5206\u306e\u8cea\u7591\u5fdc\u7b54\u6642\u9593\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3057\u305f\uff0e
        \n\u4eca\u56de\u306e\u767a\u8868\u306f\uff0c\u2026\uff0e\u4ee5\u4e0b\u306b\u6284\u9332\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n\n\n\n
        \u6284\u9332\u4e2d\u8eab\u89d2\u819c\u5185\u76ae\u7d30\u80de\u753b\u50cf\u304b\u3089\u7d30\u80de\u9818\u57df\u753b\u50cf\u3092\u62bd\u51fa\uff0c\u9818\u57df\u753b\u50cf\u304b\u3089\u7279\u5fb4\u91cf\uff08\u7d30\u80de\u5bc6\u5ea6\uff0c\u7d30\u80de\u30b5\u30a4\u30ba\uff09\u3092\u8a08\u6e2c\u3059\u308b\uff0e\u7d30\u80de\u9818\u57df\u753b\u50cf\u62bd\u51fa\u306e\u624b\u6cd5\u3068\u3057\u3066\uff0c\u907a\u4f1d\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u3088\u3063\u3066\u81ea\u52d5\u69cb\u7bc9\u3057\u305f\u753b\u50cf\u51e6\u7406\u30d5\u30a3\u30eb\u30bf\u3092\u7528\u3044\u308b\uff0e\u65e2\u5b58\u753b\u50cf\u51e6\u7406\u30bd\u30d5\u30c8\u3067\u3042\u308bImageJ\u3068\u306e\u6bd4\u8f03\u3092\u884c\u3044\u826f\u597d\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u305f\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        2.2. \u8cea\u7591\u5fdc\u7b54
        \n\u4eca\u56de\u306e\u8b1b\u6f14\u767a\u8868\u3067\u306f\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u7591\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e
        \n 
        \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>1<\/strong>
        \n\u8cea\u554f\u8005\u306e\u6c0f\u540d\u3092\u63a7\u3048\u640d\u306d\u3066\u3057\u307e\u3044\u307e\u3057\u305f\uff0e\u3053\u3061\u3089\u306e\u8cea\u554f\u306f
        \n\u300c\u73fe\u72b6\u3067\u306f\uff0c\u30e6\u30fc\u30b6\u30fc(\u7814\u7a76\u8005)\u304c\u753b\u50cf\u306b\u5bfe\u3057\u3066\u8272\u3005\u3068\u51e6\u7406\u3092\u3057\u3066\u7279\u5fb4\u91cf\u3092\u53d6\u3063\u3066\u3044\u308b\u304c\uff0c\u63d0\u6848\u624b\u6cd5\u3092\u7528\u3044\u308b\u3068\u305d\u308c\u3060\u3051\u3067\u7279\u5fb4\u91cf\u3092\u8a08\u6e2c\u3067\u304d\u308b\u306e\u304b\uff1f\u300d
        \n\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u3067\u3059\u304c
        \n\u300c\u306f\u3044\uff0c\u6b63\u78ba\u306b\u306f\u65e2\u5b58\u306e\u30bd\u30d5\u30c8\u3067\u3082\u7279\u5fb4\u91cf\u306f\u8a08\u6e2c\u3067\u304d\u308b\u306e\u3067\u3059\u304c\uff0c\u7279\u5fb4\u91cf\u62bd\u51fa\u306e\u524d\u306b\u884c\u3046\u753b\u50cf\u51e6\u7406\u306b\u304a\u3044\u3066\u63d0\u6848\u624b\u6cd5\u3067\u306f\uff0c\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u81ea\u52d5\u3067\u884c\u3048\u307e\u3059\uff0e\u300d
        \n 
        \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>2<\/strong>
        \n\u8cea\u554f\u8005\u306e\u6c0f\u540d\u3092\u63a7\u3048\u640d\u306d\u3066\u3057\u307e\u3044\u307e\u3057\u305f\uff0e\u3053\u3061\u3089\u306e\u8cea\u554f\u306f
        \n\u300c\u7d50\u679c\u306b\u304a\u3044\u3066\u63d0\u6848\u624b\u6cd5(GP)\u304c\u65e2\u5b58\u624b\u6cd5(ImageJ)\u306b\u52a3\u308b\u753b\u50cf\u304c\u5b58\u5728\u3059\u308b\u304c\uff0c\u306a\u305c\u305d\u306e\u3088\u3046\u306a\u7d50\u679c\u306b\u306a\u3063\u305f\u306e\u304b\uff1f\u300d
        \n\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u79c1\u306e\u56de\u7b54\u306f
        \n\u300cImageJ\u3067\u7528\u3044\u305f\u9818\u57df\u5206\u5272\u306e\u30d5\u30a3\u30eb\u30bf\u306f\u63d0\u6848\u624b\u6cd5\u306b\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u30d5\u30a3\u30eb\u30bf\u3068\u306f\u7570\u306a\u3063\u305f\u30d5\u30a3\u30eb\u30bf\u3067\u3042\u308b\u305f\u3081\uff0c\u9818\u57df\u304c\u6574\u3063\u305f\u5f62\u3092\u3057\u305f\u753b\u50cf\u306b\u304a\u3044\u3066ImageJ\u3067\u7528\u3044\u305f\u30d5\u30a3\u30eb\u30bf\uff08\u5f62\u72b6\u306b\u3088\u308b\u5206\u5272\uff09\u304c\u826f\u597d\u306b\u50cd\u3044\u305f\u305f\u3081\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u300d
        \n 
        \n2.3. \u611f\u60f3
        \n\u4eca\u56de\u306e\u767a\u8868\u306f\u5c11\u3057\u7df4\u7fd2\u304c\u8db3\u308a\u3066\u3044\u306a\u304b\u3063\u305f\u4e8b\u3068\u7dca\u5f35\u3067\u304e\u3053\u3061\u306a\u3044\u767a\u8868\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\uff0e
        \n\u6b21\u56de\u304b\u3089\u306f\u3088\u308a\u7df4\u7fd2\u3057\u3066\u3044\u304f\u3088\u3046\u306b\u3057\u305f\u3044\u3067\u3059\uff0e
        \n\u307e\u305f\uff0c\u5185\u5bb9\u306b\u3064\u3044\u3066\u3082\u8003\u5bdf\u7b49\u304c\u7121\u304b\u3063\u305f\u305f\u3081\uff0c\u6b21\u56de\u306f\u7d50\u679c\u306b\u5bfe\u3057\u3066\u8003\u5bdf\u3092\u52a0\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u30c7\u30fc\u30bf\u306e\u6574\u7406\uff0c\u691c\u8a0e\u3092\u884c\u3063\u3066\u3044\u304d\u305f\u3044\u3067\u3059\uff0e
        \n 
        \n3. \u8074\u8b1b
        \n\u4eca\u56de\u306e\u8b1b\u6f14\u4f1a\u3067\u306f\uff0c\u4e0b\u8a18\u306e2\u4ef6\u306e\u767a\u8868\u3092\u8074\u8b1b\u3057\u307e\u3057\u305f\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000Web\u4e0a\u306e\u8b70\u8ad6\u306b\u5bfe\u3059\u308b\u983b\u51fa\u90e8\u5206\u6728\u30de\u30a4\u30cb\u30f3\u30b02)\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u6771\u689d\u4eae\u5e73\uff0c\u6fa4\u6751\u4e00\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u300c\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0(3)\u300dAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a In recent years, SNS, Blog and Twitter are popular in the world. The information communicated by people around the world in place on the Web, have a argumentation format which consists of its conclusion and rationale basically. The frequent argumentation in place on the Web is based on the thought that people have in common. In the previous study, Itoya proposed a method for mining frequent structures from the data consinsting of a set of argumentation trees, and he did mining for proof was done by philosophers such as Thomas Aquinas. \u00a0But mining for argumentation on the Web has not been done yet. In this paper, we do mining for argumentation on the Web, and we consider results of mining.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u306fWeb\u4e0a\u3067\u884c\u308f\u308c\u308b\u8b70\u8ad6\u306e\u5185\u5bb9\u3092\u6728\u69cb\u9020\uff08\u8b70\u8ad6\u6728\uff09\u3067\u8868\u73fe\u3057\uff0c\u305d\u306e\u6728\u69cb\u9020\u306e\u4e2d\u304b\u3089\u983b\u51fa\u90e8\u5206\u6728\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u884c\u3046\u4e8b\u3067\uff0c\u8b70\u8ad6\u5185\u3067\u3069\u306e\u3088\u3046\u306a\u610f\u898b\u304c\u591a\u304f\uff0c\u305d\u308c\u306f\u3069\u3046\u3044\u3046\u601d\u60f3\u3084\u4fe1\u5ff5\u304b\u3089\u304f\u308b\u306e\u304b\u3092\u62bd\u51fa\u3059\u308b\u3068\u3044\u3063\u305f\u767a\u8868\u3067\u3057\u305f\uff0e
        \n\u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u8b70\u8ad6\u5206\u6790\u30c4\u30fc\u30eb\uff08Araucarua\uff09\u3092\u7528\u3044\u3066\u8b70\u8ad6\u5185\u5bb9\u3092\u6728\u69cb\u9020\u306b\u3057\uff0cSLEUTH\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u547c\u3070\u308c\u308b\u624b\u6cd5\u3092\u7528\u3044\u3066\u90e8\u5206\u6728\u306e\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u884c\u3063\u3066\u3044\u307e\u3057\u305f\uff0e
        \n\u80cc\u666f\u7b49\u306f\u79c1\u306e\u7814\u7a76\u7b49\u3068\u306f\u7279\u306b\u95a2\u4fc2\u306e\u306a\u3044\u3082\u3067\u3059\u304c\uff0c\u6728\u69cb\u9020\u306e\u90e8\u5206\u6728\u62bd\u51fa\u306f\u4eca\u5f8c\u3084\u3063\u3066\u3044\u304b\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u8ab2\u984c\u306a\u306e\u3067\u4eca\u5f8c\u306e\u53c2\u8003\u306b\u3067\u304d\u308c\u3070\u3068\u8003\u3048\u3066\u3044\u307e\u3059\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u30e6\u30fc\u30b6\u9593\u985e\u4f3c\u5ea6\u3068\u6a21\u64ec\u80b2\u7a2e\u6cd5\u3092\u7528\u3044\u305f\u53d7\u9a13\u6821\u9078\u5b9a\u652f\u63f4\u30b7\u30b9\u30c6\u30e0\u306e\u63d0\u68483)\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u98ef\u6cbc\u6d69\u4e4b\uff0c\u83f1\u5c71\u73b2\u5b50\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1aAI\u5fdc\u7528\u300cAI\u5fdc\u7528\uff08\uff11\uff09\u300dAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1aWhen students choose a high school, there are some problems that they don\u2019t have a clear reason for their choice and a multidirectional choosing high school support is a burden for teachers. Then I aimed at the construction of the system which put collaborative \ufb01ltering and simulated breeding together. The purpose is reducing teachers\u2019 burden and considering students\u2019 taste. And I showed the possibility of the suggestion system by the experiment for active high school examinees and their teachers.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u306f\u9ad8\u6821\u53d7\u9a13\u306e\u969b\u306e\u53d7\u9a13\u6821\u306e\u63a8\u85a6\u3092\u652f\u63f4\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3092\u76ee\u7684\u3068\u3057\u3066\u304a\u308a\uff0c\u305d\u306e\u624b\u6cd5\u3068\u3057\u3066\u904e\u53bb\u306eDB\u304b\u3089\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3067\u5019\u88dc\u3092\u7d5e\u308a\uff0c\u305d\u306e\u5019\u88dc\u306e\u4e2d\u304b\u3089\u6a21\u64ec\u80b2\u7a2e\u6cd5\u3068\u547c\u3070\u308c\u308b\u624b\u6cd5\u3092\u7528\u3044\u3066\u30e6\u30fc\u30b6\u30fc\u306b\u5408\u3063\u305f\u5019\u88dc\u3092\u7d5e\u3063\u3066\u3044\u304f\u3068\u3044\u3046\u624b\u6cd5\u3067\u3057\u305f\uff0e
        \n\u3053\u306e\u6a21\u64ec\u80b2\u7a2e\u6cd5\u3068\u3044\u3046\u306e\u306f\u805e\u3044\u3066\u3044\u305f\u9650\u308a\u3067\u306fGA\u306e\u8a55\u4fa1\u90e8\u5206\u3092\u4eba\u304c\u884c\u3046\u3068\u3044\u3046\u3053\u3068\u3060\u3063\u305f\u306e\u3067iGA\u3068\u540c\u3058\u3082\u306e\u3067\u3042\u308b\u3068\u601d\u308f\u308c\u307e\u3059\uff0eiGA\u306a\u3069\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u624b\u6cd5\u306e\u554f\u984c\u70b9\u3067\u3042\u308b\u8a55\u4fa1\u8ca0\u62c5\u3092\u6e1b\u3089\u3059\u65b9\u6cd5\u3068\u3057\u3066\uff0c\u4e8b\u524d\u306b\u5019\u88dc\u3092\u7d5e\u3063\u3066\u304a\u304f\u306e\u306f\u60aa\u304f\u306a\u3044\u624b\u6cd5\u3060\u3068\u304b\u3093\u3058\u307e\u3057\u305f\uff0e
        \n\u305f\u3060\uff0c\u5019\u88dc\u3092\u7d5e\u308b\u969b\u306b\u3082\u3042\u308b\u7a0b\u5ea6\u306e\u81a8\u3089\u307f\u3092\u6301\u305f\u3059\u5fc5\u8981\u6027\u304c\u3042\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u304b\u3093\u3058\u307e\u3057\u305f\uff0e<\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u8907\u6570\u306e\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u6bd4\u8f03\u306b\u57fa\u3065\u304f\u8a00\u8a9e\u5316\u306e\u8a66\u307f\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u5c0f\u6797 \u745e\u5b63 \u00a0\u5c0f\u6797 \u4e00\u90ce\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u610f\u5473\u3068\u7406\u89e3\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0Abstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a. This paper proposes a method of linguistic summarization of the relation among multiple time-series data by comparing them. The relation among the data is found by correlation coe\ufb03cient and then it is categorized into main three relations: (i) the same trends, (ii) synmmetrical trends, and (iii) no correlation. Symbolic Aggregate approXimation (SAX) is applied to the data categorized into these three types for coding numerical data, and then signi\ufb01cant parts between objective two time-series data are extracted by the extended edit distance we have proposed.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u8907\u6570\u306e\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u95a2\u4fc2\u6027\u3092\u5206\u304b\u308a\u3084\u304f\u8868\u73fe\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u304a\u308a\uff0c\u305d\u306e\u624b\u6cd5\u3068\u3057\u3066\uff0c\u307e\u305a\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u3068\u308a\uff0c\u6642\u7cfb\u5217\u5909\u5316\u304c(1)\u985e\u4f3c(2)\u5bfe\u79f0(3)\u95a2\u9023\u6027\u7121\u306e3\u30d1\u30bf\u30fc\u30f3\u306b\u5206\u985e\u3059\u308b\uff0e\u6b21\u306b\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066SAX\u6cd5\u3092\u7528\u3044\u3066\u6587\u5b57\u5217\u5316\u3057\uff0c\u3053\u306e\u6587\u5b57\u5217\u3092\u7de8\u96c6\u8ddd\u96e2\u3068\u547c\u3070\u308c\u308b\u6307\u6a19\u3092\u7528\u3044\u3066\u6bd4\u8f03\u3092\u884c\u3046\uff0e\u3053\u306e\u969b\u306b\u5148\u7a0b\u306e\u76f8\u95a2\u95a2\u4fc2\u306e3\u3064\u306e\u30d1\u30bf\u30fc\u30f3\u306b\u3088\u3063\u3066\u5909\u7a2e\u8ddd\u96e2\u3092\u5909\u5316\u3055\u305b\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u985e\u4f3c\u90e8\u5206\uff0c\u5bfe\u79f0\u90e8\u5206\u306e\u62bd\u51fa\u3092\u884c\u3046\u3068\u3044\u3063\u305f\u624b\u6cd5\u3067\u3042\u3063\u305f\uff0e
        \n\u672c\u7814\u7a76\u5ba4\u3067\u7528\u3044\u3089\u308c\u3066\u3044\u308bNIRS\u3082\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3067\u3042\u308b\u305f\u3081\u4f55\u304b\u53c2\u8003\u306b\u306a\u308b\u90e8\u5206\u3082\u3042\u308b\u3068\u601d\u308f\u308c\u308b\u304c\uff0c\u7de8\u96c6\u8ddd\u96e2\u7b49\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u308f\u304b\u3089\u306a\u304b\u3063\u305f\u305f\u3081\uff0c\u3069\u3053\u306b\u8003\u616e\u3059\u3079\u304d\u70b9\u304c\u3042\u308b\u304b\u307e\u3067\u306f\u8003\u3048\u3089\u308c\u306a\u304b\u3063\u305f\uff0e\u305f\u3060\uff0c\u985e\u4f3c\u3057\u3066\u3044\u308b\u90e8\u5206\u3060\u3051\u3067\u306a\u304f\u5bfe\u79f0\u7684\u306a\u52d5\u304d\u3092\u3057\u3066\u3044\u308b\u90e8\u5206\u306b\u3082\u4f55\u304b\u610f\u5473\u304c\u3042\u308b\u306e\u306a\u3089\u3070\u53c2\u8003\u306b\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u304b\u3093\u3058\u305f\uff0e
        \n 
        \n\u53c2\u8003\u6587\u732e
        \n1)\u00a0\u00a0\u00a0 2012\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a\uff08\u7b2c26\u56de\uff09JSAI2012
        \n2)\u00a0\u00a0\u00a0\u00a0\u00a0 \u6771\u689d\u4eae\u5e73\uff0c\u6fa4\u6751\u4e00\uff0e\u300cWeb\u4e0a\u306e\u8b70\u8ad6\u306b\u5bfe\u3059\u308b\u983b\u51fa\u90e8\u5206\u6728\u30de\u30a4\u30cb\u30f3\u30b0\u300d
        \nhttps:\/\/kaigi.org\/jsai\/webprogram\/2012\/pdf\/294.pdf<\/a>
        \n3)\u00a0\u00a0\u00a0\u00a0\u00a0 \u30e6\u30fc\u30b6\u9593\u985e\u4f3c\u5ea6\u3068\u6a21\u64ec\u80b2\u7a2e\u6cd5\u3092\u7528\u3044\u305f\u53d7\u9a13\u6821\u9078\u5b9a\u652f\u63f4\u30b7\u30b9\u30c6\u30e0\u306e\u63d0\u6848
        \n        https:\/\/kaigi.org\/jsai\/webprogram\/2012\/pdf\/133.pdf<\/a>
        \n <\/p>\n

