{"id":1544,"date":"2013-06-07T22:38:45","date_gmt":"2013-06-07T13:38:45","guid":{"rendered":"http:\/\/www.is.doshisha.ac.jp\/news\/?p=1544"},"modified":"2013-06-07T22:38:45","modified_gmt":"2013-06-07T13:38:45","slug":"%e3%80%90%e9%80%9f%e5%a0%b1%e3%80%912013%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-%e7%ac%ac27%e5%9b%9e","status":"publish","type":"post","link":"https:\/\/is.doshisha.ac.jp\/news\/?p=1544","title":{"rendered":"\u3010\u901f\u5831\u30112013\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a \u5168\u56fd\u5927\u4f1a (\u7b2c27\u56de)"},"content":{"rendered":"<p><a href=\"http:\/\/2013.conf.ai-gakkai.or.jp\/\">2013\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a \u5168\u56fd\u5927\u4f1a<\/a>\u306f\u3000\uff12\uff10\uff11\uff13\u5e74\uff16\u6708\uff14\u65e5\uff5e\uff17\u65e5\u306e\u65e5\u7a0b\u3067\u5bcc\u5c71\u5e02\uff08\u5bcc\u5c71\u56fd\u969b\u4f1a\u8b70\u5834\u4ed6\uff09\u3067\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u3002<br \/>\n\u7814\u7a76\u5ba4\u304b\u3089\u306f<\/p>\n<ul>\n<li>\u8133\u8840\u6d41\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e \u985e\u4f3c\u90e8\u5206\u62bd\u51fa\u3001\u304a\u3088\u3073\u795e\u7d4c\u6d3b\u52d5\u306e\u6642 \u9593 \u7684\u9077\u79fb\u540c\u5b9a\u6cd5\u306e\u63d0\u6848\u3068\u691c\u8a0e \u798f\u5cf6\u4e9c \u68a8\u82b1\uff0c\u5ee3\u5b89\u77e5\u4e4b\u6a2a\u5185\u4e45\u731b \u68a8\u82b1\uff0c\u5ee3\u5b89\u77e5\u4e4b\u6a2a\u5185\u4e45\u731b \u68a8\u82b1\uff0c\u5ee3\u5b89\u77e5\u4e4b\u6a2a\u5185\u4e45\u731b \u68a8\u82b1\uff0c\u5ee3\u5b89\u77e5\u4e4b\u6a2a\u5185\u4e45\u731b<\/li>\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0fMRI \u306b\u3088 \u308b\u5bfe\u8a71\u578b\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u691c\u8a0e \u7530 \u4e2d \u7f8e\u91cc\uff0c\u5c71\u672c \u7f8e\u91cc\uff0c\u5c71\u672c \u8a69\u5b50\uff0c\u4e09\u6728 \u8a69\u5b50\uff0c\u4e09\u6728 \u5149\u7bc4\uff0c\u5ee3\u5b89 \u5149\u7bc4\uff0c\u5ee3\u5b89 \u77e5\u4e4b<\/li>\n<\/ul>\n<p>\u306e\uff12\u4ef6\u304c\u767a\u8868\u3055\u308c\u307e\u3057\u305f\u3002<br \/>\n\u307e\u305f\u3001\u5ee3\u5b89\u306f\u300c\u77e5\u8b58\u306e\u5229\u7528\u3068\u5171\u6709 -2\u300d\u3067\u5ea7\u9577\u3092\u884c\u3044\u307e\u3057\u305f\u3002<br \/>\n\u5bcc\u5c71\u306f\u7f8e\u3057\u3044\u8857\u3067\u3059\u306d\u3002<br \/>\n\u601d\u3063\u305f\u3088\u308a\u3082\u65b0\u3057\u3044\u305f\u3066\u3082\u306e\u3082\u591a\u304f\u3001\u5e02\u96fb\u3082\u8208\u5473\u3092\u305d\u305d\u308a\u307e\u3057\u305f\u3002<br \/>\n\u5b66\u4f1a\u7d42\u4e86\u5f8c\u3001\u79f0\u540d\u6edd\u3068\u3044\u3046\u3068\u3053\u308d\u306b\u89b3\u5149\u306b\u3044\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u3059\u3054\u3044\u6edd\u3067\u3057\u305f\u3002<br \/>\n\u843d\u5dee\u65e5\u672c\u4e00\u306e350m\u3092\u8a87\u308b\u5927\u7011\u5e03\u3002<br \/>\n\u306a\u306e\u3060\u305d\u3046\u3067\u3059\u3002<br \/>\n<!--more--><\/p>\n<div>\n<p align=\"center\"><b>\u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/b><b><\/b><\/p>\n<\/div>\n<div align=\"center\">\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u00a0<\/b><b>\u5831\u544a\u8005\u6c0f\u540d<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u7530\u4e2d\u7f8e\u91cc<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0fMRI\u306b\u3088\u308b\u5bfe\u8a71\u578b\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u691c\u8a0e<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">Discussion of interactive optimization system in Real-time fMRI<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u8457\u8005<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u7530\u4e2d\u7f8e\u91cc\uff0c\u5c71\u672c\u8a69\u5b50\uff0c\u5ee3\u5b89\u77e5\u4e4b\uff0c\u4e09\u6728\u5149\u7bc4<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u4e3b\u50ac<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u8b1b\u6f14\u4f1a\u540d<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">2013\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a (\u7b2c27\u56de)<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u4f1a\u5834<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u5bcc\u5c71\u770c\u5bcc\u5c71\u5e02\u5bcc\u5c71\u56fd\u969b\u4f1a\u8b70\u5834 \u307b\u304b<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u958b\u50ac\u65e5\u7a0b<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">2013\/6\/4-2013\/6\/7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div>\n&nbsp;\n<\/div>\n<p>&nbsp;<br \/>\n1. \u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30<br \/>\n2013\/6\/4\u304b\u30892013\/6\/7\u306b\u304b\u3051\u3066\uff0c\u5bcc\u5c71\u770c\u5bcc\u5c71\u5e02\u3067\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u7b2c27\u56de\u5168\u56fd\u5927\u4f1a\u306b\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u79c1\u4ee5\u5916\u306bM2\u306e\u798f\u5cf6\u304c\u53c2\u52a0\u3057\uff0c\u6700\u7d42\u65e5\u306b\u306f\u5ee3\u5b89\u5148\u751f\u3082\u8a55\u8005\u3068\u3057\u3066\u53c2\u52a0\u3055\u308c\u307e\u3057\u305f\uff0e\u672c\u5927\u4f1a\u306fAI\u6280\u8853\u306b\u95a2\u9023\u3059\u308b\u591a\u304f\u306e\u30c6\u30fc\u30de\u3092\u6271\u3063\u3066\u304a\u308a\uff0c\u7406\u8ad6\u5206\u91ce\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\uff0c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff0c\u753b\u50cf\u51e6\u7406\uff0c\u307e\u305f\u8fd1\u5e74\u3067\u306fWeb\u30c7\u30fc\u30bf\u306a\u3069\u306b\u4ee3\u8868\u3055\u308c\u308b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3084\uff0c\u305d\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u95a2\u3059\u308b\u7814\u7a76\u306a\u3069\u591a\u69d8\u306a\u30c6\u30fc\u30de\u3092\u6271\u3046\u975e\u5e38\u306b\u5e45\u5e83\u3044\u5b66\u4f1a\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3059\uff0e\u305d\u306e\u305f\u3081\u767a\u8868\u4ef6\u6570\u3082800\u4ef6\u3068\u975e\u5e38\u306b\u591a\u304f\uff0c\u53c2\u52a0\u8005\u6570\u306b\u81f3\u3063\u3066\u306f\uff0c\u306e\u30791000\u4eba\u3092\u8d85\u3048\u308b\u5927\u898f\u6a21\u306a\u5927\u4f1a\u3068\u306a\u3063\u3066\u304a\u308a\uff0c\u591a\u6570\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u30d1\u30e9\u30ec\u30eb\u306b\u958b\u50ac\u3055\u308c\uff0c\u898b\u3066\u56de\u308b\u306e\u304c\u5927\u5909\u3067\u3057\u305f\uff0e\u4e00\u90e8\u306e\u4f1a\u5834\u306f\u5730\u5143\u5e02\u6c11\u3078\u3082\u516c\u958b\u3055\u308c\uff0c\u56f2\u7881\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u68cb\u58eb\u3068\u306e\u5bfe\u6226\u306a\u3069\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u304a\u308a\u307e\u3057\u305f\uff0e\u5927\u4f1a\u53c2\u52a0\u8005\u4ee5\u5916\u306e\u61c7\u89aa\u4f1a\u3082\u5546\u5e97\u8857\u306e\u4e00\u533a\u753b\u3092\u8cb8\u3057\u5207\u3063\u3066\u884c\u308f\u308c\u308b\u306a\u3069\uff0c\u975e\u5e38\u306b\u6d3b\u6c17\u306e\u3042\u308b\u5927\u4f1a\u3067\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n2. \u7814\u7a76\u767a\u8868<br \/>\n2.1. \u767a\u8868\u6982\u8981<br \/>\n\u79c1\u306f6\u65e5\u306e\u5348\u5f8c\u306e\u30aa\u30fc\u30ac\u30ca\u30a4\u30ba\u30c9\u30bb\u30c3\u30b7\u30e7\u30f3\u300c\u8133\u79d1\u5b66\u3068AI\u300d\u306b\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e15\u5206\u306e\u8b1b\u6f14\u3068\uff0c5\u5206\u306e\u8cea\u7591\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u3066\u3044\u307e\u3057\u305f\uff0e\u4eca\u56de\u306e\u767a\u8868\u306f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u751f\u4f53\u60c5\u5831\u3092\u4f7f\u3046\u3053\u3068\u3092\u6700\u7d42\u76ee\u6a19\u3068\u3057\u3066\uff0c\u305d\u306e\u4e88\u5099\u691c\u8a0e\u306e\u5185\u5bb9\u3067\u306e\u767a\u8868\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3059\uff0e\u4ee5\u4e0b\u306b\u6284\u9332\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">In this research it is discussed that how to employ human biological signals, especially functional information of brain, as evaluation values of candidate solutions and what kind of system should be developed in interactive genetic algorithms. To perform this goal, in this paper, an experiment was performed in order to examine rela- tionship between experimental participants\u2019 brain activation measured by fMRI (functional Magnetic Resonance Imaging) and evaluation values based on their preferences when picture images of foods were shown. The brain activation patterns were extracted from brain regions where we observed highly significant activations at the time of presentation. Then, they were classified into preference or unpreference patterns. The accuracy rates were higher than a chance level in all the participants.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<br \/>\n2.2. \u8cea\u7591\u5fdc\u7b54<br \/>\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<br \/>\n&nbsp;<br \/>\n<b>\u30fb\u898b\u304b\u3051\u304c\u30c0\u30a4\u30ec\u30af\u30c8\u306b\u55dc\u597d\u306b\u5f71\u97ff\u3059\u308b\u3082\u306e\u3092\u9078\u629e\u3059\u308b\u3079\u304d\u3067\u306f\uff1f\uff1f<\/b><b><\/b><br \/>\n\u548c\u6b4c\u5c71\u5927\u5b66\u306e\u66fd\u6211\u5148\u751f\u3088\u308a\u9802\u3044\u305f\u8cea\u554f\u3067\u3059\uff0e\u3053\u308c\u306b\u3064\u3044\u3066\u306f\u30c7\u30b6\u30a4\u30f3\u3067\u65e2\u306b\u5b9f\u9a13\u6e08\u307f\u3067\u3042\u308b\u3053\u3068\uff0c\u3042\u307e\u308a\u826f\u597d\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u306a\u304b\u3063\u305f\u3053\u3068\u3092\u3054\u8aac\u660e\u3057\uff0c\u5148\u884c\u7814\u7a76\u306b\u591a\u3044\u98df\u54c1\u3092\u9078\u629e\u3057\u305f\u3053\u3068\u3092\u8ff0\u3079\u307e\u3057\u305f\uff0e\u7d9a\u3051\u3066\uff0c\u98df\u54c1\u3092\u4e8b\u524d\u306b\u5473\u898b\u3055\u305b\u305f\u65b9\u304c\u826f\u3044\u306e\u3067\u306f\uff0c\u3068\u3044\u3046\u3054\u6307\u6458\u3082\u9802\u304d\u307e\u3057\u305f\uff0e\u3053\u308c\u306b\u3064\u3044\u3066\u306f\u4eca\u5f8c\u691c\u8a0e\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u8003\u3048\u3066\u304a\u308a\u307e\u3059\uff0e<br \/>\n&nbsp;<br \/>\n<b>\u30fb\u8a55\u4fa1\u3060\u3051\u3067\u306a\u304f\uff0c\u8133\u6d3b\u52d5\u306f\u904e\u53bb\u306e\u8a55\u4fa1\u306b\u60d1\u308f\u3055\u308c\u306a\u3044\u306e\u304b\uff1f<\/b><b><\/b><br \/>\n<b>\u30fb\u3046\u305d\u767a\u898b\u5668\u7684\u306a\u3082\u306e\u3067\u306f\u3088\u3044\u3068\u601d\u3046\u304c\uff0c\u3046\u305d\u3092\u3064\u304f\u5fc5\u8981\u306f\u3053\u306e\u5b9f\u9a13\u306b\u306f\u306a\u3044\u306e\u3067\uff0c\u305d\u3053\u307e\u3067<\/b><b>fMRI<\/b><b>\u304c\u52b9\u679c\u7684\u306a\u306e\u304b\uff1f<\/b><b><\/b><br \/>\n\u540d\u53e4\u5c4b\u5927\u5b66\u306e\u5409\u5ddd\u5148\u751f\u304b\u3089\u9802\u3044\u305f\u8cea\u554f\u3067\u3059\uff0e\u524d\u8005\u306b\u3064\u3044\u3066\u306f\uff0c\u5c11\u306a\u304f\u3068\u3082\u8a55\u4fa1\u3092\u624b\u4f5c\u696d\u3067\u884c\u3046\u5834\u5408\u306f\uff0c\u77ed\u671f\u8a18\u61b6\u306b\u6b8b\u3063\u3066\u3044\u308b\u985e\u4f3c\u3057\u305f\u5225\u306e\u5019\u88dc\u3078\u306e\u8a55\u4fa1\u5024\u304c\u5f71\u97ff\u3057\u3066\u304f\u308b\u3053\u3068\u3092\u8aac\u660e\u3057\u305f\u4e0a\u3067\uff0c\u5c11\u306a\u304f\u3068\u3082\u305d\u306e\u30ce\u30a4\u30ba\u3092\u6d88\u53bb\u3067\u304d\u308b\u65e8\u3092\u3054\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e<br \/>\n\u307e\u305f\uff0c\u5f8c\u8005\u306b\u3064\u3044\u3066\u306f\uff0c\u5618\u3092\u4ed8\u304f\uff0c\u4ed8\u304b\u306a\u3044\u306e\u3088\u3046\u306a\u30b7\u30c1\u30e5\u30a8\u30fc\u30b7\u30e7\u30f3\u3067\u306a\u304f\uff0c\u88ab\u9a13\u8005\u81ea\u8eab\u304c\u306f\u3063\u304d\u308a\u3068\u8868\u73fe\u3067\u304d\u306a\u3044\u597d\u307f\u306e\u8a55\u4fa1\u3092\u8aad\u307f\u53d6\u308b\u3053\u3068\u304c\u76ee\u7684\u3067\u3042\u308b\u3068\u8aac\u660e\u81f4\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n<b>\u30fb\u8996\u7dda\u3092\u8a08\u6e2c\u3057\u3066\u95a2\u5fc3\u5ea6\u3092\u56f3\u308b\u306e\u306f\uff1f<\/b><b><\/b><br \/>\n\u7523\u696d\u7dcf\u5408\u7814\u7a76\u6240\u306e\u4e00\u6749\u5148\u751f\u304b\u3089\u9802\u3044\u305f\u8cea\u554f\u3067\u3059\uff0e\u4e0a\u624b\u304f\u7b54\u3048\u3089\u308c\u306a\u3044\u8cea\u554f\u3067\u3057\u305f\uff0e\u7814\u7a76\u5ba4\u3067\u8996\u7dda\u306b\u3064\u3044\u3066\u3082\u53d6\u308a\u7d44\u3093\u3067\u304a\u308a\uff0c\u76f8\u4e92\u88dc\u5b8c\u7684\u306b\u4f7f\u3048\u308c\u3070\u30d9\u30b9\u30c8\u3067\u3042\u308b\uff0c\u3068\u3044\u3046\u3088\u3046\u306a\u56de\u7b54\u304c\u3067\u304d\u308c\u3070\u826f\u304b\u3063\u305f\u3068\u8003\u3048\u3066\u304a\u308a\u307e\u3059\uff0e<br \/>\n&nbsp;<br \/>\n2.3. \u611f\u60f3<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u306f\u307e\u3055\u3057\u304f\u8133\u79d1\u5b66\u3068AI\u306e\u540d\u306b\u3075\u3055\u308f\u3057\u304f\uff0cfMRI(functional Magnetic Resonance Imaging)\u3084EEG(Electroencephalogram)\uff0cNIRS(Near Infra-Red Spectroscopy)\u306a\u3069\u591a\u69d8\u306a\u8a08\u6e2c\u6a5f\u5668\u306b\u95a2\u3059\u308b\u7814\u7a76\u304b\u3089\uff0cANN(Artificial Neural Network)\u306a\u3069\u306e\u8133\u306b\u304a\u3051\u308b\u60c5\u5831\u51e6\u7406\u306e\u624b\u7d9a\u304d\u3092\u6a21\u64ec\u3057\u305f\u30d1\u30bf\u30fc\u30f3\u8b58\u5225\u6280\u8853\uff0c\u3068\u304f\u306b\u8fd1\u5e74\u3067\u306fDeep Learning\u306b\u95a2\u3059\u308b\u7814\u7a76\u306a\u3069\u306b\u3064\u3044\u3066\u7740\u76ee\u3057\u305f\u767a\u8868\u304c\u884c\u308f\u308c\u3066\u304a\u308a\uff0c\u975e\u5e38\u306b\u523a\u6fc0\u7684\u3067\u3057\u305f\uff0e<br \/>\n\u79c1\u81ea\u8eab\u306e\u4eca\u56de\u306e\u30c6\u30fc\u30de\u306f\u751f\u4f53\u60c5\u5831\u306b\u3088\u308b\u5bfe\u8a71\u578b\u9032\u5316\u8a08\u7b97\u3067\u3059\u304c\uff0c\u6642\u9593\u7684\u306a\u90fd\u5408\u3067\u9032\u5316\u8a08\u7b97\u8981\u7d20\u3092\u542b\u3080\u3053\u3068\u304c\u3067\u304d\u306a\u304b\u3063\u305f\u305f\u3081\uff0c\u751f\u4f53\u60c5\u5831\u306b\u95a2\u3059\u308b\u51e6\u7406\u304c\u767a\u8868\u5185\u5bb9\u306e\u307b\u3068\u3093\u3069\u3092\u5360\u3081\u3066\u304a\u308a\u307e\u3057\u305f\uff0e\u305d\u306e\u305f\u3081\uff0c\u3084\u3084\u8cea\u7591\u304c\u932f\u7d9c\u3057\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u304c\uff0c\u305d\u306e\u5f8c\u306e\u61c7\u89aa\u4f1a\u3067\u306f\u5b66\u5916\u306e\u7814\u7a76\u8005\u306e\u65b9\u3068\u306e\u610f\u898b\u4ea4\u63db\u3092\u76db\u3093\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\uff0c\u5927\u5909\u5b9f\u308a\u3042\u308b\u7814\u7a76\u4f1a\u3068\u306a\u3063\u305f\u304b\u3068\u601d\u3044\u307e\u3059\uff0e<br \/>\n&nbsp;<br \/>\n3. \u8074\u8b1b<br \/>\n\u4eca\u56de\u306e\u8b1b\u6f14\u4f1a\u3067\u306f\uff0c\u4e0b\u8a18\u306e4\u4ef6\u306e\u767a\u8868\u3092\u8074\u8b1b\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u4eba\u306e\u66ae\u3089\u3057\u306b\u95a2\u308f\u308bAI\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u5c71\u53e3\u9ad8\u5e73\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u57fa\u8abf\u8b1b\u6f14Abstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Deep QA\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u300c\u30ef\u30c8\u30bd\u30f3\u300d\u304c\uff0c\u7c73\u56fd\u30af\u30a4\u30ba\u756a\u7d44\u300c\u30b8\u30a7\u30d1\u30c7\u30a3\u300d\u306b\u304a\u3044\u3066\uff0c\u4eba\u9593\u306e\u30b0\u30e9\u30f3\u30c9\u30c1\u30e3\u30f3\u30d4\u30aa\u30f3\u306b\u52dd\u5229\u3057\u3066\u4ee5\u6765\uff0c\u306f\u3084\uff12\u5e74\u304c\u7d4c\u904e\u3057\u305f\uff0e\u3053\u306e\u9593\uff0c\u65e5\u7c73\u3067\uff0c\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3067\u97f3\u58f0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u30a2\u30d7\u30ea\u304c\u5b9f\u7528\u5316\u3055\u308c\uff0c\u6211\u304c\u56fd\u3067\u306f\uff0c\u56fd\u7acb\u60c5\u5831\u5b66\u7814\u7a76\u6240\u306b\u304a\u3044\u3066\uff0c\u300c\u4eba\u5de5\u982d\u8133\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff1a\u30ed\u30dc\u30c3\u30c8\u306f\u6771\u5927\u306b\u5165\u308c\u308b\u304b\uff08\u4f1a\u8a8cVol. 27, No. 5\uff09\u300d\u304c\u958b\u59cb\u3055\u308c\uff0cAI\u306b\u5bfe\u3059\u308b\u4e16\u9593\u306e\u95a2\u5fc3\u306f\u9ad8\u304f\u306a\u3063\u3066\u304d\u305f\uff0e\u5b9f\u969b\uff0c\u4f1a\u9577\u5c31\u4efb\u4ee5\u6765\uff0c\u307b\u307c\u6bce\u6708\u306e\u3088\u3046\u306b\u30de\u30b9\u30e1\u30c7\u30a3\u30a2\u304b\u3089\u306e\u53d6\u6750\u3092\u53d7\u3051\uff0cAI\u306e\u958b\u767a\u306e\u5728\u308a\u65b9\uff0c\u4eba\u3068AI\u306e\u4ed8\u304d\u5408\u3044\u65b9\u306a\u3069\uff0c\u591a\u304f\u306e\u8cea\u554f\u3092\u53d7\u3051\uff0cAI\u306b\u5bfe\u3059\u308b\u793e\u4f1a\u306e\u95a2\u5fc3\u306e\u9ad8\u3055\u3092\u5b9f\u611f\u3057\u3066\u3044\u308b\uff0e\u8b1b\u6f14\u8005\u306f\uff0c\u9577\u5e74\uff0c\u77e5\u8b58\u30b7\u30b9\u30c6\u30e0\u306e\u7814\u7a76\u958b\u767a\u306b\u53d6\u308a\u7d44\u307f\uff0c\u305d\u306e\u6709\u7528\u6027\u3068\u9650\u754c\u3092\u611f\u3058\u3066\u304d\u305f\u304c\uff0c\u4eca\u4e00\u5ea6\uff0c\u77e5\u8b58\u578bAI\u306e\u6b74\u53f2\u3092\u632f\u308a\u8fd4\u308a\uff0c\u77e5\u8b58\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u3084AI\u30b5\u30fc\u30d3\u30b9\u306e\u7814\u7a76\u3092\u4f8b\u306b\u3068\u308a\u306a\u304c\u3089\uff0c\u4eba\u306e\u66ae\u3089\u3057\u306b\u95a2\u308f\u308bAI\u306e\u5728\u308a\u65b9\u306b\u3064\u3044\u3066\u8ff0\u3079\u305f\u3044\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u4f1a\u9577\u3092\u52d9\u3081\u3089\u308c\u308b\u5c71\u53e3\u5148\u751f\u306b\u3088\u308b\u57fa\u8abf\u8b1b\u6f14\u3067\u3059\uff0eAI\u6280\u8853\u306e\u6b74\u53f2\u306b\u3064\u3044\u3066\u8ff0\u3079\u305f\u4e0a\u3067\uff0c\u3053\u308c\u307e\u3067\u306b\u500b\u3005\u306b\u9032\u3081\u3089\u308c\u3066\u304d\u305f\u63a2\u7d22\u985e\u63a8\uff0c\u77e5\u8b58\uff0c\u8a08\u6e2c\u306a\u3069\u306e\u5404\u5206\u91ceAI\u6280\u8853\u306e\u7d71\u5408\u304c\u3044\u3088\u3044\u3088\u76db\u3093\u306b\u306a\u3063\u3066\u304d\u3066\u3044\u308b\u3068\u4ef0\u3063\u3066\u3044\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u5b66\u8853\u5206\u91ce\u3067AI\u6280\u8853\u306b\u6295\u8cc7\u3067\u304d\u308b\u77e5\u8b58(Academic Intelligence, well-defined\u306a\u77e5\u8b58)\u306f\u5f90\u3005\u306b\u53ce\u675f\u3057\u3066\u304a\u308a\uff0c\u4eca\u5f8c\u306f\u5b9f\u8df5\u7684\u77e5\u80fd(Practical Intelligence, ill-defined\u306a\u77e5\u8b58)\u3092\u3069\u3046\u53d6\u308a\u8fbc\u3093\u3067\u3044\u3051\u308b\u304b\u304c\u8ab2\u984c\u3067\u3042\u308b\u3068\u8ff0\u3079\u3066\u3044\u307e\u3057\u305f\uff0e\u305d\u306e\u305f\u3081\u306b\u306f\uff0c\u4eba\u9593\u3068\u4eba\u5de5\u77e5\u80fd\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u304c\u91cd\u8981\u3068\u306a\u308a\uff0c\u554f\u984c\u8a8d\u8b58\u2192\u5b9a\u7fa9\u2192\u60c5\u5831\u30a2\u30af\u30bb\u30b9\u2192\u554f\u984c\u89e3\u6c7a\u30fb\u6226\u7565\u7acb\u6848\u2192\u30ea\u30bd\u30fc\u30b9\u5272\u5f53\u2192\u30a2\u30af\u30b7\u30e7\u30f3\u2192\u8a55\u4fa1\u3068\u3044\u3063\u305f\u4e00\u9023\u306e\u30d7\u30ed\u30bb\u30b9\uff08\u30e1\u30bf\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\uff09\u3092\u6301\u3064\u3053\u3068\u304c\u91cd\u8981\u3067\u3042\u308b\u3068\u3044\u3046\u8a71\u3092\u9802\u304d\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000Linked Data\u306b\u3088\u308b\u5730\u57df\u60c5\u5831\u3092\u6d3b\u7528\u3057\u305f\u5b66\u8853\u4f1a\u8b70\u652f\u63f4\u30b7\u30b9\u30c6\u30e0\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u677e\u6751 \u51ac\u5b50(\u9752\u5c71\u5b66\u9662\u5927\u5b66 \u7406\u5de5\u5b66\u90e8 \u60c5\u5831\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u5b66\u79d1)\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a OS-10 Linked Data\u3068\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc-1Abstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u5b66\u8853\u4f1a\u8b70\u306e\u53c2\u52a0\u8005\u306f\u4f1a\u8b70\u4e2d\u306e\u6709\u76ca\u306a\u8b70\u8ad6\u3068\u5171\u306b\uff0c\u9650\u3089\u308c\u305f\u4f59\u6687\u306e\u6642\u9593\u306b\u958b\u50ac\u5834\u6240\u306e\u56fd\u3084\u90fd\u5e02\u306e\u6587\u5316\u306a\u3069\u306b\u89e6\u308c\u308b\u6a5f\u4f1a\u3082\u671f\u5f85\u3057\u3066\u3044\u308b\uff0e\u672c\u7a3f\u3067\u306f\uff0c\u767a\u8868\u3084\u4f1a\u5834\u306a\u3069\u306e\u4f1a\u8b70\u306b\u95a2\u3059\u308b\u60c5\u5831\uff0c\u4f1a\u5834\u5468\u8fba\u306e\u89b3\u5149\uff0c\u98f2\u98df\uff0c\u4ea4\u901a\u306a\u3069\u306e\u958b\u50ac\u5834\u6240\u306e\u5730\u57df\u60c5\u5831\u3092Linked Data\u5316\u3057\uff0c\u6709\u610f\u7fa9\u306a\u6ede\u5728\u306e\u305f\u3081\u306e\u60c5\u5831\u63d0\u4f9b\u3092\u884c\u3046\u4f1a\u8b70\u652f\u63f4\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u305f\uff0e\u5b9f\u969b\u306b\u5b66\u8853\u4f1a\u8b70\u3067\u306e\u904b\u7528\u304b\u3089\u5f97\u3089\u308c\u305f\u77e5\u898b\u3088\u308a\uff0c\u5fc5\u8981\u3068\u3055\u308c\u308b\u6a5f\u80fd\u3084\u30c7\u30fc\u30bf\u306a\u3069\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3059\u308b\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u77e5\u7684\u30b7\u30b9\u30c6\u30e0\u30c7\u30b6\u30a4\u30f3\u7814\u7a76\u5ba4\u51fa\u8eab\u306e\u677e\u6751\u3055\u3093\u306b\u3088\u308b\u767a\u8868\u3067\u3059\uff0e\u4f1a\u8b70\u60c5\u5831\u3068\u5730\u57df\u306e\u89b3\u5149\u60c5\u5831\u306e\u53cc\u65b9\u3092RDF\u3067\u8a18\u8ff0\u3057\uff0c\u4e21\u8005\u3092\u5171\u540c\u3067\u5229\u7528\u3059\u308b\u3053\u3068\u3067\uff0c\u4f8b\u3048\u3070\uff0c\u767a\u8868\u306e\u5408\u9593\u306b\u3069\u3053\u306b\u89b3\u5149\u306b\u884c\u304f\uff0c\u3069\u3053\u305d\u3053\u306e\u89b3\u5149\u5730\u306f\u4f55\u6642\u304b\u3089\u4f55\u6642\u307e\u3067\u3084\u3063\u3066\u3044\u308b\uff0c\u4f1a\u8b70\u5834\u304b\u3089\u3069\u3046\u79fb\u52d5\u3059\u308b\u3068\u3044\u3063\u305f\u60c5\u5831\u3092\u4f53\u7cfb\u7684\u306b\u6271\u304a\u3046\u3068\u3044\u3046\u53d6\u308a\u7d44\u307f\u3067\u3059\uff0e\u5143\u3005\u4f1a\u8b70\u60c5\u5831\u306b\u3064\u3044\u3066\u306f\uff0cSemantic