{"id":1228,"date":"2012-12-16T23:46:20","date_gmt":"2012-12-16T14:46:20","guid":{"rendered":"http:\/\/www.is.doshisha.ac.jp\/news\/?p=1228"},"modified":"2012-12-16T23:46:20","modified_gmt":"2012-12-16T14:46:20","slug":"%e3%80%90%e9%80%9f%e5%a0%b1%e3%80%91%e9%80%b2%e5%8c%96%e8%a8%88%e7%ae%97%e3%82%b7%e3%83%b3%e3%83%9d%e3%82%b8%e3%82%a6%e3%83%a0%ef%bc%92%ef%bc%90%ef%bc%91%ef%bc%92","status":"publish","type":"post","link":"https:\/\/is.doshisha.ac.jp\/news\/?p=1228","title":{"rendered":"\u3010\u901f\u5831\u3011\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\uff12\uff10\uff11\uff12"},"content":{"rendered":"<p>\u5ee3\u5b89\u304c\u3001\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u306e\u5b66\u4f1a\u9577\u3068\u3057\u3066\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\u3002<br \/>\n\u307e\u305f\u3001\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4e0b\u8a18\u306e4\u4ef6\u306e\u767a\u8868\u3092\u3057\u307e\u3057\u305f\u3002<br \/>\nS1-9. \u89d2\u819c\u5185\u76ae\u7d30\u80de\u753b\u50cf\u306b\u304a\u3051\u308bGP \u3092\u5229\u7528\u3057\u305f\u7d30\u80de\u9818\u57df\u5206\u5272\u306e\u30eb\u30fc\u30eb\u62bd\u51fa\u306e\u63d0\u6848\u3068\u8a55\u4fa1<br \/>\n\u95a2\u8c37\u99ff\u4ecb, \u6a2a\u5185\u4e45\u731b, \u5c0f\u6cc9\u7bc4\u5b50, \u5965\u6751\u76f4\u6bc5, \u5ee3\u5b89\u77e5\u4e4b\uff08\u540c\u5fd7\u793e\u5927\u5b66\uff09<br \/>\nS1-14. fMRI \u306b\u3088\u308b\u751f\u4f53\u60c5\u5831\u3092\u7528\u3044\u305f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u691c\u8a0e<br \/>\n\u7530\u4e2d\u7f8e\u91cc, \u5ee3\u5b89\u77e5\u4e4b, \u4e09\u6728\u5149\u7bc4, \u6a2a\u5185\u4e45\u731b<br \/>\nS3-9. \u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u305f\u3081\u306e\u4e26\u5217\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af: GAROP<br \/>\n\u5c71\u4e2d\u4eae\u5178, \u5ee3\u5b89\u77e5\u4e4b, \u4e09\u6728\u5149\u7bc4\uff08\u540c\u5fd7\u793e\u5927\u5b66\uff09, \u5409\u898b\u771f\u8061\uff08\u96fb\u6c17\u901a\u4fe1\u5927\u5b66\uff09<br \/>\nS4-14. \u9078\u597d\u60c5\u5831\u306b\u57fa\u3065\u304fMOEA\/D \u306e\u691c\u8a0e\uff0a<br \/>\n\u5e03\u5ddd\u5c06\u6765\u4eba, \u6e21\u9089\u771f\u4e5f\uff08\u5ba4\u862d\u5de5\u696d\u5927\u5b66\uff09, \u6a2a\u5185\u4e45\u731b, \u5ee3\u5b89\u77e5\u4e4b\uff08\u540c\u5fd7\u793e\u5927\u5b66\uff09<br \/>\n<!--more--><\/p>\n<div>\n<p align=\"center\"><strong>\u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><strong><\/strong><\/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\"><strong>\u00a0<\/strong><strong>\u5831\u544a\u8005\u6c0f\u540d<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"373\">\u7530\u4e2d\u7f8e\u91cc<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><strong>\u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"373\">fMRI\u306b\u3088\u308b\u751f\u4f53\u60c5\u5831\u3092\u7528\u3044\u305f\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e<br \/>\n\u691c\u8a0e<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><strong>\u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"373\">Discussion