        \n

        \u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><\/strong><\/p>\n<\/div>\n

        \n\n\n\n\n\n\n\n\n\n\n
        \u5831\u544a\u8005\u6c0f\u540d<\/strong><\/strong><\/td>\n\u5357\u8c37\u7965\u4e4b<\/td>\n<\/tr>\n
        \u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\n\u8907\u6570\u306e\u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3092\u9023\u643a\u3059\u308b\u533b\u7528\u753b\u50cf\u4fdd\u5b58\u901a\u4fe1\u30b7\u30b9\u30c6\u30e0<\/td>\n<\/tr>\n
        \u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\nDistributed PACS Cooperating Multiple Distributed File System<\/td>\n<\/tr>\n
        \u8457\u8005<\/strong><\/strong><\/td>\n\u5357\u8c37\u7965\u4e4b, \u5ee3\u5b89\u77e5\u4e4b, \u4e09\u6728\u5149\u7bc4\uff0c\u6a2a\u5185\u4e45\u731b\uff0c\u5409\u898b \u771f\u8061<\/td>\n<\/tr>\n
        \u4e3b\u50ac<\/strong><\/strong><\/td>\n\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a<\/td>\n<\/tr>\n
        \u8b1b\u6f14\u4f1a\u540d<\/strong><\/strong><\/td>\n\u7b2c26\u56de\u3000\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u3000\u5168\u56fd\u5927\u4f1a<\/td>\n<\/tr>\n
        \u4f1a\u5834<\/strong><\/strong><\/td>\n\u5c71\u53e3\u770c\u6559\u80b2\u4f1a\u9928<\/td>\n<\/tr>\n
        \u958b\u50ac\u65e5\u7a0b<\/strong><\/strong><\/td>\n2012\/06\/12-2012\/06\/15<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
        \n \n<\/div>\n

         
        \n1. \u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30
        \n2012\/06\/12\u304b\u30892012\/06\/15\u306b\u304b\u3051\u3066\uff0c\u5c71\u53e3\u770c\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a \u5168\u56fd\u5927\u4f1a\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u672c\u5b66\u4f1a\u306f\uff0c\u4eba\u5de5\u77e5\u80fd\u306b\u95a2\u3057\u3066\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3084\u30ed\u30dc\u30c3\u30c8\u6280\u8853\u306a\u3069\u5e45\u5e83\u3044\u5206\u91ce\u306e\u65b9\u306e\u7814\u7a76\u767a\u8868\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3057\u305f\uff0e
        \n\u79c1\u306f13\u301c15\u65e5\u306b\u51fa\u5e2d\u3057\uff0c\u672c\u7814\u7a76\u5ba4\u304b\u3089\u7530\u4e2d\uff0c\u5bae\u5730\uff0c\u4e0a\u5800\uff0c\u5927\u5800\uff0c\u5e03\u5ddd\u304c\u53c2\u52a0\uff0c\u307e\u305fOB\u306e\u677e\u6751\u3055\u3093\u304c\u53c2\u52a0\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff0e\u4e09\u6728\u7814\u7a76\u5ba4\u304b\u3089\u3082\u5409\u898b\u5148\u751f\u3084M1\u6570\u540d\u304c\u53c2\u52a0\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff0e
        \n 
        \n2. \u7814\u7a76\u767a\u8868
        \n2.1. \u767a\u8868\u6982\u8981
        \n\u79c1\u306f2\u65e5\u76ee13\u65e5\u306e\u5348\u524d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u300c\u77e5\u8b58\u306e\u5229\u7528\u3068\u5171\u6709(3)\u300d\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\u53e3\u982d\u767a\u8868\u3067\uff0c15\u5206\u306e\u8b1b\u6f14\u6642\u9593\u30685\u5206\u306e\u8cea\u7591\u5fdc\u7b54\u6642\u9593\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3057\u305f\uff0e\u4ee5\u4e0b\u306b\u6284\u9332\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n\n\n\n
        \u672c\u7814\u7a76\u3067\u306f\uff0c\u5404\u533b\u7642\u6a5f\u95a2\u304c\u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\uff0c\u305d\u308c\u3089\u3092\u9023\u643a\u3055\u305b\u305f\u533b\u7528\u753b\u50cf\u4fdd\u5b58\u901a\u4fe1\u30b7\u30b9\u30c6\u30e0(PACS)\u3092\u63d0\u6848\u3059\u308b\uff0e\u5bfe\u8c61\u3068\u3059\u308b\u533b\u7528\u753b\u50cfDICOM\u306f\uff0c\u30c7\u30fc\u30bf\u91cf\u306e\u5927\u304d\u306a\u5b9f\u753b\u50cf\u30c7\u30fc\u30bf\u3068\u60a3\u8005\u60c5\u5831\u7b49\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u304b\u3089\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\uff0e\u672c\u30b7\u30b9\u30c6\u30e0\u306f\u5404\u533b\u7642\u6a5f\u95a2\u304c\u3053\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u304b\u3089\u69cb\u6210\u3055\u308c\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4fdd\u6301\u3059\u308b\u4e00\u65b9\uff0c\u5916\u90e8\u306b\u5206\u6563\u7684\u306b\u5b58\u5728\u3059\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308b\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