Web Conference Ontology\u3068\u3044\u3046\u8a18\u8ff0\u5f62\u5f0f\u304c\u3042\u308a\uff0c\u4eca\u56de\u306f\u305d\u308c\u306b\u89b3\u5149\u5730\u306eLOD\u60c5\u5831\u3092\u878d\u5408\u3055\u305b\u305f\u3082\u306e\u3068\u306a\u308a\u307e\u3059\uff0e\u5b9f\u969b\u306b\uff0cACM Multime-dia2012(ACMMM12)\uff0c\u304a\u3088\u3073The 2nd Joint International Semantic Technology Conference(JIST2012)\u306e2\u3064\u306e\u4f1a\u8b70\u3067\u306e\u4f1a\u8b70\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u904b\u7528\u3055\u308c\uff0c\u89b3\u5149\u60c5\u5831\u306f\u305d\u306e\u307e\u307e\u306b\uff0c\u4f1a\u8b70\u60c5\u5831\u3092\u5165\u308c\u66ff\u3048\u308b\u3060\u3051\u3067\u5bfe\u5fdc\u3067\u304d\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\u305f\u3068\u3044\u3046\u5b9f\u9a13\u7d50\u679c\u3067\u3057\u305f\uff0e\u4eca\u5f8c\u306f\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u306e\u5411\u4e0a\u3084\uff0c\u30c7\u30fc\u30bf\u751f\u6210\u306e\u7c21\u6613\u5316\uff0c\u4f1a\u8b70\u306b\u95a2\u3059\u308b\u767a\u8a00\u3092Twitter\u304b\u3089\u5206\u6790\u3059\u308b\u3068\u3044\u3063\u305f\u53d6\u308a\u7d44\u307f\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u306e\u3053\u3068\u3067\u3059\uff0e<br \/>\n&nbsp;<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u5927\u8133\u76ae\u8cea\u3068Deep Learning\u306e\u985e\u4f3c\u70b9\u3068\u76f8\u9055\u70b9\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u4e00\u6749 \u88d5\u5fd7(\u7523\u696d\u6280\u8853\u7dcf\u5408\u7814\u7a76\u6240 \u30d2\u30e5\u30fc\u30de\u30f3\u30e9\u30a4\u30d5\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u7814\u7a76\u90e8\u9580 \u8133\u6a5f\u80fd\u8a08\u6e2c\u7814\u7a76\u30b0\u30eb\u30fc\u30d7)\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u8133\u79d1\u5b66\u3068AI-3Abstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u8133\u304c\u884c\u3063\u3066\u3044\u308b\u60c5\u5831\u51e6\u7406\u3068deep learning\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u306f\u5171\u901a\u306e\u7279\u5fb4\u304c\u591a\u304f\u3042\u308b\u304c\uff0c\u8133\u306b\u306f\u73fe\u5728\u306edeep learning\u306b\u306f\u306a\u3044\u91cd\u8981\u306a\u7279\u5fb4\u3082\u3042\u308b\uff0e\u305d\u306e\u4e2d\u306b\u306fdeep learning\u306e\u6027\u80fd\u3092\u3055\u3089\u306b\u5411\u4e0a\u3055\u305b\u308b\u6709\u671b\u306a\u30d2\u30f3\u30c8\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\uff0e\uff22\uff25\uff33\uff2f\uff2d\u306f\uff0c\u795e\u7d4c\u79d1\u5b66\u7684\u77e5\u898b\u3092\u3082\u3068\u3065\u304d\uff0c\u5927\u8133\u76ae\u8cea\u306e\u6a5f\u80fd\u3068\u6027\u80fd\u3092\u518d\u73fe\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u958b\u767a\u4e2d\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308b\uff0e\uff22\uff25\uff33\uff2f\uff2d\u306f\u30d9\u30a4\u30b8\u30a2\u30f3\u30cd\u30c3\u30c8\uff0c\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\uff0c\u30b9\u30d1\u30fc\u30b9\u7b26\u53f7\u5316\uff0c\u975e\u7dda\u5f62\uff29\uff23\uff21\u306e\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u4e00\u7a2e\u306e\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u3057\u3066\u52d5\u4f5c\u3059\u308b\uff0e\u672c\u8b1b\u6f14\u3067\u306f\uff22\uff25\uff33\uff2f\uff2d\u306e\u6982\u8981\u3068\u6700\u8fd1\u306e\u9032\u5c55\u306b\u3064\u3044\u3066\u8aac\u660e\u3059\u308b\u3068\u3068\u3082\u306b\uff0cdeep learning\u306e\u3088\u3046\u306a\u7279\u5fb4\u62bd\u51fa\u5668\u3068\u3057\u3066\u306e\u5fdc\u7528\u306e\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u8ff0\u3079\u308b\uff0e\u307e\u305f\uff0c\u3044\u308f\u3086\u308b\u5f37\u3044\u4eba\u5de5\u77e5\u80fd\u306e\u5b9f\u73fe\u306b\u5411\u3051\u305f\u8ab2\u984c\u306b\u3064\u3044\u3066\u3082\u8b70\u8ad6\u3059\u308b\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u30aa\u30fc\u30ac\u30ca\u30a4\u30ba\u30c9\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u62db\u5f85\u8b1b\u6f14\u3067\uff0c\u7523\u696d\u7dcf\u5408\u7814\u7a76\u6240\u306e\u4e00\u6749\u5148\u751f\u306b\u3088\u308b\uff0c\u5f93\u6765\u306e\u8133\u7814\u7a76\u304b\u3089\u898b\u3048\u3066\u304f\u308b\u8133\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068Deep Learning\u306e\u95a2\u4fc2\u6027\u306b\u95a2\u3059\u308b\u3054\u767a\u8868\u3067\u3057\u305f\uff0e\u4e00\u6749\u5148\u751f\u306f\uff0c\u8133\u7814\u7a76\u306b\u307e\u3064\u308f\u308b\u3088\u304f\u3042\u308b\u8aa4\u89e3\u3068\u3057\u3066\u300c\u8133\u306e\u3053\u3068\u306f\u5168\u304f\u5206\u304b\u3063\u3066\u3044\u306a\u3044\u300d\uff0c\u300c\u8133\u3068\u8a08\u7b97\u6a5f\u3068\u306f\u5168\u304f\u9055\u3046\u60c5\u5831\u51e6\u7406\u3092\u3057\u3066\u3044\u308b\u300d\uff0c\u300c\u8133\u306f\u3068\u3066\u3082\u8907\u96d1\u306a\u7d44\u7e54\u3067\u3042\u308b\u300d\uff0c\u300c\u8a08\u7b97\u91cf\u304c\u81a8\u5927\u3059\u304e\u3066\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u304d\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u70b9\u3092\u3054\u6307\u6458\u3055\u308c\uff0c\u305d\u306e\u4e0a\u3067\u660e\u3089\u304b\u306b\u306a\u308a\u3064\u3064\u3042\u308b\u8133\u306e\u5b66\u7fd2\u30e1\u30ab\u30cb\u30ba\u30e0\u3068Deep Learning\u306e\u968e\u5c64\u69cb\u9020\u304c\uff0c\u5b66\u7fd2\u3092\u9032\u3081\u308b\u4ed5\u7d44\u307f\u3068\u3057\u3066\u3088\u304f\u4f3c\u3066\u3044\u308b\u3068\u3044\u3046\u70b9\u306b\u3064\u3044\u3066\u3054\u8aac\u660e\u3055\u308c\u307e\u3057\u305f\uff0e\u305d\u306e\u4e0a\u3067\uff0cDeep Learning\u306b\u306f\u306a\u3044\u8133\u306e\u7279\u5fb4\u3092\u7528\u3044\u308b\u3053\u3068\u3067\uff0c\u3055\u3089\u306b\u6027\u80fd\u306e\u5411\u4e0a\u304c\u306f\u304b\u308c\u308b\u306e\u3067\u306f\u306a\u3044\u304b\uff0c\u3068\u3044\u3046\u3088\u3046\u306a\u5c55\u671b\u306b\u3064\u3044\u3066\u8ff0\u3079\u3066\u3044\u3089\u3063\u3057\u3083\u3044\u307e\u3057\u305f\uff0e\u975e\u5e38\u306b\u8208\u5473\u6df1\u304f\uff0c\u523a\u6fc0\u7684\u306a\u5185\u5bb9\u3067\u3042\u3063\u305f\u3068\u601d\u3044\u307e\u3059\uff0e\u307e\u305f\uff0c\u8133\u306e\u63a8\u8ad6\u6a5f\u69cb\u3068\u985e\u4f3c\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u30d9\u30a4\u30b8\u30a2\u30f3\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\uff0c\u8133\u306e\u795e\u7d4c\u767a\u706b\u3092\u6a21\u64ec\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u672c\u7814\u7a76\u5ba4\u3067\u3082\u304d\u3061\u3093\u3068\u52c9\u5f37\u3057\u3066\u304a\u304f\u3079\u304d\u4e8b\u9805\u3067\u3042\u308b\u3068\u6539\u3081\u3066\u5f37\u304f\u601d\u3044\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u7570\u5206\u91ce\u5171\u540c\u7814\u7a76\u5c65\u6b74\u5206\u6790\u306e\u4e8b\u4f8b\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u7530\u4e2d \u514b\u660e(\u4e00\u6a4b\u5927\u5b66\u60c5\u5831\u57fa\u76e4\u30bb\u30f3\u30bf\u30fc)\uff0c\u6ff1\u5d0e \u96c5\u5f18(\u72ec\u7acb\u884c\u653f\u6cd5\u4eba\u7523\u696d\u6280\u8853\u7dcf\u5408\u7814\u7a76\u6240\u60c5\u5831\u6280\u8853\u7814\u7a76\u90e8\u9580)\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u77e5\u8b58\u306e\u5229\u7528\u3068\u5171\u6709-2Abstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u60c5\u5831\u30c7\u30b6\u30a4\u30f3\uff0c\u30bd\u30b7\u30aa\u30fb\u30e1\u30c7\u30a3\u30a2\u8ad6\uff0c\u5b9f\u4e16\u754c\u6307\u5411\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\uff0c\u4eba\u5de5\u77e5\u80fd\u3068\u3044\u3063\u305f\u7570\u306a\u308b\u5206\u91ce\u306e\u7814\u7a76\u8005\u304c\u96c6\u307e\u308a\uff0c\u3044\u304f\u3064\u3082\u306e\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u3092\u5b9f\u65bd\u3057\u306a\u304c\u3089\u7570\u5206\u91ce\u5171\u540c\u306b\u3088\u308b\u7814\u7a76\u3092\u9032\u3081\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u3064\u3044\u3066\uff0c\u30e1\u30fc\u30eb\u306a\u3069\u6587\u66f8\u3068\u3057\u3066\u6b8b\u3055\u308c\u305f\u8a18\u9332\u3092\u4e2d\u5fc3\u306b\uff0c\u6d3b\u52d5\u5c65\u6b74\u306e\u5206\u6790\u3092\u884c\u3046\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u77e5\u7684\u30b7\u30b9\u30c6\u30e0\u30c7\u30b6\u30a4\u30f3\u7814\u7a76\u5ba4\u306e\u51fa\u8eab\u3067\u3042\u308b\u6ff1\u5d0e\u3055\u3093\u306e\u3054\u767a\u8868\u3067\u3059\uff0e\u4f8b\u3048\u3070\u82b8\u8853\u5927\u5b66\u306a\u3069\u5168\u304f\u7570\u5206\u91ce\u306e\u65b9\u3068\u5171\u540c\u4f5c\u696d\u3059\u308b\u306b\u3042\u305f\u3063\u3066\uff0c\u80cc\u666f\u77e5\u8b58\u3084\u6587\u5316\u306e\u9055\u3044\u306a\u3069\u304b\u3089\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u4e0a\u624b\u304f\u884c\u304b\u305a\uff0c\u4e92\u3044\u304c\u300c\u671f\u5f85\u300d\u3057\u3066\u3044\u308b\u3053\u3068\u3068\uff0c\u5b9f\u969b\u306b\u300c\u884c\u52d5\u300d\u3059\u308b\u3053\u3068\u306b\u5dee\u304c\u751f\u3058\u3066\u3057\u307e\u3046\u3068\u3044\u3063\u305f\u554f\u984c\u304c\u3042\u308a\u307e\u3059\uff0e\u305d\u308c\u3089\u306e\u65b9\u5411\u6027\u306e\u9055\u3044\u3092\uff0c\u3084\u308a\u3068\u308a\u3059\u308b\u30e1\u30fc\u30eb\u304b\u3089\u78ba\u7387\u7684\u6f5c\u5728\u610f\u5473\u89e3\u6790(Probabilistic Latent Semantic Analysis: PLSA)\u306b\u3088\u3063\u3066\u89e3\u6790\u3057\uff0c\u6642\u7cfb\u5217\u3067\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u3067\uff0c\u3069\u3053\u3067\u98df\u3044\u9055\u3044\u304c\u751f\u3058\u3066\u3044\u308b\u304b\u306b\u3064\u3044\u3066\u30e6\u30fc\u30b6\u306b\u5448\u793a\u3059\u308b\u3068\u3044\u3046\u30b7\u30b9\u30c6\u30e0\u306e\u3054\u63d0\u6848\u3067\u3057\u305f\uff0e\u7570\u5206\u91ce\u3060\u3068\u8a00\u8449\u306e\u610f\u5473\u3084\u4f7f\u308f\u308c\u65b9\u304c\u7570\u306a\u308b\u305f\u3081\uff0c\u610f\u5473\u89e3\u6790\u306e\u30b3\u30fc\u30d1\u30b9\u304c\u3076\u308c\u3066\u96e3\u3057\u305d\u3046\u3060\u3068\u306f\u611f\u3058\u307e\u3057\u305f\u304c\uff0c\u7570\u5206\u91ce\u9593\u3067\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5982\u4f55\u306b\u652f\u63f4\u3059\u308b\u304b\u306b\u3064\u3044\u3066\u306e\u53d6\u308a\u7d44\u307f\u3068\u3057\u3066\uff0c\u975e\u5e38\u306b\u9762\u767d\u3044\u767a\u8868\u3067\u3042\u3063\u305f\u3068\u601d\u3044\u307e\u3059\uff0e\u500b\u4eba\u7684\u306b\u306f\u300c\u5b66\u751f\u3068\u3044\u308d\u3044\u308d\u3084\u308b\u306e\u3082\u7570\u5206\u91ce\u5171\u540c\u4f5c\u696d\u3060\u300d\u3068\u3044\u3046\u30b3\u30e1\u30f3\u30c8\u304c\u79c0\u9038\u3067\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n\u53c2\u8003\u6587\u732e<br \/>\n1)\u00a0\u00a0\u00a0 2013\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(\u7b2c27\u56de)<br \/>\nhttp:\/\/2013.conf.ai-gakkai.or.jp\/<br \/>\n&nbsp;<\/p>\n<div>\n<p align=\"center\"><b>\u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/b><b><\/b><\/p>\n<\/div>\n<div align=\"center\">\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u00a0<\/b><b>\u5831\u544a\u8005\u6c0f\u540d<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u798f\u5cf6\u4e9c\u68a8\u82b1<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">Conference Report<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u8457\u8005<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u798f\u5cf6\u4e9c\u68a8\u82b1, \u5ee3\u5b89\u77e5\u4e4b, \u6a2a\u5185\u4e45\u731b<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u4e3b\u50ac<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u533b\u7642\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u7814\u7a76\u5ba4<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u8b1b\u6f14\u4f1a\u540d<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u4f1a\u5834<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u5bcc\u5c71\u56fd\u969b\u4f1a\u8b70\u5834<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u958b\u50ac\u65e5\u7a0b<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">2013\/06\/04-2013\/06\/07<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div>\n&nbsp;\n<\/div>\n<p>&nbsp;<br \/>\n1. \u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30<br \/>\n2013\/06\/04\u304b\u30892013\/06\/07\u306b\u304b\u3051\u3066\uff0c\u5bcc\u5c71\u56fd\u969b\u4f1a\u8b70\u5834\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u7b2c27\u56de\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u5168\u56fd\u5927\u4f1a(1)\u306b\u53c2\u52a0\u3055\u305b\u3066\u9802\u304d\u307e\u3057\u305f\uff0e\u3053\u306e\u5927\u4f1a\u306f\uff0c\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u306b\u3088\u3063\u3066\u4e3b\u50ac\u3055\u308c\u305f\u7814\u7a76\u4f1a\u3067\uff0c\u5b66\u751f\u3068\u4f01\u696d\uff0c\u6559\u6388\u306e\u65b9\u3005\u304c\u53c2\u52a0\u3055\u308c\uff0c\u4eca\u5f8c\u306e\u4eba\u5de5\u77e5\u80fd\u306e\u6d3b\u6027\u5316\u3092\u56f3\u308b\u305f\u3081\u306e\u767a\u8868\u30fb\u8b70\u8ad6\u3092\u884c\u3044\uff0c\u4eba\u5de5\u77e5\u80fd\u3092\u4f7f\u3063\u305f\u4eca\u5f8c\u306e\u793e\u4f1a\u306b\u5bfe\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u77e5\u308b\u3053\u3068\u3092\u76ee\u7684\u306b\u958b\u50ac\u3055\u308c\u3066\u3044\u307e\u3059\uff0e<br \/>\n\u79c1\u306f\u5168\u65e5\u7a0b\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4ed6\u306b\u5ee3\u5b89\u5148\u751f\uff0c\u7530\u4e2d\u3055\u3093\u304c\u53c2\u52a0\u3055\u308c\u307e\u3057\u305f\uff0e\u307e\u305f\uff0cISDL\u306e\u5352\u696d\u751f\u3067\u3042\u308b8\u671f\u751f\u306e\u677e\u6751\u3055\u3093\u304c\u53c2\u52a0\u3055\u308c\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n2. \u7814\u7a76\u767a\u8868<br \/>\n2.1. \u767a\u8868\u6982\u8981<br \/>\n\u79c1\u306f6\u65e5\u306e9\u6642\u304b\u308911\u6642\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u300c\u8133\u79d1\u5b66\u3068AI\u300d\u306b\u53c2\u52a0\u81f4\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<br \/>\n\u4eca\u56de\u306e\u767a\u8868\u306f\uff0c\u300c\u8133\u8840\u6d41\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u90e8\u5206\u62bd\u51fa\u3001\u304a\u3088\u3073\u795e\u7d4c\u6d3b\u52d5\u306e\u6642\u9593\u7684\u9077\u79fb\u540c\u5b9a\u6cd5\u306e\u63d0\u6848\u3068\u691c\u8a0e\u300d\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u3067\u767a\u8868\u81f4\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u5185\u5bb9\u306f\uff0cfunctional Near-infrared Spectroscopy\u88c5\u7f6e\u3067\u8a08\u6e2c\u3055\u308c\u305f\u8907\u6570\u306e\u8133\u8840\u6d41\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u304b\u3089\u672a\u77e5\u306e\u985e\u4f3c\u90e8\u5206\u3092\u9ad8\u901f\u3067\u62bd\u51fa\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\uff0e\u4ee5\u4e0b\u306b\u6284\u9332\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">In this paper, we proposed the algorithm extracting similar parts from two di\ufb00erent time-series data of cerebral blood \ufb02ow. The proposed algorithm extracts not only exactly the same parts but also the similar parts with a few di\ufb00erences, since time-series data of cerebral blood \ufb02ow is supposed to be a\ufb00ected by various factors. The proposed algorithm also extracts the similar parts that have the gap of time. In the proposed algorithm, there are two steps. Firstly, each of two di\ufb00erent time-series data of cerebral blood \ufb02ow is vectorized. Secondly, two vectors from each of the data are evaluated by the cosine similarities and the similar parts which are found in the both of the data are extracted using the Smith Waterman method. The e\ufb00ectiveness of the proposed algorithm was discussed and evaluated through numerical experiments.