of interactive Genetic Algorithms using<br \/>\nphysiological information by functional Magnetic<br \/>\nResonance Imaging<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><strong>\u8457\u8005<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"373\">\u7530\u4e2d\u7f8e\u91cc\uff0c\u5ee3\u5b89\u77e5\u4e4b\uff0c\u4e09\u6728\u5149\u7bc4\uff0c\u6a2a\u5185\u4e45\u731b<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><strong>\u4e3b\u50ac<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"373\">\u9032\u5316\u8a08\u7b97\u5b66\u4f1a<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><strong>\u8b1b\u6f14\u4f1a\u540d<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"373\">\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02012<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><strong>\u4f1a\u5834<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"373\">\u9577\u91ce\u770c\u8efd\u4e95\u6ca2\u5e02 \u30db\u30c6\u30eb\u30de\u30ed\u30a6\u30c9\u8efd\u4e95\u6ca2<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><strong>\u958b\u50ac\u65e5\u7a0b<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"373\">2012\/12\/15-2012\/12\/16<\/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 \/>\n2012\/12\/15\u304b\u30892012\/12\/16\u306b\u304b\u3051\u3066\uff0c\u9577\u91ce\u770c\u8efd\u4e95\u6ca2\u5e02\u3067\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02012\u306b\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u79c1\u4ee5\u5916\u306b\uff0c\u5ee3\u5b89\u5148\u751f\uff0c\u5c71\u4e2d\uff0c\u5e03\u5ddd\uff0c\u95a2\u8c37\u306e5\u540d\u304c\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u306f\uff0c\u5ee3\u5b89\u5148\u751f\u304c\u4eca\u5e74\u306e10\u6708\u3088\u308a\u4f1a\u9577\u3092\u52d9\u3081\u3089\u308c\uff0c\u65e5\u672c\u306e\u9032\u5316\u8a08\u7b97\u7814\u7a76\u306e\u95a2\u4fc2\u8005\u306e\u307b\u3068\u3093\u3069\u304c\u53c2\u52a0\u3057\u3066\u3044\u308b\u5b66\u4f1a\u3068\u306a\u308a\u307e\u3059\uff0e\u672c\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u306f\u305d\u306e\u5e74\u6b21\u7dcf\u4f1a\u3082\u884c\u308f\u308c\uff0c\u591a\u304f\u306e\u7814\u7a76\u8005\u304c\u53c2\u52a0\u3057\uff0c\u975e\u5e38\u306b\u6fc3\u3044\u8b70\u8ad6\u304c\u3067\u304d\u308b\u5834\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3059\uff0e<br \/>\n\u307e\u305f\uff0c\u672c\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3068\u4f75\u8a2d\u3057\u307e\u3057\u3066\uff0c2012\/12\/16\u304b\u30892012\/12\/17\u306b\u304b\u3051\u3066\u300c\u5b9f\u554f\u984c\u306e\u305f\u3081\u306e\u591a\u76ee\u7684\u8a2d\u8a08\u63a2\u67fb\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d72012\u300d\u304c\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\uff0e\u5b9f\u969b\u306b\u4f01\u696d\u3067\u9032\u5316\u8a08\u7b97\u3092\u4f7f\u3063\u3066\u88fd\u54c1\u306e\u8a2d\u8a08\u3092\u884c\u3063\u3066\u3044\u308b\u30b1\u30fc\u30b9\u306e\u7d39\u4ecb\u306a\u3069\uff0c\u666e\u6bb5\u306a\u304b\u306a\u304b\u898b\u3048\u306a\u3044\u4f01\u696d\u3067\u306e\u9032\u5316\u8a08\u7b97\u306e\u6d3b\u7528\u6cd5\u306b\u3064\u3044\u3066\u89e6\u308c\u3089\u308c\u308b\u6a5f\u4f1a\u3068\u306a\u3063\u3066\u304a\u308a\uff0c\u5ee3\u5b89\u5148\u751f\u3068\u7530\u4e2d\u304c\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n2. \u7814\u7a76\u767a\u8868<br \/>\n2.1. \u767a\u8868\u6982\u8981<br \/>\n\u79c1\u306f15\u65e5\u306e\u6700\u521d\u306e\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e\u6700\u521d\u306b2\u5206\u9593\u306e\u30d5\u30e9\u30c3\u30b7\u30e5\u30c8\u30fc\u30af\u304c\u884c\u308f\u308c\u305f\u5f8c\uff0c40\u5206\u9593\u306e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3068\u3044\u3046\u6d41\u308c\u306b\u306a\u3063\u3066\u304a\u308a\u307e\u3059\uff0e<br \/>\n\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\">\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u4eba\u9593\u306e\u9078\u597d\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u5bfe\u8c61\u3092\u6700\u9069\u5316\u3059\u308b\u624b\u6cd5\u3067\u3042\u308a\uff0c\u30e6\u30fc\u30b6\u306e\u9078\u597d\u306e\u6700\u9069\u70b9\u3084\u9078\u597d\u30e2\u30c7\u30eb\u3092\u63a8\u5b9a\u3059\u308b\u624b\u6cd5\u3067\u3042\u308b\uff0e\u3053\u306e\u5bfe\u8a71\u578b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u6700\u9069\u5316\u306e\u904e\u7a0b\u306b\u304a\u3044\u3066\uff0c\u5404\u500b\u4f53\u306b\u5bfe\u3059\u308b\u30e6\u30fc\u30b6\u306e\u8a55\u4fa1\u3092\u5fc5\u8981\u3068\u3059\u308b\u304c\uff0c\u30e6\u30fc\u30b6\u306e\u75b2 \u52b4\u306b\u3088\u308b\u8a55\u4fa1\u57fa\u6e96\u306e\u63fa\u308c\u3084\u524d\u5f8c\u306e\u5224\u65ad\u306a\u3069\u304c\u8a55\u4fa1\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3053\u3068\u304c\u6307\u6458\u3055\u308c\u3066\u304a\u308a\uff0c\u8a55\u4fa1\u5024\u3092\u7d76\u5bfe\u5024\u3068\u3057\u3066\uff0c\u5b89\u5b9a\u7684\u306b\u5f97\u308b\u3053\u3068\u306f\u96e3\u3057\u3044\u3068\u3055\u308c\u308b\uff0e\u305d\u3053\u3067\uff0c\u3053\u306e\u30e6\u30fc\u30b6\u306e\u8a55\u4fa1\u306b\u3064\u3044\u3066\u30e6\u30fc\u30b6\u306e\u624b\u52d5\u306e\u8a55\u4fa1\u3067\u306f\u306a\u304f\uff0c\u500b\u4f53\u8a55\u4fa1\u6642\u306e\u30e6\u30fc\u30b6\u306e\u8133\u6d3b\u52d5\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u3067\uff0c\u30e6\u30fc\u30b6\u306e\u8a55\u4fa1\u5024\u3092\u7372\u5f97\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u3064\u3044\u3066\u672c\u7814\u7a76\u3067\u306f\u63d0\u6848\u3057\u3066\u3044\u308b\uff0e\u8133\u306e\u8840\u6d41\u91cf\u5909\u5316\u304b\u3089\u6d3b\u52d5\u90e8\u4f4d\u3092\u6e2c\u5b9a\u3059\u308bfunctional Magnetic Resonance Imaging (fMRI)\u3092\u7528\u3044\u3066\u500b\u4f53\u8a55\u4fa1\u6642\u306e\u30e6\u30fc\u30b6\u306e\u8133\u6d3b\u52d5\u304b\u3089\u8a55\u4fa1\u5024\u3092\u7b97\u51fa\u3059\u308b\uff0e\u305d\u3057\u3066\u3053\u308c\u3092\u7528\u3044\u3066\u5bfe\u8a71\u578b\u6700\u9069\u5316\u3092\u884c\u3046\u3053\u3068\u3067\uff0c\u30e6\u30fc\u30b6\u306e\u8a55\u4fa1\u306b\u969b\u3059\u308b\u8ca0\u62c5\u3092\u8efd\u6e1b\u3059\u308b\u3068\u3068\u3082\u306b\uff0c\u7d76\u5bfe\u5024\u3