         
        \n2.2. \u8cea\u7591\u5fdc\u7b54
        \n\u4eca\u56de\u306e\u8b1b\u6f14\u767a\u8868\u3067\u306f\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u7591\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e
        \n 
        \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>1<\/strong>
        \n\u30d1\u30ca\u30bd\u30cb\u30c3\u30af\u672c\u793eR&D\u306e\u65b9\u304b\u3089\u306e\u8cea\u554f\u3092\u9802\u304d\u307e\u3057\u305f\uff0e
        \n\u3010\u8cea\u554f\u5185\u5bb9\u3011\u300c\u5b9f\u969b\u306b\u533b\u7642\u73fe\u5834\u3067\u4ed6\u306e\u75c5\u9662\u306e\u30c7\u30fc\u30bf\u3092\u898b\u308b\u6a5f\u4f1a\u3063\u3066\u610f\u5916\u3068\u306a\u3044\u3068\u601d\u3046\uff0e\u3069\u306e\u3088\u3046\u306a\u72b6\u6cc1\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u306e\u304b\uff1f\u73fe\u72b6\u3069\u3093\u306a\u72b6\u6cc1\u304c\u3042\u308b\u306e\u304b\u6559\u3048\u3066\u9802\u304d\u305f\u3044\uff0e\u300d
        \n 
        \n\u3010\u56de\u7b54\u3011\u300c\u73fe\u72b6\uff0c\u6b27\u7c73\u3067\u306f\u30bb\u30ab\u30f3\u30c9\u30aa\u30d4\u30cb\u30aa\u30f3\u306a\u3069\u304c\u9032\u3093\u3067\u3044\u308b\u304c\uff0c\u6b27\u7c73\u306b\u6bd4\u3079\u307e\u3060\u307e\u3060\u65e5\u672c\u3067\u306f\u305d\u306e\u3088\u3046\u306a\u610f\u8b58\u304c\u5c11\u306a\u3044\uff0e\u533b\u7642\u60c5\u5831\u3092\u5171\u6709\u3059\u308b\u3088\u3046\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\uff0c\u60a3\u8005\u306e\u65b9\u304c\u8907\u6570\u306e\u533b\u7642\u6a5f\u95a2\u3092\u53d7\u8a3a\u3059\u308b\u3088\u3046\u306b\u306a\u308c\u3070\u826f\u3044\u3068\u601d\u3046\uff0e\u307e\u305f\uff0c\u4eca\u5f8c\u9ad8\u9f62\u5316\u304c\u9032\u3080\u4e2d\u3067\uff0c\u7c21\u6613\u306a\u533b\u7642\u5668\u6a5f\u3067\u81ea\u5b85\u306b\u304a\u3044\u3066\u64ae\u5f71\u3057\u305f\u533b\u7528\u753b\u50cf\u3092\u533b\u7642\u6a5f\u95a2\u306b\u9001\u4fe1\u3059\u308b\u3088\u3046\u306a\u30b7\u30b9\u30c6\u30e0\u3082\u6c42\u3081\u3089\u308c\u308b\u3068\u8003\u3048\u308b\uff0e\u300d
        \n 
        \n 
        \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>2<\/strong>
        \n\u6771\u4eac\u5927\u5b66\u5f8c\u671f\u535a\u58eb\u8ab2\u7a0b\u6240\u5c5e\u306e\u4e80\u7530\u3055\u3093\u304b\u3089\u306e\u8cea\u554f\u3092\u9802\u304d\u307e\u3057\u305f\uff0e
        \n\u3010\u8cea\u554f\u5185\u5bb9\u3011\u300c\u75c5\u9662\u306b\u5c0e\u5165\u3059\u308b\u306b\u3042\u305f\u3063\u3066\uff0c\u6cd5\u5f8b\u7684\u30fb\u74b0\u5883\u7684\u306a\u969c\u5bb3\u306f\u3042\u308b\u304b\uff0e\u4f8b\u3048\u3070\uff0cDICOM\u3068\u3044\u3046\u7279\u5225\u306a\u898f\u683c\u306f\u969c\u5bb3\u306b\u306a\u3089\u306a\u3044\u304b\uff0e\u300d
        \n 
        \n\u3010\u56de\u7b54\u3011\u300c\u6b63\u76f4\u306a\u3068\u3053\u308d\uff0c\u533b\u7642\u30b7\u30b9\u30c6\u30e0\u306f\u6cd5\u5f8b\u306e\u554f\u984c\u304c\u3042\u308a\uff0c\u69cb\u7bc9\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306e\u5c0e\u5165\u306b\u3064\u3044\u3066\u306f\u76ee\u51e6\u304c\u7acb\u3063\u3066\u3044\u306a\u3044\uff0eDICOM\u898f\u683c\u306b\u3064\u3044\u3066\u306f\uff0c\u898f\u683c\u540d\u3092\u805e\u3044\u305f\u3053\u3068\u306e\u306a\u3044\u65b9\u3082\u591a\u3044\u304b\u3082\u77e5\u308c\u306a\u3044\u304c\uff0c\u533b\u7642\u5206\u91ce\u306b\u304a\u3044\u3066\u4e00\u822c\u7684\u306b\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u898f\u683c\u3067\u3042\u308a\u3053\u308c\u304c\u969c\u5bb3\u3068\u306a\u308b\u3053\u3068\u306f\u306a\u3044\uff0e\u300d
        \n 
        \n 
        \n2.3. \u611f\u60f3
        \n\u767a\u8868\u306f\uff0c\u8074\u8b1b\u800540\u4eba\u307b\u3069\u306e\u767a\u8868\u3067\u3042\u3063\u305f\uff0e\u30bb\u30c3\u30b7\u30e7\u30f3\u81ea\u4f53\u306f\u533b\u7642\u95a2\u4fc2\u306e\u767a\u8868\u304c\u96c6\u3081\u3089\u308c\u305f\u3068\u3044\u3046\u5370\u8c61\u3067\u3042\u3063\u305f\uff0e\u767a\u8868\u81ea\u4f53\u306f\u65e2\u306b\u4f55\u56de\u304b\u767a\u8868\u3092\u7d4c\u9a13\u3057\u3066\u3044\u308b\u306e\u3067\uff0cSACSIS\u306e\u6642\u306b\u6bd4\u3079\u843d\u3061\u7740\u3044\u3066\u767a\u8868\u304c\u51fa\u6765\u305f\u3068\u601d\u3046\uff0e
        \n\u8cea\u7591\u3067\u306f\uff0c\u767a\u8868\u5185\u5bb9\u306b\u95a2\u3057\u3066\u3067\u306f\u306a\u304f\uff0c\u7814\u7a76\u80cc\u666f\u306b\u95a2\u3057\u3066\u306e\u8cea\u554f\u3092\u9802\u3044\u305f\uff0e\u5185\u5bb9\u306b\u95a2\u3057\u3066\u3067\u306f\u6ce3\u304f\uff0c\u80cc\u666f\u306b\u95a2\u3057\u3066\u3068\u306a\u3063\u305f\u539f\u56e0\u3068\u3057\u3066\u306f\uff0c\u3084\u306f\u308a\u81ea\u8eab\u306e\u767a\u8868\u5185\u5bb9\u304c\u8584\u304b\u3063\u305f\u3053\u3068\u304c\u554f\u984c\u3060\u3063\u305f\u3068\u611f\u3058\u3066\u3044\u308b\uff0e\u4ed6\u306e\u767a\u8868\u8005\u3067\u3082GUI\u3092\u4f5c\u6210\u3057\u305f\u3068\u767a\u8868\u3092\u884c\u3063\u3066\u3044\u305f\u65b9\u304c\u3044\u305f\u304c\uff0c\u300c\u767a\u8868\u306b\u52a0\u3048\u3066\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u3082\u51fa\u308b\u306e\u3067\uff0c\u305d\u3053\u3067GUI\u3092\u89e6\u3063\u3066\u6b32\u3057\u3044\uff0e\u300d\u3068\u767a\u8868\u3055\u308c\u3066\u305f\uff0e
        \n\u4eca\u56de\u306e\u5185\u5bb9\u3067\u306f\uff0cGUI\uff0c\u8a55\u4fa1\u5b9f\u9a13\u3068\u3082\u306b\u307e\u3060\u307e\u3060\u3068\u611f\u3058\u3066\u3044\u308b\u304c\uff0c\u3053\u306e\u65b9\u306e\u3088\u3046\u306b\uff0c\u8074\u8b1b\u8005\u306e\u65b9\u306b\u5b9f\u969b\u306b\u89e6\u3063\u3066\u9802\u3051\u308b\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u306e\u958b\u767a\uff0c\u81ea\u5206\u304c\u7d0d\u5f97\u51fa\u6765\u308b\u5b9f\u9a13\u7d50\u679c\u3092\u793a\u305b\u308b\u3088\u3046\u306b\u3057\u305f\u3044\uff0e
        \n 
        \n3. \u8074\u8b1b
        \n\u4eca\u56de\u306e\u8b1b\u6f14\u4f1a\u3067\u8074\u8b1b\u3057\u307e\u3057\u305f\u767a\u8868\u306e\u4e2d\u304b\u3089\uff0c3\u4ef6\u5831\u544a\u3055\u305b\u3066\u9802\u304d\u307e\u3059\uff0e<\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u6a5f\u95a2\u6a2a\u65ad\u578b\u6587\u732e\u60c5\u5831Wiki\u306b\u3088\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30d8\u30fc\u30b9\u306e\u30e1\u30bf\u30c6\u30fc\u30bf\u5bfe\u5fdc\u4ed8\u3051\u306e\u8a66\u307f\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u65e5\u5411\u91ce\u9054\u90ce
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u77e5\u8b58\u306e\u5229\u7528\u3068\u5171\u6709\uff08\uff13\uff09
        \nAbstruct \uff1a\u73fe\u5728Web\u4e0a\u306b\u306f\uff0c\u300cCiNii\u300d\u3084\u300cJ-GLOBAL\u300d\u7b49\u306e\uff0cWeb\u4e0a\u3067\u95b2\u89a7\u3059\u308b\u3053\u3068\u306e\u3067\u304d\u308b\u8ad6\u6587\u3084\u66f8\u7c4d\u7b49\u306e\u6587\u732e\u691c\u7d22\u30b5\u30a4\u30c8\u3068\u547c\u3070\u308c\u308b\u30b5\u30fc\u30d3\u30b9\u304c\u5b58\u5728\u3057\u3066\u3044\u308b\uff0e\u904e\u53bb\u304b\u3089\u6700\u65b0\u306e\u7814\u7a76\u6210\u679c\u3084\uff0c\u95a2\u9023\u7814\u7a76\u306e\u8abf\u67fb\u306e\u969b\u306b\u975e\u5e38\u306b\u4fbf\u5229\u306a\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u591a\u304f\u306e\u7814\u7a76\u8005\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u308b\uff0e\u3057\u304b\u3057\uff0c\u305d\u308c\u305e\u308c\u5225\u3005\u306e\u6a5f\u95a2\u306b\u3088\u3063\u3066\u30e1\u30bf\u30c7\u30fc\u30bf\u304c\u7ba1\u7406\u3055\u308c\u3066\u3044\u308b\u305f\u3081\uff0c\u8907\u6570\u306e\u30b5\u30a4\u30c8\u3092\u6a2a\u65ad\u7684\u306b\u691c\u7d22\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\uff0e\u305d\u306e\u305f\u3081\uff0c\u7db2\u7f85\u7684\u306b\u6587\u732e\u3092\u63a2\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\u306b\u3068\u3063\u3066\u306f\uff0c\u8907\u6570\u306e\u30b5\u30a4\u30c8\u3067\u691c\u7d22\u3092\u7e70\u308a\u8fd4\u3059\u5fc5\u8981\u304c\u3042\u308a\uff0c\u975e\u5e38\u306b\u624b\u9593\u304c\u304b\u304b\u3063\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u306e\u304c\u73fe\u72b6\u3067\u3042\u308b\uff0e
        \n\u672c\u7814\u7a76\u3067\u306f\uff0c\u6a5f\u95a2\u306e\u67a0\u3092\u8d85\u3048\u3066\u6587\u732e\u60c5\u5831\u3092\u6a2a\u65ad\u7684\u306b\u691c\u7d22\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u306e\u958b\u767a\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\uff0e\u3053\u306e\u305f\u3081\u306b\u306f\u5404\u6a5f\u95a2\u304c\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u305d\u308c\u305e\u308c\u5272\u308a\u5f53\u3066\u3066\u3044\u308b\u56fa\u6709\u306e\u8b58\u5225\u756a\u53f7(\u8ad6\u6587ID\uff0c\u8457\u8005ID\u7b49)\u3092\u4e92\u3044\u306b\u5bfe\u5fdc\u4ed8\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\uff0e\u305d\u3053\u3067MediaWiki\u3092\u7528\u3044\u308b\u3053\u3068\u306b\u3088\u3063\u3066\uff0c\u8907\u6570\u306e\u6587\u732e\u691c\u7d22\u30b5\u30a4\u30c8\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u5bb9\u6613\u306b\u5bfe\u5fdc\u4ed8\u3051\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u67a0\u7d44\u307f\u3092\u63d0\u6848\u3057\u3066\u3044\u308b\uff0e\u672c\u8ad6\u6587\u3067\u306f\uff0c\u4e3b\u306b\u4eba\u7269\u60c5\u5831\u3092\u5bfe\u8c61\u3068\u3057\u3066\uff0cMediaWiki\u4e0a\u3067\u5bfe\u5fdc\u4ed8\u3051\u304c\u53ef\u80fd\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u8a3c\u3057\u305f\u7d50\u679c\u3092\u5831\u544a\u3059\u308b\uff0e\u5177\u4f53\u7684\u306b\u306f\uff0c\u5404\u6587\u732e\u691c\u7d22\u30b5\u30a4\u30c8\u304b\u3089\u6a5f\u68b0\u7684\u306b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\uff0cMediaWiki\u306b\u81ea\u52d5\u7684\u306b\u767b\u9332\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u8a66\u4f5c\u3057\uff0c\u767b\u9332\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u4eba\u624b\u3067\u540d\u5bc4\u305b\u3059\u308b\u4f5c\u696d\u3092\u884c\u3044\uff0cMediaWiki\u306e\u4ed5\u7d44\u307f\u304c\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3059\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u30a6\u30a7\u30d6\u4e0a\u306b\u5b58\u5728\u3059\u308b\u540c\u4e00\u8457\u8005\u306e\u6587\u732e\u306b\u3082\u95a2\u308f\u3089\u305a\u5225\u8457\u8005\u3068\u3057\u3066\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u308b\u3082\u306e\u3092\uff0c\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u7d71\u4e00\u3057\u3066\u3044\u3053\u3046\u3068\u3044\u3046\u767a\u8868\u3067\u3057\u305f\uff0eWikipedia\u3084CiNii\uff0c\u4ed6\u306e\u7814\u7a76\u8005\u60c5\u5831\u306a\u3069\u304b\u3089\u7814\u7a76\u8005\u60c5\u5831\u3092\u62bd\u51fa\u3057\u305d\u308c\u3089\u3092\u7d50\u3076\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3057\u305f\uff0e\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u308b\u969b\u306b\u306f\uff0c\u30e1\u30bf\u30c7\u30fc\u30bf\u60c5\u5831\u304c\u91cd\u8981\u3068\u306a\u3063\u3066\u304d\u307e\u3059\u304c\uff0c\u5404\u30b5\u30a4\u30c8\u304b\u3089\u6a2a\u65ad\u7684\u306b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\uff0c\u5bfe\u5fdc\u4ed8\u3051\u308b\u70b9\u306f\uff0c\u5404\u75c5\u9662\u304c\u4fdd\u6709\u3059\u308b\u60c5\u5831\u3092\u5171\u6709\u3059\u308b\u969b\u306b\u5fdc\u7528\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u611f\u3058\u307e\u3057\u305f\uff0e
        \n 
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u7279\u5225\u8b1b\u6f14\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u6709\u5ddd\u7bc0\u592b\uff08\u4e5d\u5dde\u5927\u5b66\uff09\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u7279\u5225\u8b1b\u6f14
        \nAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u4e88\u7a3f\u96c6\u306a\u3057<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u4eba\u5de5\u77e5\u80fd\u306e\u5206\u91ce\u3067\u975e\u5e38\u306b\u6709\u540d\u306a\u65b9\u306e\u8b1b\u6f14\u3092\u62dd\u8074\u3057\u307e\u3057\u305f\uff0e\u8b1b\u6f14\u81ea\u4f53\u306f\u82f1\u8a9e\u3067\u306e\u767a\u8868\u3067\uff0c\u6b63\u76f4\u306a\u3068\u3053\u308d\u5185\u5bb9\u306b\u95a2\u3057\u3066\u306f\u8a73\u3057\u304f\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\uff0e\u30ed\u30dc\u30c3\u30c8\u30b5\u30c3\u30ab\u30fc\u306eAI\u3084\uff0c\u5bfe\u8a71\u6280\u8853\u306b\u95a2\u3059\u308b\u6280\u8853\u3092\u975e\u5e38\u306b\u6109\u5feb\u306b\u8b1b\u6f14\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff0e\u8208\u5473\u6df1\u304f\u611f\u3058\u305f\u4e8b\u306f\u8cea\u7591\u5fdc\u7b54\u306b\u95a2\u3057\u3066\u3067\u3059\uff0e300\u4eba\u898f\u6a21\u306e\u4f1a\u5834\u3060\u3063\u305f\u306e\u3067\u3059\u304c\uff0c\u6771\u5927\u306e(\u52a9\uff1f)\u6559\u6388\u306e\u65b9\u304c\u8cea\u554f\u3092\u3055\u308c\u3066\u3044\u3066\uff0c\u300c\u81ea\u5206\u306e\u7814\u7a76\u3067\u306f\u3053\u306e\u3088\u3046\u306a\u4e8b\u3092\u3057\u3066\u3044\u308b\u304c\uff0c\u6709\u5ddd\u3055\u3093\u306f\u3053\u3046\u306a\u306e\u3067\u3059\u304b\uff1f\u300d\u3068\u76f8\u624b\u306b\u3082\u30e1\u30ea\u30c3\u30c8\u3092\u611f\u3058\u3055\u305b\u308b\u3088\u3046\u306a\u8cea\u554f\u3092\u3057\u3066\u3044\u305f\u70b9\u3067\u3059\uff0e\u8cea\u554f\u306e\u5f8c\uff0c\u662f\u975e\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u3057\u307e\u3057\u3087\u3046\u3068\u3044\u3046\u4f1a\u8a71\u306b\u306a\u3063\u3066\u3044\u305f\u306e\u3067\u3059\u304c\uff0c\u8cea\u7591\u306e\u4ed5\u65b9\u306b\u975e\u5e38\u306b\u597d\u611f\u3092\u6301\u3061\u307e\u3057\u305f\uff0e\u307e\u305a\u306f\uff0c\u8cea\u7591\u3092\u3059\u308b\u3068\u3044\u3046\u4e8b\u304c\u91cd\u8981\u3067\u3059\u304c\uff0c\u76f8\u624b\u306b\u8208\u5473\u3092\u6301\u3063\u3066\u9802\u304f\u3088\u3046\u306a\u8cea\u554f\u3092\u884c\u3046\u3053\u3068\u3082\u540c\u6642\u306b\u91cd\u8981\u3060\u306a\u3068\u611f\u3058\u307e\u3057\u305f\uff0e
        \n 
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u30e9\u30a4\u30d5\u30b2\u30fc\u30e0\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8868\u73fe\u3068\u81ea\u5df1\u7d44\u7e54\u5316\u81e8\u754c\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u9999\u5c71 \u559c\u5f66\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0
        \nAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u30bb\u30eb\u30aa\u30fc\u30c8\u30de\u30c8\u30f3(CA)\u306f\uff0c\u30b0\u30ea\u30c3\u30c9\u4e0a\u306b\u914d\u7f6e\u3055\u308c\u305f\u30bb\u30eb\u306e\u72b6\u614b\u304c\uff0c\u8fd1\u63a5\u3059\u308b\u30bb\u30eb\u306e\u72b6\u614b\u306b\u4f9d\u5b58\u3057\u305f\u5358\u7d14\u306a\u30eb\u30fc\u30eb\u306b\u5f93\u3063\u3066\u6642\u9593\u767a\u5c55\u3059\u308b\u6a21\u578b\u3067\u3042\u308b\u304c\uff0c\u591a\u69d8\u306a\u632f\u308b\u821e\u3044\u3092\u6301\u3064\u3082\u306e\u304c\u77e5\u3089\u308c\u3066\u304a\u308a\uff0cWolfram\u306b\u3088\u3063\u30664\u3064\u306e\u30af\u30e9\u30b9\u306b\u5206\u985e\u3055\u308c\u3066\u3044\u308b[Wolfram1983]\uff0e\u7279\u306b\u30af\u30e9\u30b9IV\u306b\u5c5e\u3059\u308b\u30eb\u30fc\u30eb\u306f\uff0c\u81ea\u5df1\u7d44\u7e54\u5316\u3084\u8a08\u7b97\u4e07\u80fd\u306a\u3069\u3068\u306e\u95a2\u9023\u304b\u3089\u591a\u304f\u306e\u7814\u7a76\u304c\u306a\u3055\u308c\u3066\u304d\u305f\uff0e\u4e00\u65b9\uff0c\u6211\u3005\u306e\u8eab\u8fd1\u306b\u5b58\u5728\u3059\u308b\u69d8\u3005\u306a\u8907\u96d1\u7cfb\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\uff0c\u30b9\u30e2\u30fc\u30eb\u30ef\u30fc\u30eb\u30c9\u6027[Watts1998]\u3084\u30b9\u30b1\u30fc\u30eb\u30d5\u30ea\u30fc\u6027[Barab\u00e1si1999]\u306e\u7279\u5fb4\u3092\u6301\u3064\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u308b\uff0e\u305d\u3053\u3067\u6211\u3005\u306f\uff0cCA\u306e\u52d5\u7684\u632f\u308b\u821e\u3044\u3092\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u3067\uff0cWolfram\u30af\u30e9\u30b9\u3068\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3068\u306e\u95a2\u9023\u6027\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u201cCA\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8868\u73fe\u201d\u3092\u63d0\u5531\u3057\u305f[Kayama2010\uff0c2011]\uff0e[Kayama2011]\u3067\u306f1\u6b21\u5143\u306e\u4ee3\u8868\u7684\u306a\u30eb\u30fc\u30eb\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3057\uff0c2\u6b21\u5143\u306e\u30eb\u30fc\u30eb\u3068\u3057\u3066\u6700\u3082\u6709\u540d\u3067\u3042\u308a\uff0c\u30af\u30e9\u30b9IV\u306b\u5c5e\u3059\u308bConway\u306e\u30e9\u30a4\u30d5\u30b2\u30fc\u30e0(Life)\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8868\u73fe\u306b\u3064\u3044\u3066\u30b9\u30b1\u30fc\u30eb\u30d5\u30ea\u30fc\u6027\u3092\u78ba\u8a8d\u3057\u305f[Kayama2012]\uff0e\u3053\u308c\u306f\uff0cBak\u3089\u306b\u3088\u308bLife\u30b2\u30fc\u30e0\u3067\u306e\u81ea\u5df1\u7d44\u7e54\u5316\u81e8\u754c(SOC)\u306e\u78ba\u8a8d\u3068\u76f4\u63a5\u95a2\u9023\u3059\u308b\u7d50\u679c\u3067\u3042\u308b[Bak1987\uff0c1989]\uff0e\u305d\u3053\u3067\u672c\u7a3f\u3067\u306f\uff0cLife\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8868\u73fe\u3092\u7d39\u4ecb\u3059\u308b\u3068\u3068\u3082\u306b\uff0cSOC\u3068\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u8003\u5bdf\u3059\u308b\uff0e
        \nLife\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8868\u73fe\u306b\u3088\u308b\u3068\uff0c\u521d\u671f\u72b6\u614b\u304b\u3089\u904e\u6e21\u6642\u9593\u3092\u7d4c\u305f\u5f8c\u306e\u4f11\u6b62\u72b6\u614b\u306f\uff0c\u751f\u304d\u6b8b\u3063\u305f\u30d1\u30bf\u30fc\u30f3\u540c\u58eb\u304c\u76f8\u4e92\u306b\u30ea\u30f3\u30af\u3055\u308c\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u8868\u73fe\u3055\u308c\u308b\uff0e\u3053\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\uff0c\u81e8\u754c\u72b6\u614b\u306b\u304a\u3051\u308b1\u30bb\u30eb\u6442\u52d5\u306b\u3088\u308b\u96ea\u5d29\u73fe\u8c61\u3092\u767a\u751f\u3055\u305b\u308b\u539f\u56e0\u3068\u306a\u308b\u7dca\u5f35\u72b6\u614b\u3092\u53ef\u8996\u5316\u3057\u3066\u304a\u308a\uff0c\u305d\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u306f\uff0c\u81ea\u5df1\u7d44\u7e54\u5316\u81e8\u754c\u306e\u7279\u5fb4\u3067\u3042\u308b\u30d5\u30e9\u30af\u30bf\u30eb\u69cb\u9020\u306b\u3088\u308a\uff0c\u30b9\u30b1\u30fc\u30eb\u30d5\u30ea\u30fc\u6027\u3092\u6301\u3064\u3068\u8003\u3048\u3089\u308c\u308b\uff0e\u3053\u3053\u3067\u306f\uff0c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7406\u8ad6\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u7528\u3044\u3066\uff0c\u5b9f\u969b\u306b\u81ea\u5df1\u7d44\u7e54\u5316\u81e8\u754c\u3092\u78ba\u8a8d\u3057\uff0c\u4f11\u6b62\u72b6\u614b\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u30b9\u30b1\u30fc\u30eb\u30d5\u30ea\u30fc\u6027\u3092\u6301\u3064\u3053\u3068\u3092\u793a\u3059\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u4e0b\u539f\u5148\u751f\u306e\u6388\u696d\u3067\u7fd2\u3044\u307e\u3057\u305f\u30bb\u30eb\u30aa\u30fc\u30c8\u30de\u30c8\u30f3\uff08CA\uff09\u306b\u3088\u308b\u30e9\u30a4\u30d5\u30b2\u30fc\u30e0\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8868\u73fe\u306b\u3064\u3044\u3066\u53d6\u308a\u6271\u3063\u3066\u3044\u307e\u3057\u305f\uff0e\u30e9\u30a4\u30d5\u30b2\u30fc\u30e0\u306e\u7406\u8ad6\u3092\u30b0\u30ea\u30c3\u30c9\u4e0a\u3067\u5e83\u304c\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u53ef\u8996\u5316\u3059\u308b\u624b\u6cd5\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u3066\u3044\u307e\u3057\u305f\uff0e\u30b0\u30ea\u30c3\u30c9\u5411\u3051\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0Gfarm\u3092\u7528\u3044\u3066\u3044\u308b\u79c1\u306e\u7814\u7a76\u306b\u5bfe\u3057\u3066\u3082\uff0c\u4eca\u5f8c\u9060\u9694\u5730\u9593\u3067\u5171\u6709\u3092\u884c\u3046\u969b\uff0c\u8907\u6570\u306e\u75c5\u9662\u304b\u3089\u540c\u4e00\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u969b\u306e\u6700\u9069\u5316\u306b\u5fdc\u7528\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u611f\u3058\u307e\u3057\u305f\uff0e
        \n 
        \n 
        \n\u53c2\u8003\u6587\u732e
        \n1)\u00a0\u00a0\u00a0 \u7b2c26\u56de\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a, http:\/\/www.ai-gakkai.or.jp\/conf\/2012\/
        \n <\/p>\n

        \n

        \u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><\/strong><\/p>\n<\/div>\n

        \n\n\n\n\n\n\n\n\n\n\n
        \u00a0<\/strong>\u5831\u544a\u8005\u6c0f\u540d<\/strong><\/strong><\/td>\n\u7530\u4e2d\u7f8e\u91cc<\/td>\n<\/tr>\n
        \u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\n\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u4e3b\u6210\u5206\u5206\u6790\u3092\u7528\u3044\u305f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684
        \n\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u611f\u6027\u30e2\u30c7\u30eb\u306e\u63a8\u5b9a<\/td>\n<\/tr>\n
        \u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\nEstimation of the Kansei model by interactive Genetic Algorithm using clustering and principal component analysis<\/td>\n<\/tr>\n
        \u8457\u8005<\/strong><\/strong><\/td>\n\u7530\u4e2d\u7f8e\u91cc, \u5ee3\u5b89\u77e5\u4e4b, \u5e79\u5149\u7bc4\uff0c\u5409\u898b\u771f\u8061\uff0c\u4f50\u3005\u6728\u5eb7\u6210\uff0c
        \n\u6a2a\u5185\u4e45\u731b<\/td>\n<\/tr>\n
        \u4e3b\u50ac<\/strong><\/strong><\/td>\n\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a<\/td>\n<\/tr>\n
        \u8b1b\u6f14\u4f1a\u540d<\/strong><\/strong><\/td>\n\u7b2c26\u56de\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a<\/td>\n<\/tr>\n
        \u4f1a\u5834<\/strong><\/strong><\/td>\n\u5c71\u53e3\u770c\u5c71\u53e3\u5e02 \u6559\u80b2\u4f1a\u9928\uff0c\u81ea\u6cbb\u4f1a\u9928\uff0c\u798f\u7949\u4f1a\u9928<\/td>\n<\/tr>\n
        \u958b\u50ac\u65e5\u7a0b<\/strong><\/strong><\/td>\n2012\/06\/12-2012\/06\/15<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
        \n \n<\/div>\n