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<br \/>\n2.2. \u8cea\u7591\u5fdc\u7b54<br \/>\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<br \/>\n&nbsp;<br \/>\n<b>\u30fb\u8cea\u554f\u5185\u5bb9<\/b><b>1<\/b><br \/>\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\u2460\u6642\u9593\u9077\u79fb\u304c\u3042\u308b\u30c7\u30fc\u30bf\u3067\u3082\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u6709\u52b9\u3067\u3042\u308b\u306e\u304b\u3001\u2461\u6642\u9593\u306e\u5727\u7e2e\u3068\u7e2e\u5c0f\u306b\u306f\u307e\u3060\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u306e\u304b\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u79c1\u306e\u56de\u7b54\u306f\u3001\u2460\u6642\u9593\u7684\u9077\u79fb\u304c\u3042\u308b\u30c7\u30fc\u30bf\u3067\u3042\u3063\u3066\u3082\u985e\u4f3c\u90e8\u5206\u3092\u629c\u304d\u51fa\u3059\uff0c\u2461\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u4e0a\u5b9f\u88c5\u53ef\u80fd\u3067\u3042\u308b\u304c\u73fe\u6bb5\u968e\u3067\u306f\u691c\u8a0e\u3067\u304d\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e<br \/>\n<b>\u30fb\u8cea\u554f\u5185\u5bb9<\/b><b>2<\/b><br \/>\n\u548c\u6b4c\u5c71\u5927\u5b66\u6240\u5c5e\u306e\u5148\u751f\u304b\u3089\u306e\u8cea\u554f\u3067\u3057\u305f\uff0e\u8cea\u554f\u5185\u5bb9\u306f\uff0c\u5468\u6ce2\u6570\u7a7a\u9593\u3067\u306e\u985e\u4f3c\u6027\u306e\u6bd4\u8f03\u306f\u3057\u306a\u3044\u306e\u304b\uff0e\u8a18\u53f7\u5316\u3057\u3066\u30de\u30c3\u30c1\u30f3\u30b0\u3059\u308b\u5834\u5408\uff0c\u52d5\u7684\u8a08\u753b\u6cd5\u3068\u306e\u6bd4\u8f03\u3082\u91cd\u8981\u3060\u3068\u601d\u3044\u307e\u3059\u3068\u3044\u3046\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u9802\u304d\u307e\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u3067\u3059\u304c\uff0c\u5468\u6ce2\u6570\u89e3\u6790\u3067\u306f\u6642\u7cfb\u5217\u60c5\u5831\u3092\u5931\u3046\u306e\u3067\u6642\u9593\u7684\u9077\u79fb\u3092\u8ffd\u8de1\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3068\uff0cSmith Waterman\u6cd5\u306f\u52d5\u7684\u8a08\u753b\u6cd5\u306e\u4e00\u7a2e\u3067\u3042\u308b\u3053\u3068\u3092\u56de\u7b54\u3055\u305b\u3066\u9802\u304d\u307e\u3057\u305f\uff0e<br \/>\n<b>\u30fb\u8cea\u554f\u5185\u5bb9<\/b><b>3<\/b><br \/>\n\u8cea\u554f\u8005\u306e\u6c0f\u540d\u3092\u63a7\u3048\u640d\u306d\u3066\u3057\u307e\u3044\u307e\u3057\u305f\uff0e\u4f55\u6545Smith Waterman\u6cd5\u3092\u9078\u3093\u3060\u306e\u304b\u3068\u3044\u3046\u3053\u3068\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u306f\uff0cGPGPU\u306b\u3088\u308b\u4e26\u5217\u51e6\u7406\u3067\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3067\u304d\u308b\u305f\u3081\u306e\u56de\u7b54\u3055\u305b\u3066\u9802\u304d\u307e\u3057\u305f\uff0e<br \/>\n<b>\u30fb\u8cea\u554f\u5185\u5bb9<\/b><b>4<\/b><br \/>\n\u8cea\u554f\u8005\u306e\u6c0f\u540d\u3092\u5c0b\u306d\u640d\u306d\u3066\u3057\u307e\u3044\u307e\u3057\u305f\uff0e\u6642\u9593\u5dee\u306f\u3069\u306e\u304f\u3089\u3044\u307e\u3067\u8a31\u5bb9\u3059\u308b\u304b\uff0e\u767a\u8868\u3057\u305f\u30c7\u30fc\u30bf\u3067\u306f10\u79d2\u96e2\u308c\u3066\u3044\u308b\u304c\u540c\u3058\u5f62\u306f\u3069\u3046\u89e3\u91c8\u3059\u308b\u306e\u304b\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u306f\uff0c\u73fe\u5728\u691c\u8a0e\u4e2d\u3067\u3042\u308b\u304c\uff0c\u767a\u8868\u3057\u305f\u30c7\u30fc\u30bf\u306f\u898b\u3084\u3059\u3044\u3088\u3046\u306b\u9593\u9694\u3092\u8a71\u3057\u3066\u3044\u308b\u3068\u7b54\u3048\u3055\u305b\u3066\u9802\u304d\u307e\u3057\u305f\uff0e<br \/>\n<b>\u30fb\u8cea\u554f\u5185\u5bb9<\/b><b>5<\/b><br \/>\n\u8cea\u554f\u8005\u306e\u540d\u524d\u3092\u63a7\u3048\u640d\u306d\u307e\u3057\u305f\uff0e\u30b9\u30d1\u30a4\u30af\u306e\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u51fa\u3059\u308b\u306e\u306b\u4f3c\u3066\u3044\u308b\u306e\u3067\u306f\u3068\u3044\u3046\u8cea\u554f\u3067\u3057\u305f\u304c\uff0c\u30b9\u30d1\u30a4\u30af\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u5834\u5408\uff0c\u9ad8\u5468\u6ce2\u6210\u5206\u3092\u62bd\u51fa\u3059\u308b\u624b\u6cd5\u3067\uff0c\u63d0\u6848\u624b\u6cd5\u306f\u4f4e\u5468\u6ce2\u6210\u5206\u3092\u62bd\u51fa\u3059\u308b\u624b\u6cd5\u3067\u3042\u308b\u3068\u56de\u7b54\u81f4\u3057\u307e\u3057\u305f\uff0e<br \/>\n<b>\u30fb\u8cea\u554f\u5185\u5bb9<\/b><b>6<\/b><br \/>\n\u8cea\u554f\u8005\u306e\u6c0f\u540d\u3092\u63a7\u3048\u640d\u306d\u3066\u3057\u307e\u3044\u307e\u3057\u305f\uff0e\u9ad8\u5468\u6ce2\u6210\u5206\u306b\u5f31\u3044\u304c\u4f55\u70b9\u304b\u98db\u3070\u3057\u985e\u4f3c\u90e8\u5206\u3092\u307f\u308c\u3070\u9ad8\u5468\u6ce2\u6210\u5206\u306e\u5f71\u97ff\u3092\u30af\u30ea\u30a2\u3067\u304d\u308b\u306e\u3067\u306f\u3068\u3044\u3046\u8cea\u554f\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u306f\u305d\u306e\u3088\u3046\u306a\u691c\u8a0e\u3092\u4eca\u5f8c\u884c\u3063\u3066\u3044\u304f\u3068\u56de\u7b54\u81f4\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n2.3. \u611f\u60f3<br \/>\n\u4eca\u56de\u306e\u767a\u8868\u3067\u306f\uff0c\u521d\u3081\u3066\u60c5\u5831\u7cfb\u306e\u5b66\u4f1a\u3067\u767a\u8868\u3055\u305b\u3066\u9802\u304d\u307e\u3057\u305f\uff0e\u300c\u8133\u79d1\u5b66\u3068AI\u300d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306f\u4f01\u696d\u306e\u7814\u7a76\u8005\u306e\u65b9\u304c\u975e\u5e38\u306b\u591a\u304f\uff0c\u5927\u5909\u8208\u5473\u6df1\u3044\u610f\u898b\u306a\u3069\u3082\u305f\u304f\u3055\u3093\u805e\u304f\u3053\u3068\u304c\u3067\u304d\uff0c\u81ea\u8eab\u306e\u6210\u9577\u306b\u7e4b\u304c\u308b\u826f\u3044\u6a5f\u4f1a\u3067\u3042\u3063\u305f\u3068\u601d\u3044\u307e\u3059\uff0e\u307e\u305f\uff0c\u4eca\u56de\u81ea\u8eab\u306e\u8003\u3048\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u767a\u8868\u3067\u3042\u3063\u305f\u305f\u3081\uff0c\u81ea\u8eab\u306e\u8003\u3048\u3092\u5982\u4f55\u306b\u4e0a\u624b\u304f\u4f1d\u3048\u308b\u304b\u304c\u304c\u7126\u70b9\u3067\u3042\u3063\u305f\u3068\u601d\u3044\u307e\u3059\u304c\uff0c\u305d\u306e\u96e3\u3057\u3055\u3092\u4f53\u611f\u3067\u304d\u305f\u3053\u3068\u306f\u826f\u304b\u3063\u305f\u3068\u601d\u3044\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n3. \u8074\u8b1b<br \/>\n\u4eca\u56de\u306e\u8b1b\u6f14\u4f1a\u3067\u306f\uff0c\u4e0b\u8a18\u306e5\u4ef6\u306e\u767a\u8868\u3092\u8074\u8b1b\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u591a\u4eba\u6570\u53c2\u52a0\u578b\u306e\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u306e\u305f\u3081\u306e\u5408\u610f\u5f62\u6210\u652f\u63f4\u30b7\u30b9\u30c6\u30e0Collagree\u306e\u8a66\u4f5c\u3068\u8a55\u4fa1\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u4f0a\u85e4\u5b5d\u884c\uff0c\u5965\u6751\u547d\uff0c\u4f0a\u85e4\u5b5d\u7d00\uff0c\u79c0\u5cf6\u6804\u4e09\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a AI\u5fdc\u7528<br \/>\nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a The systems such as Twitter or Facebook that support users to share opinions and ideas have been used very widely. Although these systems enable people to share opinons and ideas, they do not support to converge the opinions or make agreements. On the other hand in the \ufb01elds on city planning or public policy making, the workshops among civilians are very active as the e\ufb00ective methodology to gather opinions or ideas and converge them or make agreements on improving the public policy or city planning. In general, in these workshops, to proceed the discussion smoothly, the limited number of experts tend to lead the discussion process and lead to converge opinions and ideas. Such leading by experts sometime can not be agreed by civilians. Also because of the physical limitations, like the time, the number of participants, and the distance to the place, people are facing the issue about the cost to held these workshops. It has been required to have an open workshop support system that enables people to easily participate with less physical limitations. Thus, we implemented a consensus building support system called Collagree to satisfy these requirements. In this paper, we present an implementation of Collagree and the results on a large scale experimentation about improving the city sightseeing in Nagoya. The results demonstrate that Collagree enables users to easily participate when they want, and is useful to gather novel ideas for the sightseeing in Nagoya.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u306f\u3044\u3064\u3067\u3082\u3069\u3053\u3067\u3082\u8b70\u8ad6\u304c\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u8a66\u4f5c\u3068\u305d\u306e\u8a55\u4fa1\u3067\u3057\u305f\uff0e\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u30b7\u30b9\u30c6\u30e0\u304c\u8b70\u8ad6\u306b\u3064\u3044\u3066\u30b3\u30e1\u30f3\u30c8\u304b\u3089\u8cdb\u6210\uff0c\u53cd\u5bfe\u3092\u8a55\u4fa1\u3067\u304d\u308b\u3053\u3068\uff0c\u30ad\u30fc\u30ef\u30fc\u30c9\u3084\u30bf\u30d6\u3092\u8b70\u8ad6\u304b\u3089\u62bd\u51fa\u3057\u30dd\u30b8\u30c6\u30a3\u30d6\u306a\u610f\u898b\u304c\u591a\u3044\u306e\u304b\uff0c\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u610f\u898b\u304c\u591a\u3044\u306e\u304b\u3092\u4ed8\u5c5e\u3059\u308b\u3053\u3068\u3067\u3057\u305f\uff0e\u793e\u4f1a\u5de5\u5b66\u306e\u5206\u91ce\u3067\u306f\u5fc5\u305a\u30d5\u30a1\u30b7\u30ea\u30c6\u30fc\u30bf\u304c\u3044\u308b\u3053\u3068\u3092\u53c2\u8003\u306b\uff0c\u30d5\u30a1\u30b7\u30ea\u30c6\u30fc\u30bf\u3092\u3064\u3051\u308b\u3053\u3068\u3092\u3057\u307e\u3057\u305f\uff0e \u9762\u767d\u3044\u3068\u601d\u3063\u305f\u306e\u306f\u793e\u4f1a\u5b9f\u9a13\u306b\u304a\u3051\u308b\u300c\u540d\u53e4\u5c4b\u306e\u958b\u767a\u300d\u3068\u3044\u3046\u8b70\u8ad6\u306b\u4e00\u756a\u8208\u5473\u3092\u6301\u3063\u3066\u3044\u308b\u306e\u306f40\u4ee3\u306e\u7537\u6027\u3060\u3068\u3044\u3046\u3053\u3068\u3067\u3057\u305f\uff0e\u8b70\u8ad6\u306e\u69cb\u9020\u5316\u306f\u96e3\u3057\u3044\u3068\u601d\u3044\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u77e5\u7684\u7167\u660e\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u57f7\u52d9\u8005\u306e\u8996\u91ce\u5185\u8f1d\u5ea6\u5206\u5e03\u3092\u8003\u616e\u3057\u305f\u7167\u660e\u5236\u5fa1\u624b\u6cd5\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u4e09\u6728\u5149\u7bc4\uff0c\u6c60\u4e0a\u4e45\u5178\uff0c\u6c5f\u898b\u660e\u5f66\uff0c\u6771\u967d\u5e73\uff0c\u698a\u539f\u4f51\u6a39\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a AI\u5fdc\u7528<br \/>\nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a We research and develop an intelligent lighting system to improve o\ufb03ce workers comfort and to reduce the power consumption. We have introduced the intelligent lighting system to realize individual lighting environments into real o\ufb03ce environments. On the other hand, recently luminance-based designs have been signi\ufb01cant. The study hence proposes a new algorithm to automatically decide target illuminance based on brightness distribution on each worker\u2019s viewing. We aim to improve each worker\u2019s confort and usability.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u3092\u7740\u76ee\u3057\u305f\u306e\u306f\u77e5\u7684\u7167\u660e\u30b7\u30b9\u30c6\u30e0\u306e\u7814\u7a76\u3060\u304b\u3089\u3067\u3059\uff0e\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u5929\u4e95\u7167\u660e\u306e\u307f\u3067\u57f7\u52d9\u8005\u306e\u6700\u9069\u306a\u660e\u308b\u3055\u3092\u63d0\u4f9b\u3057\u307e\u3059\uff0e\u5177\u4f53\u7684\u306b\u306f\uff0c\u6d88\u8cbb\u96fb\u529b\u3068\u57f7\u52d9\u8005\u304c\u6c42\u3081\u308b\u8f1d\u5ea6\u3092\u8a2d\u8a08\u5909\u6570\u3068\u3057\u76ee\u7684\u95a2\u6570\u3092\u6700\u5c0f\u5316\u3059\u308b\u3053\u3068\u3067\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\uff0e\u5b9f\u8a3c\u5b9f\u9a13\u307e\u3067\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u6bb5\u968e\u304c\u884c\u3063\u3066\u3044\u308b\u306e\u304c\u7d20\u6674\u3089\u3057\u3044\u306a\u3068\u601d\u3044\u307e\u3057\u305f\uff0e\u3057\u304b\u3057\u6700\u9069\u5316\u3092\u884c\u3046\u969b\u306b\u7e70\u308a\u8fd4\u3057\u8f1d\u5ea6\u3092\u5909\u5316\u3055\u305b\u308b\u306e\u306f\u57f7\u52d9\u8005\u306b\u3068\u3063\u3066\u75b2\u52b4\u306e\u84c4\u7a4d\u306b\u306f\u306a\u3089\u306a\u3044\u306e\u3060\u308d\u3046\u304b\u3068\u601d\u3044\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u77e5\u7684\u7167\u660e\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u5149\u6e29\u5ea6\u30fb\u8272\u6e29\u5ea6\u9023\u52d5\u578b\u7167\u660e\u306e\u52b9\u679c\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u4e09\u6728\u5149\u7bc4\uff0c\u672c\u8c37\u967d\uff0c\u9577\u91ce\u6b63\u55e3\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a AI\u5fdc\u7528<br \/>\nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a We has been conducting research on Intelligent Lighting System which provides illuminance appropriate for o\ufb03ce worker\u2019s needs. Currently, the verication experiments of this system is conducted in actual o\ufb03ces. Although this system is able to provides an appropriate illuminance and color temperature by incorporating chroma sensor, this system is controlled without chroma sensor at the verication experiments because chroma sensor is expensive. Moreover, when setting illuminance and color temperature, selecting the illuminance as well as a color temperature suitable for that illuminance may be di\ufb03cult for users . Thus, we propose Intelligent Lighting System which be able to achieve individual illuminance and color tem- perature averagely preferred by users for that illuminance without chroma sensor. we aim to introduce Intelligent Lighting System at low cost, and improve the level of comfort for workers in an o\ufb03ce by simplifying the operations of setting target illuminance and target color temperature.