068\u3057\u3066\u306e\u8a55\u4fa1\u5024\u3092\u53d6\u5f97\u3067\u304d\u308b\u3068\u8003\u3048\u3089\u308c\u308b\uff0e\u672c\u767a\u8868\u3067\u306f\uff0c\u63d0\u6848\u30b7\u30b9\u30c6\u30e0\u306e\u6982\u8981\u306b\u3064\u3044\u3066\u8ff0\u3079\u305f\u4e0a\u3067\uff0c\u305d\u306e\u4e88\u5099\u691c\u8a0e\u3068\u3057\u3066T\u30b7\u30e3\u30c4\u3092\u500b\u4f53\u3068\u3057\uff0c\u305d\u306e\u597d\u307f\u3092\u8a55\u4fa1\u3057\u305f\u969b\u306e\u5b9f\u9a13\u53c2\u52a0\u8005\u306e\u8133\u6d3b\u52d5\u306b\u3064\u3044\u3066\u691c\u8a3c\u3057\u305f.<\/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<strong>\u30fb\u4eca\u56de\u306e\u8b58\u5225\u7d50\u679c\u306f\u672c\u5f53\u306b\u8a55\u4fa1\u5024\u3068\u3057\u3066\u4f7f\u3048\u308b\u306e\u304b\uff1f\u8a55\u4fa1\u5024\u306e\u8133\u6d3b\u52d5\u3067\u3042\u308b\u306e\u304b\uff1f<\/strong><strong><\/strong><br \/>\n\u4e5d\u5dde\u5927\u5b66\u306e\u9ad8\u6728\u5148\u751f\u3088\u308a\u9802\u3044\u305f\u8cea\u554f\u3067\u3059\uff0e\u4eca\u56de\u8b58\u5225\u3057\u305f\u7d50\u679c\u304c\u597d\u307f\u306e\u8b58\u5225\u3067\u3042\u308b\u304b\uff0c\u305d\u308c\u3068\u3082\u8a2d\u8a08\u5909\u6570\u306b\u57fa\u3065\u304f\u77e5\u899a\u7684\u306a\u8b58\u5225\u3067\u3042\u308b\u304b\u3068\u3044\u3046\u8cea\u554f\u3067\u3057\u305f\uff0e\u9802\u3044\u3066\u5f53\u7136\u306e\u8cea\u554f\u3067\u3057\u305f\u304c\uff0c\u6642\u9593\u306e\u90fd\u5408\u3067\u3053\u308c\u306b\u56de\u7b54\u3059\u308b\u5341\u5206\u306a\u8cc7\u6599\u304c\u305d\u308d\u3063\u3066\u304a\u3089\u305a\uff0c\u5f8c\u307b\u3069\u78ba\u8a8d\u3059\u308b\u3068\u3044\u3046\u66d6\u6627\u306a\u56de\u7b54\u306b\u306a\u3063\u3066\u3057\u307e\u3063\u305f\u3053\u3068\u304c\u5fc3\u6b8b\u308a\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3059\uff0e<br \/>\n&nbsp;<br \/>\n<strong>\u30fb\u8133\u6d3b\u52d5\u304b\u3089\u5f97\u3089\u308c\u308b\u8b58\u5225\u7d50\u679c\u306e\u65b9\u304c\uff0c\u3088\u308a\u4eba\u9593\u306e\u611f\u6027\u3092\u53cd\u6620\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u306e\u306f\u4e8b\u5b9f\u304b\uff1f<\/strong><strong><\/strong><br \/>\n\u304a\u540d\u524d\u3092\u63a7\u3048\u640d\u306d\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u304c\uff0c\u6050\u3089\u304f\u5b66\u751f\u306e\u65b9\u304b\u3089\u9802\u3044\u305f\u8cea\u554f\u3067\u3059\uff0e\u3053\u3061\u3089\u306e\u8cea\u554f\u306f\uff0c\u79c1\u304c\u672c\u7814\u7a76\u306e\u80cc\u666f\u3068\u3057\u3066\u8a2d\u5b9a\u3057\u3066\u3044\u308b\uff0ciGA\u306e\u8a55\u4fa1\u5024\u53d6\u5f97\u306e\u8ab2\u984c\uff08\u6b63\u5e38\u306a\u8a55\u4fa1\u5024\u3092\u5e38\u306b\u5f97\u3089\u308c\u306a\u3044\uff0c\u5468\u56f2\u306e\u8a55\u4fa1\u5024\u306b\u5f71\u97ff\u3055\u308c\u308b\u306a\u3069\uff09\u3092\u8e0f\u307e\u3048\u305f\u8cea\u554f\u3067\u3042\u308a\u307e\u3057\u305f\u304c\uff0c\u5b8c\u5168\u306b\u30b5\u30fc\u30d9\u30a4\u4e0d\u8db3\u3067\uff0c\u304d\u3061\u3093\u3068\u7b54\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\uff0e\u6b21\u56de\u307e\u3067\u306b\u95a2\u9023\u8cc7\u6599\u3092\u898b\u3064\u3051\u3066\u80cc\u666f\u3092\u3057\u3063\u304b\u308a\u3068\u56fa\u3081\u3066\u304a\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\uff0e<br \/>\n&nbsp;<br \/>\n2.3. \u611f\u60f3<br \/>\n\u666e\u6bb5\u306f\u6bd4\u8f03\u7684\u7d50\u679c\u3084\u30c7\u30fc\u30bf\u306e\u307e\u3068\u307e\u3063\u305f\u6bb5\u968e\u3067\u767a\u8868\u3059\u308b\u306e\u3067\uff0c\u8cea\u554f\u3082\u3053\u3061\u3089\u306e\u60f3\u5b9a\u306a\u3044\u306e\u3082\u306e\uff08\u3082\u3057\u304f\u306f\u8aa4\u89e3\u306b\u57fa\u3065\u304f\u3082\u306e\uff09\u304c\u591a\u3044\u306e\u3067\u3059\u304c\uff0c\u4eca\u56de\u306f\u59cb\u3081\u305f\u3070\u304b\u308a\u306e\u7814\u7a76\u5185\u5bb9\u3068\u3044\u3046\u3053\u3068\u3067\uff0c\u305f\u304f\u3055\u3093\u306e\u771f\u3063\u5f53\u306a\u3054\u6307\u6458\u3084\u65b0\u305f\u306a\u691c\u8a0e\u8ab2\u984c\u306a\u3069\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\uff0c\u3068\u3066\u3082\u9762\u767d\u3044\u767a\u8868\u3060\u3063\u305f\u3068\u601d\u3044\u307e\u3059\uff0e\u307e\u305f\uff0ciGA\u306b\u3064\u3044\u3066\u65b0\u305f\u306b\u7814\u7a76\u3092\u59cb\u3081\u305f\u65b9\u3068\u3082\u304a\u77e5\u308a\u5408\u3044\u306b\u306a\u308c\u308b\u306a\u3069\uff0c\u5b9f\u308a\u306e\u591a\u3044\u7814\u7a76\u4f1a\u3068\u306a\u308a\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n3. \u8074\u8b1b<br \/>\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<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\u610f\u601d\u6c7a\u5b9a\u8005\u304c\u8907\u6570\u306e\u89e3\u3092\u540c\u6642\u306b\u8a55\u4fa1\u3067\u304d\u306a\u3044\u72b6\u6cc1\u3067\u306e\u5358\u7d14\u306a\u5bfe\u8a71\u578b\u9032\u5316\u8a08\u7b97\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b9f\u88c5\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u661f\u91ce\u6d38\u4e00\u90ce\uff0c\u80fd\u5cf6\u7950\u4ecb\uff0c\u77f3\u6e15\u4e45\u751f\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bb\u30c3\u30b7\u30e7\u30f32Abstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u5bfe\u8a71\u578b\u9032\u5316\u8a08\u7b97\u306f\uff0c\u4e00\u822c\u7684\u306a\u9032\u5316\u8a08\u7b97\u306e\u500b\u4f53\u8a55\u4fa1\u306b\u95a2\u3059\u308b\u90e8\u5206\u3092\u4eba\u9593\u304c\u884c\u3046\u624b\u6cd5\u3067\u3042\u308a\uff0c\u610f\u601d\u6c7a\u5b9a\u8005\u306e\u55dc\u597d\u306b\u5408\u308f\u305b\u305f\u89e3\u306e\u63a2\u7d22\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u70b9\u3067\uff0c\u6c4e\u7528\u6027\u306e\u9ad8\u3044\u624b\u6cd5\u3067\u3042\u308b\uff0e\u5bfe\u8a71\u578b\u9032\u5316\u8a08\u7b97\u306e\u5b9f\u88c5\u306b\u304a\u3051\u308b\u4e3b\u306a\u554f\u984c\u70b9\u306f\uff0c\u69d8\u3005\u306a\u9762\u3067\u610f\u601d\u6c7a\u5b9a\u8005\u306e\u80fd\u529b\u306b\u306f\u9650\u754c\u304c\u3042\u308b\u3053\u3068\u3067\u3042\u308b\uff0e\u4f8b\u3048\u3070\uff0c\u8a08\u7b97\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u6570\u5343\u500b\u306e\u89e3\u30921\u30641\u3064\u610f\u601d\u6c7a\u5b9a\u8005\u304c\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306f\u4e0d\