         
        \n1. \u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30
        \n2012\u5e746\u670812\u65e5\u304b\u308915\u65e5\u306b\u304b\u3051\u3066\u5c71\u53e3\u770c\u5c71\u53e3\u5e02\u3067\u884c\u308f\u308c\u305f\u7b2c26\u56de\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a[1]<\/sup>\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u306f\u540d\u524d\u306e\u901a\u308a\uff0c\u4eba\u5de5\u77e5\u80fd\uff0c\u63a8\u8ad6\u3084\u6700\u9069\u5316\uff0c\u6a5f\u68b0\u5b66\u7fd2\uff0c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff0c\u307e\u305fWeb\u4e0a\u306e\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u89e3\u6790\u3084\u5229\u7528\u3092\u30e1\u30a4\u30f3\u306b\u6271\u3046\u5b66\u4f1a\u3067\u3059\uff0e\u904b\u55b6\u5074\u306b\u306f\u82e5\u624b\u306e\u7814\u7a76\u8005\u3082\u591a\u304f\uff0c\u79c1\u3082\u4eca\u56de\u306f\u5b66\u751fPC\u59d4\u54e1\u3068\u3057\u3066\u4e2d\u65e5\u306b\u884c\u308f\u308c\u305f\u5b66\u751f\u4f01\u753b\u306e\u904b\u55b6\u306a\u3069\u306b\u53c2\u52a0\u3055\u305b\u3066\u9802\u304d\u307e\u3057\u305f\uff0e
        \n\u79c1\u306f12\u65e5\u304b\u308915\u65e5\u306e\u5168\u65e5\u7a0b\u3067\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4ed6\u306b\u5bae\u5730\uff0c\u5357\u8c37\uff0c\u5e03\u5ddd\uff0c\u5927\u5800\uff0c\u4e0a\u5800\u304c\u53c2\u52a0\u3057\u307e\u3057\u305f\uff0e\u307e\u305f\uff0cISDL\uff08\u77e5\u7684\u30b7\u30b9\u30c6\u30e0\u30c7\u30b6\u30a4\u30f3\u7814\u7a76\u5ba4\uff09\u304b\u3089\u306f6\u4ef6\u306e\u767a\u8868\u304c\u3042\u308a\u307e\u3057\u305f\uff0e\u305d\u306e\u4ed6\u306b\u3082\uff0c\u672c\u7814\u7a76\u5ba4\u306eOB\/OG\u3067\u3044\u3089\u3063\u3057\u3083\u308b\uff0c\u5927\u5411\u3055\u3093\uff0c\u677e\u6751\u3055\u3093\u3082\u53c2\u52a0\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff0e
        \n 
        \n2. \u7814\u7a76\u767a\u8868
        \n2.1. \u767a\u8868\u6982\u8981
        \n\u79c1\u306f15\u65e5\u306e\u5348\u524d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u300c\u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u300d\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\u53e3\u982d\u767a\u8868\u3067\uff0c15\u5206\u306e\u8b1b\u6f14\u6642\u9593\u30685\u5206\u306e\u8cea\u7591\u5fdc\u7b54\u6642\u9593\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3057\u305f\uff0e
        \n\u4eca\u56de\u306e\u767a\u8868\u306f\uff0c\u5546\u54c1\u63a8\u85a6\u306b\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08iGA: interactive Genetic Algorithm\uff09\u3092\u9069\u7528\u3059\u308b\u306b\u5f53\u305f\u308a\uff0c\u8ab2\u984c\u3068\u306a\u308b\u5448\u793a\u306e\u591a\u69d8\u6027\u7dad\u6301\u306b\u3064\u3044\u3066\u89e3\u6c7a\u3059\u308b[2]<\/sup>\u3068\u3044\u3046\u5185\u5bb9\u3067\u3059\uff0e\u4ee5\u4e0b\u306b\u6284\u9332\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n\n\n\n
        iGA (interactive Genetic Algorithm) is the optimization method for Kansei, and we study the application of iGA to product recommendation. In product recommendation, a user has many preferences even in the same category. In this paper, the proposed method using clustering and principal component analysis to detect the multiple preferences and search for a preference was discussed. The recommended products by the proposed method give users higher satisfaction than that of conventional method. To find the effectiveness of the proposed method, the following two experiment were performed. In the first experiment, subjects’ multiple preferences were confirmed and multiple peak landscapes were obtained. The second experiment examined that the proposed method searched effectively for subjective landscapes which have multiple peak.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

         
        \n2.2. \u8cea\u7591\u5fdc\u7b54
        \n\u4eca\u56de\u306e\u8b1b\u6f14\u767a\u8868\u3067\u306f\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u7591\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e\u306a\u304a\uff0c\u4eca\u56de\u306e\u8cea\u7591\u3067\u306f\u8cea\u554f\u8005\u306e\u65b9\u304c\u6240\u5c5e\u3092\u540d\u4e57\u3089\u306a\u3044\u72b6\u614b\u3067\u8cea\u7591\u3068\u306a\u3063\u3066\u3057\u307e\u3063\u3066\u304a\u308a\u307e\u3059\uff0e
        \n 
        \n\u30fb\u8272\u306e\u8868\u73fe\u306f\uff12\u6b21\u5143\u3067\u306f\u53ce\u307e\u3089\u306a\u3044\u306f\u305a\u3060\u304c\uff0c\u305d\u3053\u306f\u3069\u3046\u51e6\u7406\u3057\u3066\u3044\u308b\u306e\u304b\uff1f<\/strong><\/strong>
        \n\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u306f\uff0cHSV\u8868\u8272\u7cfb\u306e\u8272\u76f8\u306e\u307f\u3092\u8272\u306e\u60c5\u5831\u3068\u3057\u3066\u4f7f\u7528\u3057\u305f\u65e8\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e
        \n\u30fb\u30c9\u30c3\u30c8\u3068\u5510\u8349\u3068\u30c1\u30a7\u30c3\u30af\u3092\u6df7\u305c\u3066\u306f\uff0c\u6b63\u3057\u3044\u7d50\u679c\u306f\u5f97\u3089\u308c\u306a\u3044\u306e\u3067\u306f\uff1f<\/strong><\/strong>
        \n\u540c\u4e00\u306e\u8a66\u884c\u3067\u5168\u3066\u306e\u554f\u984c\u3092\u6271\u3046\u308f\u3051\u3067\u306f\u306a\u304f\uff0c\u305d\u308c\u305e\u308c\u5225\u306e\u8a66\u884c\u3068\u3057\u3066\u6271\u3063\u3066\u3044\u308b\u65e8\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e
        \n\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3067\u3069\u3046\u3084\u3063\u3066\u30af\u30e9\u30b9\u30bf\u6570\u3092\u81ea\u52d5\u6c7a\u5b9a\u3059\u308b\u306e\u304b\uff1f<\/strong><\/strong>
        \n\u4eca\u56de\u306e\u624b\u6cd5\u3067\u7528\u3044\u305fSilhouette\u7d71\u8a08\u91cf\u306b\u3064\u3044\u3066\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e\u305f\u3060\uff0c\u5f8c\u307b\u3069\u78ba\u8a8d\u3057\u305f\u3068\u3053\u308d\uff0c\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u4f7f\u3046\u306e\u304b\u304c\u5206\u304b\u3089\u306a\u3044\u3068\u3044\u3046\u8cea\u554f\u3067\u3042\u308a\uff0c\u4e00\u56de\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u6bce\u306b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3057\u76f4\u3057\u3066\uff0c\u5cf0\u3092\u63a8\u5b9a\u3057\u3066\u3044\u308b\u65e8\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e
        \n\u30fb\u306a\u305c\u4ed6\u306e\u591a\u69d8\u6027\u7dad\u6301\u306e\u624b\u6cd5\u3092\u4f7f\u308f\u306a\u3044\u306e\u304b\uff1f\u30cb\u30c3\u30c1\u30f3\u30b0\u3067\u3082\u826f\u3044\u306e\u3067\u306f\uff1f<\/strong><\/strong>
        \n\u6642\u9593\u304c\u7121\u304f\uff0c\u5f8c\u307b\u3069\u500b\u4eba\u7684\u306b\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e\u5cf6\u30e2\u30c7\u30eb\u306a\u3069\u306e\u4ed6\u306e\u624b\u6cd5\u306f\u4e00\u3064\u306b\u53ce\u675f\u3059\u308b\u53ef\u80fd\u6027\u3092\u6301\u3063\u3066\u304a\u308a\uff0c\u30e9\u30f3\u30c9\u30b9\u30b1\u30fc\u30d7\u306e\u5f62\u72b6\u3092\u6c42\u3081\u308b\u3068\u3044\u3046\u76ee\u7684\u306b\u306f\u9069\u5408\u3057\u3066\u3044\u306a\u3044\u70b9\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e\u30cb\u30c3\u30c1\u30f3\u30b0\u306b\u3064\u3044\u3066\u306f\u500b\u4f53\u306e\u5206\u5e03\u5bc6\u5ea6\u3092\u898b\u308b\u3068\u3044\u3046\u70b9\u3067\u306f\uff0c\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u4ee3\u66ff\u306b\u306a\u308a\u3046\u308b\u3082\u306e\u3067\u3042\u308a\uff0c\u826f\u3044\u8996\u70b9\u3092\u5f97\u3089\u308c\u305f\u3068\u601d\u3044\u307e\u3059\uff0e
        \n 
        \n2.3. \u611f\u60f3
        \n\u5c11\u3005\uff0c\u5185\u5bb9\u3092\u8a70\u3081\u8fbc\u307f\u3059\u304e\u3066\u4f1d\u308f\u308a\u306b\u304f\u3044\u767a\u8868\u306b\u306a\u3063\u3066\u3057\u307e\u3063\u305f\u3088\u3046\u306b\u611f\u3058\u307e\u3059\uff0e\u6b21\u56de\u306e\u767a\u8868\u3067\u306f\u3082\u3046\u5c11\u3057\u60c5\u5831\u91cf\u3092\u6e1b\u3089\u3057\u3066\u3086\u3063\u304f\u308a\u3068\u767a\u8868\u3067\u304d\u308b\u3088\u3046\uff0c\u65b9\u91dd\u3092\u5909\u3048\u305f\u3044\u3068\u601d\u3044\u307e\u3059\uff0e
        \n 
        \n 
        \n3. \u8074\u8b1b
        \n\u4eca\u5927\u4f1a\u306e4\u4ef6\u306e\u767a\u8868\u306b\u3064\u3044\u3066\u5831\u544a\u3044\u305f\u3057\u307e\u3059\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000Twitter\u306b\u304a\u3051\u308b\u500b\u4eba\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3068\u793e\u4f1a\u7684\u614b\u5ea6\u306e\u95a2\u9023\u6027[3]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u5c0f\u5ddd\u7950\u6a39\uff0c\u5c71\u672c\u4ec1\u5fd7\uff0c\u5bae\u7530\u52a0\u4e45\u5b50\uff0c\u6c60\u7530\u8b19\u4e00
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Web\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9(1)
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Whether the contacts with information and the environment of communication which are brought about by the social network in Twitter promote opportunities to come into touch with others who have different opinions, or whether they promote selective contacts. This study, as a basic analysis for exploring these questions, examines the association between the social attitudes of individuals and the friends they form in Twitter as well as the environment of contacts with information, by an analysis which links data from social surveys with logged data of the behaviors of individuals obtained in Twitter.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306fTwitter\u306a\u3069\u306eSNS\u304c\uff0c\u5f93\u6765\u8a00\u308f\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u500b\u4eba\u306e\u60c5\u5831\u74b0\u5883\u3092\u591a\u69d8\u5316\u3055\u305b\u3066\u3044\u308b\u306e\u304b\uff0c\u305d\u308c\u3068\u3082\u5b9f\u969b\u306b\u306f\u9078\u629e\u7684\u63a5\u89e6\uff08\u60c5\u5831\u306e\u86f8\u58fa\u5316\uff09\u3092\u4fc3\u9032\u3055\u305b\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u306e\u304b\u306b\u3064\u3044\u3066\uff0c\u539f\u767a\u4e8b\u6545\u306b\u304a\u3051\u308b\u60c5\u5831\u767a\u4fe1\u3092\u5bfe\u8c61\u3068\u3057\u3066\u8abf\u67fb\u3057\u305f\u7d50\u679c\u306b\u3064\u3044\u3066\u767a\u8868\u3059\u308b\u3082\u306e\u3067\u3057\u305f\uff0e\u307e\u305a\uff0c\u4e8b\u524d\u306e\u8abf\u67fb\u3067\u306f\uff0c\u30d5\u30a9\u30ed\u30fc\u3057\u3066\u3044\u308b\u4eba\u9593\u304c\u81ea\u5206\u3068\u4f3c\u3066\u3044\u308b\u3068\u56de\u7b54\u3057\u305f\u4eba\u307b\u3069\uff0c\u4e00\u65e5\u306e\u30c4\u30a4\u30fc\u30c8\u6570\u306a\u3069\u3068\u76f8\u95a2\u304c\u9ad8\u304f\uff0c\u60c5\u5831\u304c\u767a\u4fe1\u3059\u308b\u3053\u3068\u304c\u591a\u304b\u3063\u305f\u305d\u3046\u3067\u3059\uff0e\u307e\u305f\uff0c\u539f\u767a\u306e\u8cdb\u5426\u306b\u3064\u3044\u3066\u306f\uff0c\u539f\u767a\u306b\u8cdb\u6210\u3057\u304b\u3064\u8cdb\u6210\u6d3e\u304c\u5c11\u6570\u3067\u3042\u308b\u3068\u8a8d\u8b58\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\uff08\u5c11\u6570\u6d3e\u8a8d\u77e5\uff09\u3068\uff0c\u539f\u767a\u306b\u53cd\u5bfe\u3067\u53cd\u5bfe\u6d3e\u304c\u591a\u6570\u3067\u8a8d\u8b58\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\uff08\u591a\u6570\u6d3e\u8a8d\u77e5\uff09\u3092\u6bd4\u8f03\u3057\u305f\u5834\u5408\uff0c\u591a\u6570\u6d3e\u306e\u65b9\u306b\u304a\u3044\u3066\u30c4\u30a4\u30fc\u30c8\u6570\u304c\u6709\u610f\u306b\u9ad8\u3044\u306a\u3069\u306e\u7d50\u679c\u304c\u5f97\u3089\u308c\uff0c\u9078\u629e\u7684\u63a5\u89e6\u304c\u4fc3\u9032\u3055\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u793a\u5506\u3055\u308c\u305f\u305d\u3046\u3067\u3059\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u53cd\u8ee2\u5206\u5e03\u306b\u5bfe\u8c61\u6027\u3092\u4eee\u5b9a\u3057\u305f\u95a2\u4fc2\u7e2e\u7d04[4]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u5c71\u5ddd\u5b8f
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u767a\u8868\uff08\u30dd\u30b9\u30bf\u30fc\u767a\u8868\uff09
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a The function for generating frame (which we call framic wiring composer: FWC) for flexible prediction is not realized on today’s computer and is technologically attractive.\u00a0\u00a0 We presume that the FWC function is installed on the hippocampus in the brain, because of some supporting evidences.\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Moreover, relationship equivalences (REs) are necessary to implement the FWC function. Findings of hippocampus such as the theta phase precession and the configural association theory were taken into account for designing representation of REs.\u3000Distribution equivalent groups (DEGs) which are multi-dimensional partial space containing several cases could be promising candidate of REs.\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 We estimated the number of DEGs for multi- dimensional binary lattice.\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 It was shown that DEGs with over 8 or 9 dimensions has enough number of states for classifying potential REs in the hippocampus containing several hundred thousand excitatory neurons.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u6d77\u99ac\u306e\u795e\u7d4c\u56de\u8def\u3092\u6a21\u5023\u3057\u305f\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u65b9\u6cd5\u3092\u5b9f\u88c5\u3057\uff0c\u305d\u306e\u51e6\u7406\u904e\u7a0b\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u6d77\u99ac\u3067\u306e\u51e6\u7406\u904e\u7a0b\u306b\u95a2\u3059\u308b\u8003\u5bdf\u3092\u884c\u3063\u3066\u3044\u307e\u3059\uff0e\u767a\u8868\u8005\u306e\u5c71\u5ddd\u5148\u751f\u306f\uff0c\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u7fa4\u306b\u3064\u3044\u3066\u305d\u306e\u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30c8\u3068\u30ec\u30b3\u30fc\u30c9\u3092\u540c\u6642\u9078\u629e\u3057\uff0c\u5171\u901a\u6027\u306e\u3042\u308b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u3068\u3044\u3046\u6280\u8853\uff08\u72b6\u6cc1\u5206\u89e3\uff09\u3092\u904e\u53bb\u306b\u767a\u8868\u3057\u3066\u304a\u308a\uff0c\u4eca\u767a\u8868\u306f\u305d\u306e\u30e2\u30c7\u30eb\u3092\u6d77\u99ac\u3067\u306e\u30d5\u30ec\u30fc\u30e0\u51e6\u7406\u306b\u62e1\u5f35\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\uff0e\u975e\u5e38\u306b\u96e3\u89e3\u3067\u7406\u89e3\u3067\u304d\u3066\u3044\u306a\u3044\u90e8\u5206\u304c\u591a\u3044\u306e\u3067\u3059\u304c\uff0c\u3068\u3066\u3082\u9762\u767d\u305d\u3046\u306a\u7814\u7a76\u3067\u3042\u308b\u3053\u3068\u306f\u4f1d\u308f\u3063\u3066\u304d\u307e\u3057\u305f\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a LODAC Museum: Linked Open Dat\u306b\u3088\u308b\u535a\u7269\u9928\u60c5\u5831\u306e\u7d71\u5408\u3068\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u6d3b\u7528[5]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u677e\u6751\u51ac\u5b50\uff0c\u5609\u6751\u54f2\u90ce\uff0c\u52a0\u85e4\u6587\u5f66\uff0c\u5c0f\u6797\u5dcc\u751f\uff0c\u9ad8\u6a4b\u5fb9\uff0c\u4e0a\u7530\u6d0b\uff0c
        \n\u5927\u5411\u4e00\u8f1d\uff0c\u6b66\u7530\u82f1\u660e
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Linked Data\u3068\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a This paper reports the progress of LODAC Museum project which aims to generate Linked Open Data of museum information in Japan. Collection information of 53 museums is scraped from their websites and converted to LOD. In order to efficiently collect massive amount of data and convert it to LOD, LODAC Distiller, a LOD generator is developed and it consists from two main parts; data processing and metadata design. Semantic MediaWiki is also introduced to enable user annotation to LOD based on metadata schema defined by them. Moreover, three applications that use LODAC Museums and other LODs are developed and discussed; Yokohama Art Spot, CamCat and go2museum.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u306f\uff0c\u7814\u7a76\u5ba4OG\u306e\u677e\u6751\u3055\u3093\u306b\u3088\u308b\u767a\u8868\u3067\uff0c\u4f5c\u6210\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7d39\u4ecb\u3067\u3057\u305f\uff0eLOD\u3092\u7528\u3044\u305f\u535a\u7269\u9928\u60c5\u5831\u306e\u5171\u6709\u3067\uff0c\u5168\u56fd100\u7b87\u6240\u4ee5\u4e0a\u306e\u535a\u7269\u9928\u60c5\u5831\u306e\u767b\u9332\u3092\u3057\u305f\u3053\u3068\uff0c\u305d\u308c\u306b\u4f34\u3044\u767b\u9332\u6642\u306e\u30c7\u30fc\u30bf\u5909\u63db\u306e\u624b\u9593\u3092\u7701\u304f\u305f\u3081\u306b\u535a\u7269\u9928\u54e1\u306a\u3069\u306e\u5c02\u9580\u5bb6\u304c\u5229\u7528\u3057\u3084\u3059\u3044\u5909\u63db\u30eb\u30fc\u30eb\u4f5c\u6210\u7528\u306e\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u3092\u69cb\u7bc9\u3057\u305f\u3053\u3068\u306a\u3069\u3092\u767a\u8868\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u3053\u308c\u3068\u985e\u4f3c\u3057\u305f\u6b27\u5dde\u306b\u304a\u3051\u308bLOD\u306e\u53d6\u308a\u7d44\u307f\u3068\u3057\u3066Europeana[6]<\/sup>\u3092\u7d39\u4ecb\u3057\uff0c\u305d\u306e\u9023\u643a\u306b\u3064\u3044\u3066\u3082\u8ff0\u3079\u3066\u3044\u307e\u3059\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u30ed\u30dc\u30c3\u30c8\u5b9f\u9a13\u306b\u3088\u308bVicarious trial-and-error(VTE)\u306e\u5f79\u5272\u306e\u89e3\u6790[7]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u677e\u7530\u82f1\u5b50\uff0cJulien Hubert\uff0c\u6c60\u4e0a\u9ad8\u5fd7
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Vicarious trial-and-error (VTE) is a type of conflict-like behavior, observed in route selection tasks[Tolman, 1939, Muenzinger and Flecher]. Studies of VTEs have shown a correlation between the number of VTEs exhibited by a system with its learning efficiency. At the onset of learning a task, the number of VTEs increases, and when the learning reaches its plateau, it decreases. From experiments of rats, VTEs have been reported in T-maze experiments of rats who were shown to be simulating their next decisions internally before acting[Johnson and Redish, 2007]. The question we explore in this paper concerns the role of VTE. Basing ourselves on a model developed by [Bovet and Pfeifer, 2005], we created a computer simulation and ran robotic experiments to compute the number of VTEs during the learning of a T-maze task.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306f\u990c\u3092\u63a2\u3059\u30e9\u30c3\u30c8\u304c\u9053\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u9996\u3092\u5de6\u53f3\u306b\u632f\u3063\u3066\u8ff7\u3063\u3066\u3044\u308b\u884c\u52d5\uff08\u4eee\u306e\u8a66\u884c\u932f\u8aa4(VTE: Vicarious trial-and-error)\uff09\u304b\u3089\uff0c\u610f\u8b58\u306e\u751f\u6210\u904e\u7a0b\u3092\u8abf\u3079\u308b\u3068\u3044\u3046\u3082\u306e\u3067\uff0c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u89e3\u6790\u3092\u304a\u3053\u306a\u3063\u305f\u3082\u306e\u3067\u3059\uff0e\u904e\u53bb\u306e\u7814\u7a76\u3088\u308a\uff0cVTE\u304c\u89b3\u5bdf\u3055\u308c\u308b\u969b\uff0c\u30e9\u30c3\u30c8\u306f\u8133\u5185\u3067\u9078\u629e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3063\u3066\u9078\u629e\u80a2\u3092\u541f\u5473\u3057\u3066\u3044\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\uff0e\u5b9f\u9a13\u3067\u306f\u8996\u899a\u3084\u89e6\u899a\uff0c\u5831\u916c\u7cfb\u306e\u63a5\u7d9a\u30e2\u30c7\u30eb\u3092\u5bc6\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u3068\u758e\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u306e2\u7a2e\u3092\u7528\u610f\u3057\uff0c\u305d\u308c\u305e\u308c\u306e\u5b66\u7fd2\u306e\u9032\u6357\u3068VTE\u306e\u767a\u751f\u983b\u5ea6\u306b\u3064\u3044\u3066\u691c\u8a3c\u3057\u307e\u3057\u305f\uff0e\u6210\u529f\u7387\u306f2\u3064\u306e\u30e2\u30c7\u30eb\u306b\u5927\u304d\u306a\u5dee\u306f\u306a\u304f\uff0c\u758e\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u306fVTE\u304c\u6025\u6fc0\u306b\u6e1b\u5c11\u3057\u3066\u4e00\u5b9a\u3092\u4fdd\u3064\u306e\u306b\u5bfe\u3057\uff0c\u5bc6\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u3067\u306fVTE\u304c\u3086\u3063\u304f\u308a\u3068\u6e1b\u5c11\u3059\u308b\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u5bc6\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u306e\u65b9\u304c\u758e\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u3088\u308a\u3082\uff0c\u7570\u306a\u308b\u74b0\u5883\u4e0b\u3067\u306e\u6210\u529f\u7387\u306e\u5206\u6563\u304c\u5c0f\u3055\u304f\uff0c\u74b0\u5883\u5909\u5316\u306b\u5bfe\u3057\u3066\u9811\u5f37\u3067\u3042\u308b\u65e8\u304c\u793a\u5506\u3055\u308c\uff0c\u5197\u9577\u306a\u7d50\u5408\u304cVTE\uff0c\u3072\u3044\u3066\u306f\u610f\u8b58\u306e\u767a\u751f\u3092\u751f\u307f\uff0c\u307e\u305f\u74b0\u5883\u3078\u306e\u67d4\u8edf\u306a\u5bfe\u5fdc\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u308b\u3068\u3044\u3046\u5185\u5bb9\u3067\u3057\u305f\uff0e
        \n 
        \n\u53c2\u8003\u6587\u732e
        \n[1] 2012\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a\uff08\u7b2c26\u56de\uff09 , http:\/\/www.ai-gakkai.or.jp\/conf\/2012\/<\/a>
        \n[2] \u7530\u4e2d\u7f8e\u91cc, \u5ee3\u5b89\u77e5\u4e4b, \u5e79\u5149\u7bc4\uff0c\u5409\u898b\u771f\u8061\uff0c\u4f50\u3005\u6728\u5eb7\u6210\uff0c\u6a2a\u5185\u4e45\u731b, “\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u4e3b\u6210\u5206\u5206\u6790\u3092\u7528\u3044\u305f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u611f\u6027\u30e2\u30c7\u30eb\u306e\u63a8\u5b9a”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 4L1-R-8-8, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-625.html, 2012
        \n[3] \u5c0f\u5ddd\u7950\u6a39\uff0c\u5c71\u672c\u4ec1\u5fd7\uff0c\u5bae\u7530\u52a0\u4e45\u5b50\uff0c\u6c60\u7530\u8b19\u4e00, “Twitter\u306b\u304a\u3051\u308b\u500b\u4eba\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3068\u793e\u4f1a\u7684\u614b\u5ea6\u306e\u95a2\u9023\u6027”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 1C1-R-5-4, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-342.html, 2012
        \n[4] \u5c71\u5ddd\u5b8f, “\u53cd\u8ee2\u5206\u5e03\u306b\u5bfe\u8c61\u6027\u3092\u4eee\u5b9a\u3057\u305f\u95a2\u4fc2\u7e2e\u7d04”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 3N1-OS-21, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-29.html, 2012
        \n[5] \u677e\u6751\u51ac\u5b50\uff0c\u5609\u6751\u54f2\u90ce\uff0c\u52a0\u85e4\u6587\u5f66\uff0c\u5c0f\u6797\u5dcc\u751f\uff0c\u9ad8\u6a4b\u5fb9\uff0c\u4e0a\u7530\u6d0b\uff0c\u5927\u5411\u4e00\u8f1d\uff0c\u6b66\u7530\u82f1\u660e, ” LODAC Museum: Linked Open Data\u306b\u3088\u308b\u535a\u7269\u9928\u60c5\u5831\u306e\u7d71\u5408\u3068\u6d3b\u7528”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6,\u00a0 3C2-OS-13b, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-619.html, 2012
        \n[6] Europeana, http:\/\/www.europeana.eu\/portal\/
        \n[7] \u677e\u7530\u82f1\u5b50\uff0cJulien Hubert\uff0c\u6c60\u4e0a\u9ad8\u5fd7, “\u30ed\u30dc\u30c3\u30c8\u5b9f\u9a13\u306b\u3088\u308b Vicarious trial-and-error(VTE) \u306e\u5f79\u5272\u306e\u89e3\u6790”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 4L1-R-8-7,
        \nhttps:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-623.html, 2012
        \n <\/p>\n