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u3067\u7740\u76ee\u3057\u305f\u306e\u306f\u77e5\u7684\u7167\u660e\u30b7\u30b9\u30c6\u30e0\u306e\u7814\u7a76\u3060\u304b\u3089\u3067\u3059\uff0e\u77e5\u7684\u751f\u7523\u6027\u306e\u5411\u4e0a\u306e\u305f\u3081\u306b\u5149\u6e29\u5ea6\u3068\u8272\u6e29\u5ea6\u3092\u9023\u52d5\u3057\u3066\u5236\u5fa1\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u7814\u7a76\u3067\u3057\u305f\uff0e\u767a\u8868\u5185\u5bb9\u306f\u3001\u77e5\u7684\u751f\u7523\u6027\u306e\u5411\u4e0a\u306e\u305f\u3081\u306b\u767a\u8868\u8005\u81ea\u8eab\u304c\u8003\u3048\u305f\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u73fe\u3057\u305f\u3060\u3051\u3067\uff0c\u4eca\u5f8c\u5b9f\u969b\u306b\u77e5\u7684\u751f\u7523\u6027\u304c\u5411\u4e0a\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u3069\u306e\u3088\u3046\u306b\u8a55\u4fa1\u3059\u308b\u306e\u304b\u6c17\u306b\u306a\u308a\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1aBest of both worlds: Integration of EEG and survey data for TV commercial evaluation\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Bertin Mathieu\uff0c\u5b89\u677e \u5065\uff0c\u8c37\u7530 \u6cf0\u90ce\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u8133\u79d1\u5b66\u3068AI<br \/>\nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Current evaluation methods of TV advertisements can be grouped into two categories. Classical methods involve a survey or interview where the viewer reports his subjective experience after diffusion of an ad. Newer methods, based on neuroscience tools, extract objective information of a viewer\u2019s brain response during the advertisement screening. We propose in this paper a statistical model for integration of those two complementary outputs.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u3067\u7740\u76ee\u3057\u305f\u306e\u306f\u30cb\u30e5\u30fc\u30ed\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3068\u3044\u3046\u8a00\u8449\u306b\u5fc3\u9b45\u304b\u308c\u305f\u304b\u3089\u3067\u3059\uff0e\u5ba2\u89b3\u7684\u60c5\u5831\u3067\u3042\u308b\u8133\u6ce2\u3068\u4e3b\u89b3\u7684\u60c5\u5831\u3067\u3042\u308b\u30a2\u30f3\u30b1\u30fc\u30c8\u306e\u7d50\u679c\u3092\u7d71\u5408\u3059\u308b\u7814\u7a76\u3067\u3057\u305f\uff0e \u3069\u306e\u3088\u3046\u306a\u523a\u6fc0\u304c\u3069\u306e\u3088\u3046\u306a\u611f\u60c5\u3092\u4e0e\u3048\u308b\u304b\u3092\u5236\u5fa1\u53ef\u80fd\u304b\u3082\u3057\u308c\u306a\u3044\u3068\u3044\u3046\u3068\u3053\u308d\u306f\u9762\u767d\u3044\u3068\u601d\u3044\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u30ea\u30a2\u30eb\u30c7\u30fc\u30bf\u3078\u306e\u5fdc\u7528\u306f\u307e\u3060\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3057\u305f\u304c\uff0c\u524d\u63d0\u6761\u4ef6\u304c\u591a\u3059\u304e\u3066\u5b9f\u969b\u306b\u6d3b\u7528\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u306f\u5225\u3067\u3042\u308b\u3068\u601d\u3044\u307e\u3059\uff0e<br \/>\n&nbsp;<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">\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\u8457\u8005\u60c5\u5831\u5bfe\u5fdc\u4ed8\u3051\u3068\u305d\u306e\u7de8\u96c6\u652f\u63f4 \u6a5f\u80fd\u306e\u63d0\u6848\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\uff0c\u4e2d\u6751 \u65e9\u7d00\u3001\u5897\u7530 \u82f1\u5b5d\uff0c\u5c71\u7530 \u525b\u4e00\uff0c\u6e05\u7530 \u967d\u53f8\uff0c\u4e2d\u5ddd \u88d5\u5fd7<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u77e5\u8b58\u306e\u5229\u7528\u3068\u5171\u67092<br \/>\nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1aBibliographic databases are provided as web services from various agencies. Since entities (e.g., persons, books, and papers) are not linked across other databases, users need to repeat searches at each database. This paper propose a method for mapping entities across databases using MediaWiki, and then propose a method to support editing by micro-volunteer.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Wiki\u3068\u3044\u3046\u8a00\u8449\u306b\u8208\u5473\u3092\u3082\u3063\u3066\u8074\u8b1b\u3055\u305b\u3066\u9802\u304d\u307e\u3057\u305f\uff0e\u767a\u8868\u5185\u5bb9\u306f\u30c7\u30fc\u30bf\u306b\u95a2\u9023\u4ed8\u3051\u3092\u3059\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u30de\u30a4\u30af\u30ed\u30dc\u30e9\u30f3\u30c6\u30a3\u30a2\u306e\u4eba\u3005\u306b\u7de8\u96c6\u3055\u305b\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e\u6700\u521d\u306e\u5370\u8c61\u3067\u306fLinked Open Data\u3092\u5f77\u5f7f\u3068\u3055\u305b\u307e\u3057\u305f\uff0e\u305d\u306e\u3088\u3046\u306a\u610f\u5473\u3067\u306f\u4ed6\u306e\u30c7\u30fc\u30bf\u306e\u95a2\u9023\u6027\u3068\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308a\uff0c\u4fe1\u983c\u6027\u306e\u9762\u3067\u975e\u5e38\u306b\u96e3\u3057\u3044\u554f\u984c\u3067\u3042\u308b\u3068\u601d\u3044\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n\u53c2\u8003\u6587\u732e<br \/>\n1)\u00a0\u00a0\u00a0 http:\/\/2013.conf.ai-gakkai.or.jp\/<\/p>\n","protected":false},"excerpt":{"rendered":"<p>2013\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a \u5168\u56fd\u5927\u4f1a\u306f\u3000\uff12\uff10\uff11\uff13\u5e74\uff16\u6708\uff14\u65e5\uff5e\uff17\u65e5\u306e\u65e5\u7a0b\u3067\u5bcc\u5c71\u5e02\uff08\u5bcc\u5c71\u56fd\u969b\u4f1a\u8b70\u5834\u4ed6\uff09\u3067\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u3002 \u7814\u7a76\u5ba4\u304b\u3089\u306f \u8133\u8840\u6d41\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e \u985e\u4f3c\u90e8\u5206\u62bd\u51fa\u3001\u304a\u3088\u3073\u795e\u7d4c\u6d3b\u52d5\u306e\u6642 \u9593 \u7684\u9077\u79fb\u540c\u5b9a\u6cd5\u306e\u63d0\u6848\u3068\u691c\u8a0e \u798f\u5cf6 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/is.doshisha.ac.jp\/news\/?p=1544\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u3010\u901f\u5831\u30112013\u5e74\u5ea6\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a \u5168\u56fd\u5927\u4f1a (\u7b2c27\u56de)&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9,3],"tags":[],"class_list":["post-1544","post","type-post","status-publish","format-standard","hentry","category-9","category-3"],"_links":{"self":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts\/1544","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=1544"}],"version-history":[{"count":0,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts\/1544\/revisions"}],"wp:attachment":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1544"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1544"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1544"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}