        \n

        \u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><\/strong><\/p>\n<\/div>\n

        \n\n\n\n\n\n\n\n\n\n\n
        \u00a0<\/strong>\u5831\u544a\u8005\u6c0f\u540d<\/strong><\/strong><\/td>\n\u7530\u4e2d\u7f8e\u91cc<\/td>\n<\/tr>\n
        \u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\n\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u4e3b\u6210\u5206\u5206\u6790\u3092\u7528\u3044\u305f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684
        \n\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u611f\u6027\u30e2\u30c7\u30eb\u306e\u63a8\u5b9a<\/td>\n<\/tr>\n
        \u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\nEstimation of the Kansei model by interactive Genetic Algorithm using clustering and principal component analysis<\/td>\n<\/tr>\n
        \u8457\u8005<\/strong><\/strong><\/td>\n\u7530\u4e2d\u7f8e\u91cc, \u5ee3\u5b89\u77e5\u4e4b, \u5e79\u5149\u7bc4\uff0c\u5409\u898b\u771f\u8061\uff0c\u4f50\u3005\u6728\u5eb7\u6210\uff0c
        \n\u6a2a\u5185\u4e45\u731b<\/td>\n<\/tr>\n
        \u4e3b\u50ac<\/strong><\/strong><\/td>\n\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a<\/td>\n<\/tr>\n
        \u8b1b\u6f14\u4f1a\u540d<\/strong><\/strong><\/td>\n\u7b2c26\u56de\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a<\/td>\n<\/tr>\n
        \u4f1a\u5834<\/strong><\/strong><\/td>\n\u5c71\u53e3\u770c\u5c71\u53e3\u5e02 \u6559\u80b2\u4f1a\u9928\uff0c\u81ea\u6cbb\u4f1a\u9928\uff0c\u798f\u7949\u4f1a\u9928<\/td>\n<\/tr>\n
        \u958b\u50ac\u65e5\u7a0b<\/strong><\/strong><\/td>\n2012\/06\/12-2012\/06\/15<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
        \n \n<\/div>\n

         
        \n1. \u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30
        \n2012\u5e746\u670812\u65e5\u304b\u308915\u65e5\u306b\u304b\u3051\u3066\u5c71\u53e3\u770c\u5c71\u53e3\u5e02\u3067\u884c\u308f\u308c\u305f\u7b2c26\u56de\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a[1]<\/sup>\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u306f\u540d\u524d\u306e\u901a\u308a\uff0c\u4eba\u5de5\u77e5\u80fd\uff0c\u63a8\u8ad6\u3084\u6700\u9069\u5316\uff0c\u6a5f\u68b0\u5b66\u7fd2\uff0c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff0c\u307e\u305fWeb\u4e0a\u306e\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u89e3\u6790\u3084\u5229\u7528\u3092\u30e1\u30a4\u30f3\u306b\u6271\u3046\u5b66\u4f1a\u3067\u3059\uff0e\u904b\u55b6\u5074\u306b\u306f\u82e5\u624b\u306e\u7814\u7a76\u8005\u3082\u591a\u304f\uff0c\u79c1\u3082\u4eca\u56de\u306f\u5b66\u751fPC\u59d4\u54e1\u3068\u3057\u3066\u4e2d\u65e5\u306b\u884c\u308f\u308c\u305f\u5b66\u751f\u4f01\u753b\u306e\u904b\u55b6\u306a\u3069\u306b\u53c2\u52a0\u3055\u305b\u3066\u9802\u304d\u307e\u3057\u305f\uff0e
        \n\u79c1\u306f12\u65e5\u304b\u308915\u65e5\u306e\u5168\u65e5\u7a0b\u3067\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4ed6\u306b\u5bae\u5730\uff0c\u5357\u8c37\uff0c\u5e03\u5ddd\uff0c\u5927\u5800\uff0c\u4e0a\u5800\u304c\u53c2\u52a0\u3057\u307e\u3057\u305f\uff0e\u307e\u305f\uff0cISDL\uff08\u77e5\u7684\u30b7\u30b9\u30c6\u30e0\u30c7\u30b6\u30a4\u30f3\u7814\u7a76\u5ba4\uff09\u304b\u3089\u306f6\u4ef6\u306e\u767a\u8868\u304c\u3042\u308a\u307e\u3057\u305f\uff0e\u305d\u306e\u4ed6\u306b\u3082\uff0c\u672c\u7814\u7a76\u5ba4\u306eOB\/OG\u3067\u3044\u3089\u3063\u3057\u3083\u308b\uff0c\u5927\u5411\u3055\u3093\uff0c\u677e\u6751\u3055\u3093\u3082\u53c2\u52a0\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff0e
        \n 
        \n2. \u7814\u7a76\u767a\u8868
        \n2.1. \u767a\u8868\u6982\u8981
        \n\u79c1\u306f15\u65e5\u306e\u5348\u524d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u300c\u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u300d\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\u53e3\u982d\u767a\u8868\u3067\uff0c15\u5206\u306e\u8b1b\u6f14\u6642\u9593\u30685\u5206\u306e\u8cea\u7591\u5fdc\u7b54\u6642\u9593\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3057\u305f\uff0e
        \n\u4eca\u56de\u306e\u767a\u8868\u306f\uff0c\u5546\u54c1\u63a8\u85a6\u306b\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08iGA: interactive Genetic Algorithm\uff09\u3092\u9069\u7528\u3059\u308b\u306b\u5f53\u305f\u308a\uff0c\u8ab2\u984c\u3068\u306a\u308b\u5448\u793a\u306e\u591a\u69d8\u6027\u7dad\u6301\u306b\u3064\u3044\u3066\u89e3\u6c7a\u3059\u308b[2]<\/sup>\u3068\u3044\u3046\u5185\u5bb9\u3067\u3059\uff0e\u4ee5\u4e0b\u306b\u6284\u9332\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n\n\n\n
        iGA (interactive Genetic Algorithm) is the optimization method for Kansei, and we study the application of iGA to product recommendation. In product recommendation, a user has many preferences even in the same category. In this paper, the proposed method using clustering and principal component analysis to detect the multiple preferences and search for a preference was discussed. The recommended products by the proposed method give users higher satisfaction than that of conventional method. To find the effectiveness of the proposed method, the following two experiment were performed. In the first experiment, subjects’ multiple preferences were confirmed and multiple peak landscapes were obtained. The second experiment examined that the proposed method searched effectively for subjective landscapes which have multiple peak.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

         
        \n2.2. \u8cea\u7591\u5fdc\u7b54
        \n\u4eca\u56de\u306e\u8b1b\u6f14\u767a\u8868\u3067\u306f\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u7591\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e\u306a\u304a\uff0c\u4eca\u56de\u306e\u8cea\u7591\u3067\u306f\u8cea\u554f\u8005\u306e\u65b9\u304c\u6240\u5c5e\u3092\u540d\u4e57\u3089\u306a\u3044\u72b6\u614b\u3067\u8cea\u7591\u3068\u306a\u3063\u3066\u3057\u307e\u3063\u3066\u304a\u308a\u307e\u3059\uff0e
        \n 
        \n\u30fb\u8272\u306e\u8868\u73fe\u306f\uff12\u6b21\u5143\u3067\u306f\u53ce\u307e\u3089\u306a\u3044\u306f\u305a\u3060\u304c\uff0c\u305d\u3053\u306f\u3069\u3046\u51e6\u7406\u3057\u3066\u3044\u308b\u306e\u304b\uff1f<\/strong><\/strong>
        \n\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u306f\uff0cHSV\u8868\u8272\u7cfb\u306e\u8272\u76f8\u306e\u307f\u3092\u8272\u306e\u60c5\u5831\u3068\u3057\u3066\u4f7f\u7528\u3057\u305f\u65e8\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e
        \n\u30fb\u30c9\u30c3\u30c8\u3068\u5510\u8349\u3068\u30c1\u30a7\u30c3\u30af\u3092\u6df7\u305c\u3066\u306f\uff0c\u6b63\u3057\u3044\u7d50\u679c\u306f\u5f97\u3089\u308c\u306a\u3044\u306e\u3067\u306f\uff1f<\/strong><\/strong>
        \n\u540c\u4e00\u306e\u8a66\u884c\u3067\u5168\u3066\u306e\u554f\u984c\u3092\u6271\u3046\u308f\u3051\u3067\u306f\u306a\u304f\uff0c\u305d\u308c\u305e\u308c\u5225\u306e\u8a66\u884c\u3068\u3057\u3066\u6271\u3063\u3066\u3044\u308b\u65e8\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e
        \n\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3067\u3069\u3046\u3084\u3063\u3066\u30af\u30e9\u30b9\u30bf\u6570\u3092\u81ea\u52d5\u6c7a\u5b9a\u3059\u308b\u306e\u304b\uff1f<\/strong><\/strong>
        \n\u4eca\u56de\u306e\u624b\u6cd5\u3067\u7528\u3044\u305fSilhouette\u7d71\u8a08\u91cf\u306b\u3064\u3044\u3066\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e\u305f\u3060\uff0c\u5f8c\u307b\u3069\u78ba\u8a8d\u3057\u305f\u3068\u3053\u308d\uff0c\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u4f7f\u3046\u306e\u304b\u304c\u5206\u304b\u3089\u306a\u3044\u3068\u3044\u3046\u8cea\u554f\u3067\u3042\u308a\uff0c\u4e00\u56de\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u6bce\u306b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3057\u76f4\u3057\u3066\uff0c\u5cf0\u3092\u63a8\u5b9a\u3057\u3066\u3044\u308b\u65e8\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e
        \n\u30fb\u306a\u305c\u4ed6\u306e\u591a\u69d8\u6027\u7dad\u6301\u306e\u624b\u6cd5\u3092\u4f7f\u308f\u306a\u3044\u306e\u304b\uff1f\u30cb\u30c3\u30c1\u30f3\u30b0\u3067\u3082\u826f\u3044\u306e\u3067\u306f\uff1f<\/strong><\/strong>
        \n\u6642\u9593\u304c\u7121\u304f\uff0c\u5f8c\u307b\u3069\u500b\u4eba\u7684\u306b\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e\u5cf6\u30e2\u30c7\u30eb\u306a\u3069\u306e\u4ed6\u306e\u624b\u6cd5\u306f\u4e00\u3064\u306b\u53ce\u675f\u3059\u308b\u53ef\u80fd\u6027\u3092\u6301\u3063\u3066\u304a\u308a\uff0c\u30e9\u30f3\u30c9\u30b9\u30b1\u30fc\u30d7\u306e\u5f62\u72b6\u3092\u6c42\u3081\u308b\u3068\u3044\u3046\u76ee\u7684\u306b\u306f\u9069\u5408\u3057\u3066\u3044\u306a\u3044\u70b9\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e\u30cb\u30c3\u30c1\u30f3\u30b0\u306b\u3064\u3044\u3066\u306f\u500b\u4f53\u306e\u5206\u5e03\u5bc6\u5ea6\u3092\u898b\u308b\u3068\u3044\u3046\u70b9\u3067\u306f\uff0c\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u4ee3\u66ff\u306b\u306a\u308a\u3046\u308b\u3082\u306e\u3067\u3042\u308a\uff0c\u826f\u3044\u8996\u70b9\u3092\u5f97\u3089\u308c\u305f\u3068\u601d\u3044\u307e\u3059\uff0e
        \n 
        \n2.3. \u611f\u60f3
        \n\u5c11\u3005\uff0c\u5185\u5bb9\u3092\u8a70\u3081\u8fbc\u307f\u3059\u304e\u3066\u4f1d\u308f\u308a\u306b\u304f\u3044\u767a\u8868\u306b\u306a\u3063\u3066\u3057\u307e\u3063\u305f\u3088\u3046\u306b\u611f\u3058\u307e\u3059\uff0e\u6b21\u56de\u306e\u767a\u8868\u3067\u306f\u3082\u3046\u5c11\u3057\u60c5\u5831\u91cf\u3092\u6e1b\u3089\u3057\u3066\u3086\u3063\u304f\u308a\u3068\u767a\u8868\u3067\u304d\u308b\u3088\u3046\uff0c\u65b9\u91dd\u3092\u5909\u3048\u305f\u3044\u3068\u601d\u3044\u307e\u3059\uff0e
        \n 
        \n 
        \n3. \u8074\u8b1b
        \n\u4eca\u5927\u4f1a\u306e4\u4ef6\u306e\u767a\u8868\u306b\u3064\u3044\u3066\u5831\u544a\u3044\u305f\u3057\u307e\u3059\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000Twitter\u306b\u304a\u3051\u308b\u500b\u4eba\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3068\u793e\u4f1a\u7684\u614b\u5ea6\u306e\u95a2\u9023\u6027[3]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u5c0f\u5ddd\u7950\u6a39\uff0c\u5c71\u672c\u4ec1\u5fd7\uff0c\u5bae\u7530\u52a0\u4e45\u5b50\uff0c\u6c60\u7530\u8b19\u4e00
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Web\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9(1)
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Whether the contacts with information and the environment of communication which are brought about by the social network in Twitter promote opportunities to come into touch with others who have different opinions, or whether they promote selective contacts. This study, as a basic analysis for exploring these questions, examines the association between the social attitudes of individuals and the friends they form in Twitter as well as the environment of contacts with information, by an analysis which links data from social surveys with logged data of the behaviors of individuals obtained in Twitter.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306fTwitter\u306a\u3069\u306eSNS\u304c\uff0c\u5f93\u6765\u8a00\u308f\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u500b\u4eba\u306e\u60c5\u5831\u74b0\u5883\u3092\u591a\u69d8\u5316\u3055\u305b\u3066\u3044\u308b\u306e\u304b\uff0c\u305d\u308c\u3068\u3082\u5b9f\u969b\u306b\u306f\u9078\u629e\u7684\u63a5\u89e6\uff08\u60c5\u5831\u306e\u86f8\u58fa\u5316\uff09\u3092\u4fc3\u9032\u3055\u305b\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u306e\u304b\u306b\u3064\u3044\u3066\uff0c\u539f\u767a\u4e8b\u6545\u306b\u304a\u3051\u308b\u60c5\u5831\u767a\u4fe1\u3092\u5bfe\u8c61\u3068\u3057\u3066\u8abf\u67fb\u3057\u305f\u7d50\u679c\u306b\u3064\u3044\u3066\u767a\u8868\u3059\u308b\u3082\u306e\u3067\u3057\u305f\uff0e\u307e\u305a\uff0c\u4e8b\u524d\u306e\u8abf\u67fb\u3067\u306f\uff0c\u30d5\u30a9\u30ed\u30fc\u3057\u3066\u3044\u308b\u4eba\u9593\u304c\u81ea\u5206\u3068\u4f3c\u3066\u3044\u308b\u3068\u56de\u7b54\u3057\u305f\u4eba\u307b\u3069\uff0c\u4e00\u65e5\u306e\u30c4\u30a4\u30fc\u30c8\u6570\u306a\u3069\u3068\u76f8\u95a2\u304c\u9ad8\u304f\uff0c\u60c5\u5831\u304c\u767a\u4fe1\u3059\u308b\u3053\u3068\u304c\u591a\u304b\u3063\u305f\u305d\u3046\u3067\u3059\uff0e\u307e\u305f\uff0c\u539f\u767a\u306e\u8cdb\u5426\u306b\u3064\u3044\u3066\u306f\uff0c\u539f\u767a\u306b\u8cdb\u6210\u3057\u304b\u3064\u8cdb\u6210\u6d3e\u304c\u5c11\u6570\u3067\u3042\u308b\u3068\u8a8d\u8b58\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\uff08\u5c11\u6570\u6d3e\u8a8d\u77e5\uff09\u3068\uff0c\u539f\u767a\u306b\u53cd\u5bfe\u3067\u53cd\u5bfe\u6d3e\u304c\u591a\u6570\u3067\u8a8d\u8b58\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\uff08\u591a\u6570\u6d3e\u8a8d\u77e5\uff09\u3092\u6bd4\u8f03\u3057\u305f\u5834\u5408\uff0c\u591a\u6570\u6d3e\u306e\u65b9\u306b\u304a\u3044\u3066\u30c4\u30a4\u30fc\u30c8\u6570\u304c\u6709\u610f\u306b\u9ad8\u3044\u306a\u3069\u306e\u7d50\u679c\u304c\u5f97\u3089\u308c\uff0c\u9078\u629e\u7684\u63a5\u89e6\u304c\u4fc3\u9032\u3055\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u793a\u5506\u3055\u308c\u305f\u305d\u3046\u3067\u3059\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u53cd\u8ee2\u5206\u5e03\u306b\u5bfe\u8c61\u6027\u3092\u4eee\u5b9a\u3057\u305f\u95a2\u4fc2\u7e2e\u7d04[4]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u5c71\u5ddd\u5b8f
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u767a\u8868\uff08\u30dd\u30b9\u30bf\u30fc\u767a\u8868\uff09
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a The function for generating frame (which we call framic wiring composer: FWC) for flexible prediction is not realized on today’s computer and is technologically attractive.\u00a0\u00a0 We presume that the FWC function is installed on the hippocampus in the brain, because of some supporting evidences.\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Moreover, relationship equivalences (REs) are necessary to implement the FWC function. Findings of hippocampus such as the theta phase precession and the configural association theory were taken into account for designing representation of REs.\u3000Distribution equivalent groups (DEGs) which are multi-dimensional partial space containing several cases could be promising candidate of REs.\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 We estimated the number of DEGs for multi- dimensional binary lattice.\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 It was shown that DEGs with over 8 or 9 dimensions has enough number of states for classifying potential REs in the hippocampus containing several hundred thousand excitatory neurons.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u6d77\u99ac\u306e\u795e\u7d4c\u56de\u8def\u3092\u6a21\u5023\u3057\u305f\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u65b9\u6cd5\u3092\u5b9f\u88c5\u3057\uff0c\u305d\u306e\u51e6\u7406\u904e\u7a0b\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u6d77\u99ac\u3067\u306e\u51e6\u7406\u904e\u7a0b\u306b\u95a2\u3059\u308b\u8003\u5bdf\u3092\u884c\u3063\u3066\u3044\u307e\u3059\uff0e\u767a\u8868\u8005\u306e\u5c71\u5ddd\u5148\u751f\u306f\uff0c\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u7fa4\u306b\u3064\u3044\u3066\u305d\u306e\u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30c8\u3068\u30ec\u30b3\u30fc\u30c9\u3092\u540c\u6642\u9078\u629e\u3057\uff0c\u5171\u901a\u6027\u306e\u3042\u308b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u3068\u3044\u3046\u6280\u8853\uff08\u72b6\u6cc1\u5206\u89e3\uff09\u3092\u904e\u53bb\u306b\u767a\u8868\u3057\u3066\u304a\u308a\uff0c\u4eca\u767a\u8868\u306f\u305d\u306e\u30e2\u30c7\u30eb\u3092\u6d77\u99ac\u3067\u306e\u30d5\u30ec\u30fc\u30e0\u51e6\u7406\u306b\u62e1\u5f35\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\uff0e\u975e\u5e38\u306b\u96e3\u89e3\u3067\u7406\u89e3\u3067\u304d\u3066\u3044\u306a\u3044\u90e8\u5206\u304c\u591a\u3044\u306e\u3067\u3059\u304c\uff0c\u3068\u3066\u3082\u9762\u767d\u305d\u3046\u306a\u7814\u7a76\u3067\u3042\u308b\u3053\u3068\u306f\u4f1d\u308f\u3063\u3066\u304d\u307e\u3057\u305f\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a LODAC Museum: Linked Open Dat\u306b\u3088\u308b\u535a\u7269\u9928\u60c5\u5831\u306e\u7d71\u5408\u3068\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u6d3b\u7528[5]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u677e\u6751\u51ac\u5b50\uff0c\u5609\u6751\u54f2\u90ce\uff0c\u52a0\u85e4\u6587\u5f66\uff0c\u5c0f\u6797\u5dcc\u751f\uff0c\u9ad8\u6a4b\u5fb9\uff0c\u4e0a\u7530\u6d0b\uff0c
        \n\u5927\u5411\u4e00\u8f1d\uff0c\u6b66\u7530\u82f1\u660e
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Linked Data\u3068\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a This paper reports the progress of LODAC Museum project which aims to generate Linked Open Data of museum information in Japan. Collection information of 53 museums is scraped from their websites and converted to LOD. In order to efficiently collect massive amount of data and convert it to LOD, LODAC Distiller, a LOD generator is developed and it consists from two main parts; data processing and metadata design. Semantic MediaWiki is also introduced to enable user annotation to LOD based on metadata schema defined by them. Moreover, three applications that use LODAC Museums and other LODs are developed and discussed; Yokohama Art Spot, CamCat and go2museum.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u306f\uff0c\u7814\u7a76\u5ba4OG\u306e\u677e\u6751\u3055\u3093\u306b\u3088\u308b\u767a\u8868\u3067\uff0c\u4f5c\u6210\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7d39\u4ecb\u3067\u3057\u305f\uff0eLOD\u3092\u7528\u3044\u305f\u535a\u7269\u9928\u60c5\u5831\u306e\u5171\u6709\u3067\uff0c\u5168\u56fd100\u7b87\u6240\u4ee5\u4e0a\u306e\u535a\u7269\u9928\u60c5\u5831\u306e\u767b\u9332\u3092\u3057\u305f\u3053\u3068\uff0c\u305d\u308c\u306b\u4f34\u3044\u767b\u9332\u6642\u306e\u30c7\u30fc\u30bf\u5909\u63db\u306e\u624b\u9593\u3092\u7701\u304f\u305f\u3081\u306b\u535a\u7269\u9928\u54e1\u306a\u3069\u306e\u5c02\u9580\u5bb6\u304c\u5229\u7528\u3057\u3084\u3059\u3044\u5909\u63db\u30eb\u30fc\u30eb\u4f5c\u6210\u7528\u306e\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u3092\u69cb\u7bc9\u3057\u305f\u3053\u3068\u306a\u3069\u3092\u767a\u8868\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u3053\u308c\u3068\u985e\u4f3c\u3057\u305f\u6b27\u5dde\u306b\u304a\u3051\u308bLOD\u306e\u53d6\u308a\u7d44\u307f\u3068\u3057\u3066Europeana[6]<\/sup>\u3092\u7d39\u4ecb\u3057\uff0c\u305d\u306e\u9023\u643a\u306b\u3064\u3044\u3066\u3082\u8ff0\u3079\u3066\u3044\u307e\u3059\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u30ed\u30dc\u30c3\u30c8\u5b9f\u9a13\u306b\u3088\u308bVicarious trial-and-error(VTE)\u306e\u5f79\u5272\u306e\u89e3\u6790[7]<\/sup>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u677e\u7530\u82f1\u5b50\uff0cJulien Hubert\uff0c\u6c60\u4e0a\u9ad8\u5fd7
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bd\u30d5\u30c8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Vicarious trial-and-error (VTE) is a type of conflict-like behavior, observed in route selection tasks[Tolman, 1939, Muenzinger and Flecher]. Studies of VTEs have shown a correlation between the number of VTEs exhibited by a system with its learning efficiency. At the onset of learning a task, the number of VTEs increases, and when the learning reaches its plateau, it decreases. From experiments of rats, VTEs have been reported in T-maze experiments of rats who were shown to be simulating their next decisions internally before acting[Johnson and Redish, 2007]. The question we explore in this paper concerns the role of VTE. Basing ourselves on a model developed by [Bovet and Pfeifer, 2005], we created a computer simulation and ran robotic experiments to compute the number of VTEs during the learning of a T-maze task.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u3067\u306f\u990c\u3092\u63a2\u3059\u30e9\u30c3\u30c8\u304c\u9053\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u9996\u3092\u5de6\u53f3\u306b\u632f\u3063\u3066\u8ff7\u3063\u3066\u3044\u308b\u884c\u52d5\uff08\u4eee\u306e\u8a66\u884c\u932f\u8aa4(VTE: Vicarious trial-and-error)\uff09\u304b\u3089\uff0c\u610f\u8b58\u306e\u751f\u6210\u904e\u7a0b\u3092\u8abf\u3079\u308b\u3068\u3044\u3046\u3082\u306e\u3067\uff0c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u89e3\u6790\u3092\u304a\u3053\u306a\u3063\u305f\u3082\u306e\u3067\u3059\uff0e\u904e\u53bb\u306e\u7814\u7a76\u3088\u308a\uff0cVTE\u304c\u89b3\u5bdf\u3055\u308c\u308b\u969b\uff0c\u30e9\u30c3\u30c8\u306f\u8133\u5185\u3067\u9078\u629e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3063\u3066\u9078\u629e\u80a2\u3092\u541f\u5473\u3057\u3066\u3044\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\uff0e\u5b9f\u9a13\u3067\u306f\u8996\u899a\u3084\u89e6\u899a\uff0c\u5831\u916c\u7cfb\u306e\u63a5\u7d9a\u30e2\u30c7\u30eb\u3092\u5bc6\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u3068\u758e\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u306e2\u7a2e\u3092\u7528\u610f\u3057\uff0c\u305d\u308c\u305e\u308c\u306e\u5b66\u7fd2\u306e\u9032\u6357\u3068VTE\u306e\u767a\u751f\u983b\u5ea6\u306b\u3064\u3044\u3066\u691c\u8a3c\u3057\u307e\u3057\u305f\uff0e\u6210\u529f\u7387\u306f2\u3064\u306e\u30e2\u30c7\u30eb\u306b\u5927\u304d\u306a\u5dee\u306f\u306a\u304f\uff0c\u758e\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u306fVTE\u304c\u6025\u6fc0\u306b\u6e1b\u5c11\u3057\u3066\u4e00\u5b9a\u3092\u4fdd\u3064\u306e\u306b\u5bfe\u3057\uff0c\u5bc6\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u3067\u306fVTE\u304c\u3086\u3063\u304f\u308a\u3068\u6e1b\u5c11\u3059\u308b\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u5bc6\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u306e\u65b9\u304c\u758e\u306a\u7d50\u5408\u30e2\u30c7\u30eb\u3088\u308a\u3082\uff0c\u7570\u306a\u308b\u74b0\u5883\u4e0b\u3067\u306e\u6210\u529f\u7387\u306e\u5206\u6563\u304c\u5c0f\u3055\u304f\uff0c\u74b0\u5883\u5909\u5316\u306b\u5bfe\u3057\u3066\u9811\u5f37\u3067\u3042\u308b\u65e8\u304c\u793a\u5506\u3055\u308c\uff0c\u5197\u9577\u306a\u7d50\u5408\u304cVTE\uff0c\u3072\u3044\u3066\u306f\u610f\u8b58\u306e\u767a\u751f\u3092\u751f\u307f\uff0c\u307e\u305f\u74b0\u5883\u3078\u306e\u67d4\u8edf\u306a\u5bfe\u5fdc\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u308b\u3068\u3044\u3046\u5185\u5bb9\u3067\u3057\u305f\uff0e
        \n 
        \n\u53c2\u8003\u6587\u732e
        \n[1] 2012\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a\uff08\u7b2c26\u56de\uff09 , http:\/\/www.ai-gakkai.or.jp\/conf\/2012\/<\/a>
        \n[2] \u7530\u4e2d\u7f8e\u91cc, \u5ee3\u5b89\u77e5\u4e4b, \u5e79\u5149\u7bc4\uff0c\u5409\u898b\u771f\u8061\uff0c\u4f50\u3005\u6728\u5eb7\u6210\uff0c\u6a2a\u5185\u4e45\u731b, “\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u4e3b\u6210\u5206\u5206\u6790\u3092\u7528\u3044\u305f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u611f\u6027\u30e2\u30c7\u30eb\u306e\u63a8\u5b9a”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 4L1-R-8-8, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-625.html, 2012
        \n[3] \u5c0f\u5ddd\u7950\u6a39\uff0c\u5c71\u672c\u4ec1\u5fd7\uff0c\u5bae\u7530\u52a0\u4e45\u5b50\uff0c\u6c60\u7530\u8b19\u4e00, “Twitter\u306b\u304a\u3051\u308b\u500b\u4eba\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3068\u793e\u4f1a\u7684\u614b\u5ea6\u306e\u95a2\u9023\u6027”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 1C1-R-5-4, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-342.html, 2012
        \n[4] \u5c71\u5ddd\u5b8f, “\u53cd\u8ee2\u5206\u5e03\u306b\u5bfe\u8c61\u6027\u3092\u4eee\u5b9a\u3057\u305f\u95a2\u4fc2\u7e2e\u7d04”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 3N1-OS-21, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-29.html, 2012
        \n[5] \u677e\u6751\u51ac\u5b50\uff0c\u5609\u6751\u54f2\u90ce\uff0c\u52a0\u85e4\u6587\u5f66\uff0c\u5c0f\u6797\u5dcc\u751f\uff0c\u9ad8\u6a4b\u5fb9\uff0c\u4e0a\u7530\u6d0b\uff0c\u5927\u5411\u4e00\u8f1d\uff0c\u6b66\u7530\u82f1\u660e, ” LODAC Museum: Linked Open Data\u306b\u3088\u308b\u535a\u7269\u9928\u60c5\u5831\u306e\u7d71\u5408\u3068\u6d3b\u7528”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6,\u00a0 3C2-OS-13b, https:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-619.html, 2012
        \n[6] Europeana, http:\/\/www.europeana.eu\/portal\/
        \n[7] \u677e\u7530\u82f1\u5b50\uff0cJulien Hubert\uff0c\u6c60\u4e0a\u9ad8\u5fd7, “\u30ed\u30dc\u30c3\u30c8\u5b9f\u9a13\u306b\u3088\u308b Vicarious trial-and-error(VTE) \u306e\u5f79\u5272\u306e\u89e3\u6790”, \u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c26\u56de)\u4e88\u7a3f\u96c6, 4L1-R-8-7,
        \nhttps:\/\/kaigi.org\/jsai\/webprogram\/2012\/paper-623.html, 2012
        \n <\/p>\n

        \n

        \u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><\/strong><\/p>\n<\/div>\n

        \n\n\n\n\n\n\n\n\n\n\n
        \u00a0<\/strong>
        \n\u5831\u544a\u8005\u6c0f\u540d<\/strong><\/strong><\/td>\n        		 
        \n\u5bae\u5730 \u6b63\u5927<\/td>\n<\/tr>\n
        \u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\n\u500b\u4eba\u306e\u611f\u6027\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u304f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u305f\u8a18\u4e8b\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u306e\u63d0\u6848<\/td>\n<\/tr>\n
        \u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><\/strong><\/td>\nSuggestion of the article recommendation system based on the user’s Kansei model using interactive Genetic Algorithm<\/td>\n<\/tr>\n
        \u8457\u8005<\/strong><\/strong><\/td>\n\u5bae\u5730\u6b63\u5927, \u5ee3\u5b89\u77e5\u4e4b, \u6a2a\u5185\u4e45\u731b, \u4e09\u6728\u5149\u7bc4<\/td>\n<\/tr>\n
        \u4e3b\u50ac<\/strong><\/strong><\/td>\n\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a<\/td>\n<\/tr>\n
        \u8b1b\u6f14\u4f1a\u540d<\/strong><\/strong><\/td>\n\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u7b2c26\u56de\u5168\u56fd\u5927\u4f1a<\/td>\n<\/tr>\n
        \u4f1a\u5834<\/strong><\/strong><\/td>\n\u5c71\u53e3\u770c\u793e\u4f1a\u798f\u7949\u4f1a\u9928<\/td>\n<\/tr>\n
        \u958b\u50ac\u65e5\u7a0b<\/strong><\/strong><\/td>\n2012\/06\/12-2012\/06\/15<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
        \n \n<\/div>\n

         
        \n1. \u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30
        \n2012\u5e74(\u5e73\u621024\u5e74)6\u670812\u65e5\u304b\u30896\u670815\u65e5\u306b\uff0c\u5c71\u53e3\u770c\u793e\u4f1a\u798f\u7949\u4f1a\u9928\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\uff0c\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u7b2c26\u56de\u306b\u53c2\u52a0\u3057\uff0c\u767a\u8868\u3044\u305f\u3057\u307e\u3057\u305f\uff0e
        \n\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u7530\u4e2d\u3055\u3093\uff0c\u5357\u8c37\uff0c\u5e03\u5ddd\uff0c\u5927\u5800\uff0c\u4e0a\u5800\uff0c\u5bae\u5730\u304c\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e
        \n 
        \n2. \u7814\u7a76\u767a\u8868
        \n2.1. \u767a\u8868\u6982\u8981
        \n\u79c1\u306f\uff13\u65e5\u76ee\u306e14\u65e5\u306bWeb\u30de\u30a4\u30cb\u30f3\u30b0(1)\u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u3066\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\u53e3\u982d\u767a\u8868\u3067\uff0c15\u5206\u306e\u8b1b\u6f14\u6642\u9593\u30685\u5206\u306e\u8cea\u7591\u5fdc\u7b54\u6642\u9593\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3057\u305f\uff0e
        \n\u4eca\u56de\u306e\u767a\u8868\u306f\uff0c\u300c\u500b\u4eba\u306e\u611f\u6027\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u304f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u305f\u8a18\u4e8b\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u306e\u63d0\u6848\u300d\u306b\u3064\u3044\u3066\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\uff0e
        \n\u4ee5\u4e0b\u306b\u6284\u9332\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n\n\n\n
        \n

        \u672c\u8ad6\u6587\u3067\u306f\uff0c\u30e6\u30fc\u30b6\u306b\u5185\u5728\u3059\u308b\u611f\u6027\u30e2\u30c7\u30eb\u3092\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u3066\u540c\u5b9a\u3057\uff0c\u305d\u306e\u60c5\u5831\u304b\u3089\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u8a18\u4e8b\u63a8\u85a6\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\uff0e<\/p>\n

        \u63d0\u6848\u624b\u6cd5\u3067\u306f\uff0c\u611f\u6027\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u6982\u5ff5\u8a9e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u308b\u5358\u8a9e\u9593\u306e\u985e\u4f3c\u5ea6\u3092\u8fd1\u508d\u306e\u5b9a\u7fa9\u3068\u3059\u308b\u3053\u3068\u3067\uff0c\u907a\u4f1d\u7684\u64cd\u4f5c\u3092\u53ef\u80fd\u3068\u3057\uff0c\u63a8\u85a6\u8a18\u4e8b\u3092\u63a2\u7d22\u3059\u308b\uff0e<\/p>\n

        \u30b7\u30df\u30e5\u30fc\u30ec\u30b7\u30e7\u30f3\u306b\u3088\u308a\uff0c\u672c\u624b\u6cd5\u306b\u3088\u308a\u985e\u4f3c\u3057\u305f\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u4e3b\u984c\u3068\u3059\u308b\u8a18\u4e8b\u304c\u63a8\u85a6\u7d50\u679c\u306b\u73fe\u308c\u308b\u53ef\u80fd\u6027\u3092\u793a\u3059\uff0e<\/p>\n

        In this paper, we propose the article recommendation method using the user’s Kansei model that is derived by interactive Genetic Algorithm. In this research, we assume that each user has own Kansei model and user’s preference is related to the function of Kansei model. In the proposed method, a novel neighborhood definition and degree of similarity between words by the concept network in the Kansei model is proposed. Using the real data of web report, an example of neighborhood definition and degree of similarity are described and some results are examined.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

         
        \n2.2. \u8cea\u7591\u5fdc\u7b54
        \n\u4eca\u56de\u306e\u8b1b\u6f14\u767a\u8868\u3067\u306f\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u7591\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e
        \n 
        \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>1<\/strong>
        \n\u8cea\u554f\u8005\uff1aIBM\u7814\u7a76\u6240\u3000\u897f\u5c71\u3055\u3093
        \n\u5185\u5bb9\uff1a\u7279\u5fb4\u8a9e\u306e\u62bd\u51fa\u306f\u30bf\u30a4\u30c8\u30eb\u306e\u60c5\u5831\u306e\u307f\u304b\u3089\u884c\u3063\u305f\u306e\u304b\uff0eTF\/IDF\u3060\u3051\u3060\u3068\u5c02\u9580\u7528\u8a9e\u304c\u57cb\u3082\u308c\u3066\u3057\u307e\u3046\u306e\u3067\u306f\u306a\u3044\u304b
        \n\u56de\u7b54\uff1a\u62bd\u51fa\u306f\u30ec\u30dd\u30fc\u30c8\u306e\u5185\u5bb9\u5168\u3066\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\uff0e\u5c02\u9580\u7528\u8a9e\u306f\u5fc5\u7136\u7684\u306bIDF\u5024\u304c\u9ad8\u304f\u306a\u308b\u306e\u3067\u73fe\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u3044\u308b\uff0e\u5225\u306e\u9069\u5207\u306a\u624b\u6cd5\u304c\u3042\u308b\u306a\u3089\u3070\u8a66\u3057\u3066\u307f\u305f\u3044\uff0e
        \n\u00a0<\/strong>
        \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>2<\/strong>
        \n\u8cea\u554f\u8005\uff1aIBM\u7814\u7a76\u6240\u306e\u65b9
        \n\u5185\u5bb9\uff1a\u4ea4\u53c9\u306b\u304a\u3044\u3066\u30eb\u30fc\u30ec\u30c3\u30c8\u9078\u629e\u3057\u3066\u3044\u308b\u306e\u306f\u306a\u305c
        \n\u56de\u7b54\uff1a\u3042\u308b\u7a0b\u5ea6\u30e9\u30f3\u30c0\u30e0\u6027\u3092\u6301\u305f\u305b\u308b\u3053\u3068\u3067\u591a\u69d8\u306a\u500b\u4f53\u306e\u751f\u6210\u3092\u78ba\u4fdd\u3057\u3066\u3044\u308b
        \n\u30e9\u30f3\u30c0\u30e0\u30a6\u30a9\u30fc\u30af\u3067\u3046\u307e\u304f\u3044\u304f\u53ef\u80fd\u6027\u3082\u3042\u308b\uff0e
        \n 
        \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>3<\/strong>
        \n\u8cea\u554f\u8005\uff1aIBM\u7814\u7a76\u6240\u306e\u65b9
        \n\u5185\u5bb9\uff1a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3067\u306f\u306a\u304f\u30b7\u30bd\u30fc\u30e9\u30b9\u3092\u4f7f\u3063\u3066\u4e0a\u4f4d\u6982\u5ff5\u3092\u305f\u3069\u308b\u306e\u304c\u4e00\u822c\u7684\u306a\u624b\u6cd5\u3060\u3068\u601d\u3046\u304c\uff0c\u306a\u305c\u305d\u3046\u3057\u306a\u304b\u3063\u305f\u306e\u304b
        \n\u56de\u7b54\uff1a\u4e0a\u4f4d\u306e\u4e00\u822c\u7684\u306a\u5358\u8a9e\u306b\u53ce\u675f\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u591a\u3044\u305f\u3081\uff0c\u4eca\u56de\u306f\u5358\u7d14\u306a\u95a2\u4fc2\u6027\u3092\u6271\u3063\u305f
        \n 
        \n\u30fb\u8cea\u554f\u5185\u5bb9<\/strong>4<\/strong>
        \n\u8cea\u554f\u8005\uff1a\u5ea7\u9577 \u5ca1\u5d0e\u76f4\u89b3 \u5148\u751f\uff08\u6771\u5317\u5927\u5b66\uff09
        \n\u5185\u5bb9\uff1a\u4eca\u5f8c\u3069\u3046\u3084\u3063\u3066\u624b\u6cd5\u306e\u512a\u4f4d\u6027\u3092\u793a\u3059\u3064\u3082\u308a\u306a\u306e\u304b
        \n\u56de\u7b54\uff1a\u611f\u6027\u3092\u6271\u3063\u3066\u3044\u308b\u4ee5\u4e0a\uff0c\u88ab\u9a13\u8005\u5b9f\u9a13\u306b\u3088\u308b\u30a2\u30f3\u30b1\u30fc\u30c8\u8abf\u67fb\u304c\u30e1\u30a4\u30f3\u306b\u306a\u308b\u3068\u601d\u3046
        \n 
        \n2.3. \u611f\u60f3
        \n\u500b\u4eba\u306e\u611f\u6027\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u304f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u305f\u8a18\u4e8b\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u306e\u63d0\u6848\u306b\u3064\u3044\u3066\u306e\u53e3\u982d\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\uff0e
        \n\u767a\u8868\u3057\u305f\u4f1a\u5834\u306f\u5c0f\u3055\u306a\u90e8\u5c4b\u3060\u3063\u305f\u306e\u3067\u3059\u304c\uff0c\u4eba\u6c17\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u3042\u3063\u305f\u3088\u3046\u3067\u7d0440\u4eba\u306e\u65b9\u3005\u306b\u805e\u3044\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\uff0e\u767a\u8868\u81ea\u4f53\u306f\u3084\u3084\u7dca\u5f35\u3057\u3066\u4f1d\u3048\u304d\u308c\u305f\u304b\u4e0d\u5b89\u3067\u3057\u305f\u304c\uff0c4\u4eba\u306e\u65b9\u304b\u3089\u8cea\u554f\u3092\u3044\u305f\u3060\u304d\uff0c\u6709\u610f\u7fa9\u306a\u8b70\u8ad6\u304c\u3067\u304d\u307e\u3057\u305f\uff0e\u540c\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306fWeb\u30de\u30a4\u30cb\u30f3\u30b0\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u3067\u3057\u305f\u304c\uff0c\u60c5\u5831\u63a8\u85a6\u306b\u95a2\u308f\u308b\u767a\u8868\u304c\u96c6\u3081\u3089\u308c\u3066\u304a\u308a\uff0c\u6700\u65b0\u306e\u7814\u7a76\u52d5\u5411\u306a\u3069\u3082\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u826f\u3044\u7d4c\u9a13\u3068\u306a\u308a\u307e\u3057\u305f\uff0e
        \n\u4eca\u56de\u306e\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u306f\u7d04800\u4eba\u304c\u53c2\u52a0\u3057\u3066\u304a\u308a\uff0c\u540c\u3058\u60c5\u5831\u7cfb\u3067\u3042\u3063\u3066\u3082\u81ea\u5206\u3068\u306f\u306a\u304b\u306a\u304b\u95a2\u308f\u308a\u304c\u306a\u304b\u3063\u305f\u7814\u7a76\u5206\u91ce\u306e\u65b9\u3005\u3082\u305f\u304f\u3055\u3093\u53c2\u52a0\u3055\u308c\u3066\u304a\u308a\uff0c\u69d8\u3005\u306a\u304a\u8a71\u3092\u805e\u304f\u3044\u3044\u6a5f\u4f1a\u3068\u306a\u308a\u307e\u3057\u305f\uff0e
        \n\u307e\u305f\uff0c\u540c\u3058\u7814\u7a76\u5ba4\u535a\u58eb\u5f8c\u671f\u8ab2\u7a0b\u306e\u7530\u4e2d\u7f8e\u91cc\u3055\u3093\u3092\u59cb\u3081\u3068\u3057\u305f\uff0c\u5b66\u751f\u5b9f\u884c\u59d4\u54e1\u306e\u65b9\u3005\u306b\u3088\u308b\u4f01\u753b\u3082\u5145\u5b9f\u3057\u3066\u304a\u308a\uff0c\u53c2\u52a0\u3055\u308c\u3066\u3044\u305f\u5148\u751f\u3068\u306e\u5c11\u6570\u4eba\u6570\u306b\u3088\u308b\u30b0\u30eb\u30fc\u30d7\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u3084\u89b3\u5149\u306a\u3069\u3082\u5408\u308f\u305b\u3066\u697d\u3057\u307e\u305b\u3066\u9802\u304d\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u958b\u50ac\u5730\u304c\u6e29\u6cc9\u8857\u3068\u3044\u3046\u3053\u3068\u3082\u3042\u308a\uff0c\u767a\u8868\u3084\u8b70\u8ad6\u306e\u75b2\u308c\u3092\u5341\u5206\u306b\u7652\u3059\u3053\u3068\u3082\u51fa\u6765\u307e\u3057\u305f\uff0e
        \n 
        \n3. \u8074\u8b1b
        \n\u4eca\u56de\u306e\u8b1b\u6f14\u4f1a\u3067\u306f\uff0c\u4e0b\u8a18\u306e2\u4ef6\u306e\u767a\u8868\u3092\u8074\u8b1b\u3057\u307e\u3057\u305f\uff0e<\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000Wikipedia\u306e\u6982\u5ff5\u30d9\u30af\u30c8\u30eb\u3092\u7528\u3044\u305f\u5358\u8a9e\u9593\u95a2\u9023\u5ea6\u306e\u63a8\u5b9a
        \n\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Chan Patrick (\u5927\u962a\u5927\u5b66\u5927\u5b66\u9662 \u57fa\u790e\u5de5\u5b66\u7814\u7a76\u79d1)
        \n\u571f\u65b9 \u5609\u5fb3(\u5927\u962a\u5927\u5b66 \u5927\u5b66\u9662\u57fa\u790e\u5de5\u5b66\u7814\u7a76\u79d1)
        \n\u897f\u7530 \u6b63\u543e(\u5927\u962a\u5927\u5b66)
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a 2C1-NFC-2 \u8fd1\u672a\u6765\u30c1\u30e3\u30ec\u30f3\u30b8\u30bb\u30c3\u30b7\u30e7\u30f3\u300cNFC-2 \uff08\u30b5\u30d0\u30a4\u30d0\u30eb\uff09Wikipedia\u30de\u30a4\u30cb\u30f3\u30b0\u300d
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u60c5\u5831\u691c\u7d22\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3044\u3066\u306f\uff0c\u5358\u8a9e\u9593\u306e\u95a2\u9023\u5ea6\u304c\u3088\u304f\u7528\u3044\u3089\u308c\u308b\uff0e\u672c\u7a3f\u3067\u306f\uff0cWikipedia\u8a18\u4e8b\u3092\u7528\u3044\u3066\u6982\u5ff5\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\uff0c\u5358\u8a9e\u9593\u95a2\u9023\u5ea6\u306e\u63a8\u5b9a\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\uff0e\u63d0\u6848\u624b\u6cd5\u3067\u306f\uff0cWikipedia\u8a18\u4e8b\u5185\u306b\u304a\u3051\u308b\u5358\u8a9e\u306e\u983b\u5ea6\u60c5\u5831\u3068\u30ec\u30a4\u30a2\u30a6\u30c8\u60c5\u5831\u3092\u7528\u3044\u3066\uff0c\u6982\u5ff5\u30d9\u30af\u30c8\u30eb\u306e\u8981\u7d20\u5024\u3092\u8a08\u7b97\u3059\u308b\uff0e\u4eba\u624b\u3067\u4e0e\u3048\u305f\u5358\u8a9e\u9593\u95a2\u9023\u5ea6\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\uff0c\u63a8\u5b9a\u624b\u6cd5\u306e\u6709\u52b9\u6027\u3092\u691c\u8a3c\u3059\u308b\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u306f\u5358\u8a9e\u9593\u306e\u95a2\u9023\u5ea6\u8a08\u7b97\u3092Wikipedia\u306e\u8a18\u4e8b\u3092\u7528\u3044\u3066\u81ea\u52d5\u69cb\u7bc9\u3059\u308b\u624b\u6cd5\u306b\u3064\u3044\u3066\u8ff0\u3079\u3066\u3044\u305f\uff0e\u4e00\u822c\u7684\u306b\u7528\u3044\u3089\u308c\u3066\u3044\u308bESA\uff0c\u30ea\u30f3\u30af\u60c5\u5831\u3084\u983b\u5ea6\u60c5\u5831\uff0c\u5171\u8d77\u78ba\u7387\u306a\u3069\u3082\u4f7f\u3063\u3066\u3044\u308b\u304c\uff0c\u4e00\u756a\u7279\u5fb4\u7684\u306a\u90e8\u5206\u3068\u3057\u3066\uff0c\u6587\u66f8\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u60c5\u5831\u3092\u7528\u3044\u3066\u3044\u308b\u70b9\u3060\u3068\u611f\u3058\u305f\uff0e\u3053\u3053\u3067\u3044\u3046\u30ec\u30a4\u30a2\u30a6\u30c8\u60c5\u5831\u3068\u306f\u8a18\u4e8b\u4e2d\u3067\u7279\u5b9a\u5358\u8a9e\u304cWeb\u30da\u30fc\u30b8\u4e0a\u306e\u3069\u3053\u306b\u73fe\u308c\u3066\u3044\u308b\u304b\u3068\u3044\u3046\u60c5\u5831\u3067\uff0c\u592a\u5b57\u3084\u8272\u4ed8\u304d\u6587\u5b57\u306a\u3069\u304c\u8a72\u5f53\u3059\u308b\u3088\u3046\u3067\u3042\u308b\uff0e\u5f93\u6765\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u624b\u6cd5\u3067\u306f\u62bd\u51fa\u3057\u306b\u304f\u304b\u3063\u305f\u95a2\u9023\u5ea6\u3092\u63a8\u5b9a\u3067\u304d\u308b\u53ef\u80fd\u6027\u3092\u611f\u3058\u308b\u7814\u7a76\u3067\u3057\u305f\uff0e<\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u5358\u8a9e\u9593\u95a2\u4fc2\u3092\u5229\u7528\u3057\u305f\u95a2\u9023\u756a\u7d44\u691c\u7d22\u306e\u691c\u8a0e
        \n\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u5c71\u7530 \u4e00\u90ce(NHK\u653e\u9001\u6280\u8853\u7814\u7a76\u6240)
        \n\u5bae\u5d0e \u52dd(NHK\u653e\u9001\u6280\u8853\u7814\u7a76\u6240)
        \n\u4f4f\u5409 \u82f1\u6a39(NHK\u653e\u9001\u6280\u8853\u7814\u7a76\u6240)
        \n\u53e4\u5bae \u5f18\u667a(NHK\u653e\u9001\u6280\u8853\u7814\u7a76\u6240)
        \n\u7530\u4e2d \u82f1\u8f1d(NHK\u653e\u9001\u6280\u8853\u7814\u7a76\u6240)
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a 3E1-R-6 Web\u30de\u30a4\u30cb\u30f3\u30b0\u300cWeb\u30de\u30a4\u30cb\u30f3\u30b0(1)\u300d
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u30c6\u30ec\u30d3\u756a\u7d44\u306e\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001\u756a\u7d44\u9078\u629e\u4e2d\u306e\u8996\u8074\u8005\u306b\u95a2\u9023\u756a\u7d44\u3092\u63d0\u793a\u3059\u308b\u6a5f\u80fd\u304c\u91cd\u8981\u3068\u306a\u308b\u3002\u305d\u3053\u3067\u6211\u3005\u306f\u3001EPG\u306b\u542b\u307e\u308c\u308b\u756a\u7d44\u6982\u8981\u6587\u3092\u5229\u7528\u3057\u3066\u52b9\u679c\u7684\u306a\u95a2\u9023\u756a\u7d44\u3092\u691c\u7d22\u3059\u308b\u7814\u7a76\u3092\u9032\u3081\u3066\u3044\u308b\u3002\u672c\u7a3f\u3067\u306f\u3001Web\u304b\u3089\u53d6\u308a\u51fa\u3057\u305f\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\uff08\u56e0\u679c\u95a2\u4fc2\u3084\u4e0a\u4f4d\u4e0b\u4f4d\u95a2\u4fc2\u306a\u3069\uff09\u3092\u5229\u7528\u3057\u3066\u756a\u7d44\u9593\u306e\u985e\u4f3c\u6027\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u95a2\u9023\u756a\u7d44\u3092\u691c\u7d22\u3059\u308b\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u306f\u30c6\u30ec\u30d3\u756a\u7d44\u3092\u500b\u4eba\u306e\u55dc\u597d\u3092\u8003\u616e\u3057\u305f\u4e0a\u3067\u63a8\u85a6\u3059\u308b\u624b\u6cd5\u306b\u3064\u3044\u3066\u8a00\u53ca\u3057\u3066\u3044\u307e\u3057\u305f\uff0e\u4e3b\u306b\u30bf\u30b0\u60c5\u5831\u304b\u3089\u5358\u8a9e\u9593\u306e\u95a2\u9023\u5ea6\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u985e\u4f3c\u3059\u308b\u6982\u5ff5\u3092\u63a8\u85a6\u3059\u308b\u624b\u6cd5\u3067\u3057\u305f\uff0e2\u3064\u306e\u756a\u7d44\u6982\u8981\u306b\u51fa\u73fe\u3059\u308b\u540d\u8a5e\u306e\u95a2\u4fc2\u3092\u30b0\u30e9\u30d5\u3067\u8868\u73fe\u3057\uff0c\u30e9\u30f3\u30c0\u30e0\u30a6\u30a9\u30fc\u30af\u306b\u3088\u308a\u30b0\u30e9\u30d5\u4e0a\u306e\u30ce\u30fc\u30c9\u9593\u306e\u95a2\u9023\u5ea6\u30b9\u30b3\u30a2\u3092\u7b97\u51fa\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u6587\u66f8\u9593\u306e\u985e\u4f3c\u5ea6\u306e\u8a55\u4fa1\u3057\u3066\u3044\u305f\uff0e\u89e3\u6790\u30c4\u30fc\u30eb\u3068\u3057\u3066ALAGIN\u30d5\u30a9\u30fc\u30e9\u30e0\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u610f\u5473\u7684\u95a2\u4fc2\u62bd\u51fa\u30b5\u30fc\u30d3\u30b9\u3092\u7528\u3044\u3066\u3044\u308b\u305d\u3046\u306a\u306e\u3067\uff0c\u500b\u4eba\u7684\u306b\u8abf\u3079\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308b\uff0e
        \n <\/p>\n\n\n\n
        \u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u6280\u8853\u6587\u66f8\u306e\u60c5\u5831\u7de8\u7e82: \u8ab2\u984c\u30fb\u7279\u9577\u30fb\u624b\u6bb5\u3092\u8868\u3059\u8868\u73fe\u306e\u62bd\u51fa\u3068\u5229\u7528
        \n\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u897f\u5c71 \u8389\u7d17(\u65e5\u672c\u30a2\u30a4\u30fb\u30d3\u30fc\u30fb\u30a8\u30e0\u682a\u5f0f\u4f1a\u793e \u6771\u4eac\u57fa\u790e\u7814\u7a76\u6240)
        \n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a 3B3-NFC-4 \u8fd1\u672a\u6765\u30c1\u30e3\u30ec\u30f3\u30b8\u30bb\u30c3\u30b7\u30e7\u30f3\u300cNFC-4 \uff08\u5352\u696d\u30bb\u30c3\u30b7\u30e7\u30f3\uff09\u60c5\u5831\u7de8\u7e82\u306e\u57fa\u76e4\u6280\u8853 \u300d
        \nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u3053\u308c\u307e\u3067\u7b46\u8005\u3089\u306f\u7279\u8a31\u660e\u7d30\u66f8\u304b\u3089\u6280\u8853\u304c\u89e3\u6c7a\u3057\u3066\u3044\u308b\u8ab2\u984c\u3084\u3001\u6280\u8853\u304c\u3082\u305f\u3089\u3059\u52b9\u679c\u3092\u62bd\u51fa\u30fb\u6574\u7406\u3059\u308b\u3053\u3068\u3067\u4fa1\u5024\u306e\u9ad8\u3044\u767a\u660e\u306e\u767a\u898b\u3092\u52a9\u3051\u308b\u3001\u7279\u8a31\u6587\u66f8\u30de\u30a4\u30cb\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u7814\u7a76\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u304d\u305f\u3002\u672c\u767a\u8868\u3067\u306f\u3053\u308c\u307e\u3067\u306b\u767a\u8868\u3057\u3066\u304d\u305f\u3053\u308c\u3089\u306e\u53d6\u308a\u7d44\u307f\u306b\u3064\u3044\u3066\u4eca\u4e00\u5ea6\u632f\u308a\u8fd4\u308b\u3068\u3068\u3082\u306b\u3001\u4eca\u5f8c\u306e\u5c55\u671b\u306b\u3064\u3044\u3066\u8ff0\u3079\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u3053\u306e\u767a\u8868\u306f\u6280\u8853\u6587\u66f8\u304b\u3089\u60c5\u5831\u62bd\u51fa\u3092\u884c\u3046\u624b\u6cd5\u306b\u3064\u3044\u3066\u8ff0\u3079\u3066\u3044\u307e\u3057\u305f\uff0e\u8ab2\u984c\u8868\u73fe\uff0c\u7279\u5fb4\u8868\u73fe\uff0c\u624b\u6bb5\u8868\u73fe\u306a\u3069\u306e\u60c5\u5831\u62bd\u51fa\u3092\u5bfe\u8c61\u3068\u3057\u3066\u304a\u308a\uff0c\u305d\u308c\u306e\u5bfe\u3059\u308b\u8ab2\u984c\u3084\u767a\u8868\u8005\u304c\u53d6\u308a\u7d44\u3093\u3067\u304d\u305f\u8907\u6570\u306e\u554f\u984c\u89e3\u6c7a\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3064\u3044\u3066\u4e8b\u7d30\u304b\u306b\u8aac\u660e\u3092\u8ff0\u3079\u3066\u3044\u307e\u3057\u305f\uff0e\u6587\u8108\u30d1\u30bf\u30fc\u30f3\u306e\u89e3\u6790\u306b\u3088\u308b\u624b\u6cd5\u3092\u53d6\u308a\u6271\u3063\u3066\u304a\u308a\uff0c\u65e5\u672c\u8a9e\u7279\u6709\u306e\u6587\u672b\u8868\u73fe\u306a\u3069\u304b\u3089\u306e\u610f\u5473\u7406\u89e3\u306a\u3069\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306a\u3069\u69d8\u3005\u306a\u72b6\u6cc1\u3092\u8003\u616e\u3057\u3066\u3044\u307e\u3057\u305f\uff0e\u79c1\u306f\u69cb\u6587\u89e3\u6790\u306a\u3069\u306b\u95a2\u3057\u3066\u306f\u8a73\u3057\u304f\u306a\u304b\u3063\u305f\u306e\u3067\uff0c\u975e\u5e38\u306b\u52c9\u5f37\u306b\u306a\u308b\u7814\u7a76\u767a\u8868\u3067\u3057\u305f\uff0e
        \n\u53c2\u8003\u6587\u732e
        \n1)\u00a0\u00a0\u00a0 2012\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a\uff08\u7b2c26\u56de\uff09, http:\/\/www.ai-gakkai.or.jp\/conf\/2012\/<\/p>\n","protected":false},"excerpt":{"rendered":"

        \u5c71\u53e3\u3067\u958b\u50ac\u3055\u308c\u305f\u30002012\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a\uff08\u7b2c26\u56de\uff09\u3000\u306b\u30666\u4ef6\u306e\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\u3002 \u767a\u8868\u3092\u898b\u3066\u3044\u305f\u3060\u3044\u305f\u307f\u306a\u3055\u307e\u3001\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-873","post","type-post","status-publish","format-standard","hentry","category-6"],"_links":{"self":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts\/873","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=873"}],"version-history":[{"count":0,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts\/873\/revisions"}],"wp:attachment":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=873"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=873"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=873"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}