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u306f\u5bb9\u6613\u306b\u308f\u304b\u308b\uff0e\u672c\u8ad6\u6587\u3067\u306f\u610f\u601d\u6c7a\u5b9a\u8005\u304c\u5fc5\u8981\u6700\u4f4e\u9650\u306e\u80fd\u529b\u3067\u89e3\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3092\u60f3\u5b9a\u3057\u305f\u5358\u7d14\u306a\u5bfe\u8a71\u578b\u9032\u5316\u8a08\u7b97\u30e2\u30c7\u30eb\u3092\u5b9a\u5f0f\u5316\u3057\uff0c\u5b9f\u88c5\u3092\u884c\u3046\uff0e\u6211\u3005\u306e\u5bfe\u8a71\u578b\u9032\u5316\u8a08\u7b97\u30e2\u30c6\u30eb\u3067\u306f\u4ee5\u4e0b\u306b\u6319\u3051\u308b3\u3064\u306e\u3053\u3068\u3092\u524d\u63d0\u3068\u3059\u308b\uff0e\u307e\u305a1\u3064\u76ee\u306f\uff0c\u610f\u601d\u6c7a\u5b9a\u8005\u304c\u540c\u6642\u306b\u8a55\u4fa1\u3067\u304d\u308b\u89e3\u306f1\u3064\u3060\u3051\u3067\u3042\u308b\u3068\u3059\u308b\uff0e\u3059\u306a\u308f\u3061\uff0c\u610f\u601d\u6c7a\u5b9a\u8005\u306f\u89e3\u30921\u3064\u305a\u3064\u9806\u306b\u8a55\u4fa1\u3092\u884c\u3046\uff0e2\u3064\u76ee\u306e\u524d\u63d0\u306f\uff0c\u610f\u601d\u6c7a\u5b9a\u8005\u306f\u63d0\u793a\u3055\u308c\u305f\u89e3\u306b\u5bfe\u3057\u3066\uff0c1\u3064\u524d\u306b\u63d0\u793a\u3055\u308c\u305f\u89e3\u3088\u308a\u3082\u201c\u826f\u304b\u3063\u305f\u201d\u304b\u201c\u60aa\u304b\u3063\u305f\u201d\u304b\u306e\u8a55\u4fa1\u306e\u307f\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3082\u306e\u3068\u3059\u308b\uff0e\u3064\u307e\u308a\uff0c\u610f\u601d\u6c7a\u5b9a\u8005\u306f\u73fe\u5728\u63d0\u793a\u3055\u308c\u3066\u3044\u308b\u89e3\u3068\uff0c\u76f4\u524d\u306b\u63d0\u793a\u3055\u308c\u305f\u89e3\u3068\u306e\u307f\u6bd4\u8f03\u3092\u884c\u3044\u8a55\u4fa1\u3059\u308b\uff0e\u3053\u306e\u524d\u63d0\u306f\uff0c\u610f\u601d\u6c7a\u5b9a\u8005\u304c\u76f4\u524d\u306b\u63d0\u793a\u3055\u308c\u305f1\u3064\u306e\u89e3\u3060\u3051\u3092\u660e\u78ba\u306b\u8a18\u61b6\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u308b\u305f\u3081\u3067\u3042\u308b\uff0e3\u3064\u76ee\u306e\u524d\u63d0\u306f\u610f\u601d\u6c7a\u5b9a\u8005\u304c\u884c\u3046\u8a55\u4fa1\u56de\u6570\u306b\u306f\u9650\u754c\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3067\u3042\u308b\uff0e\u3053\u308c\u3089\u306e\u524d\u63d0\u306e\u3082\u3068\u3067\u5bfe\u8a71\u578b\u9032\u5316\u8a08\u7b97\u306b\u3088\u308b\u6700\u9069\u89e3\u306e\u767a\u898b\u3092\u76ee\u7684\u3068\u3059\u308b\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5bfe\u8a71\u578b\u9032\u5316\u8a08\u7b97\u306e\u5236\u7d04\u306e1\u3064\u306b\u30e6\u30fc\u30b6\u306e\u8a55\u4fa1\u306e\u96e3\u3057\u3055\u304c\u3042\u308a\u307e\u3059\u304c\uff0c\u305d\u308c\u30922\u3064\u306e\u6bd4\u8f03\u3067\u89e3\u6c7a\u3059\u308b\u3082\u306e\u3068\u3057\u3066\u306f\uff0c\u3053\u306e\u5206\u91ce\u3067\u306f\u6700\u8fd1\u306f\u5bfe\u8a71\u578b\u5dee\u5206\u9032\u5316\u304c\u591a\u304f\u7528\u3044\u3089\u308c\u3066\u304d\u307e\u3057\u305f\uff0e\u4eca\u56de\u306e\u624b\u6cd5\u306f\uff0c\u9032\u5316\u6226\u7565\u3092\u7528\u3044\u3066\u3044\u307e\u3059\u304c\uff0c\u305d\u3053\u306b\u8a55\u4fa1\u9806\u3068\u8a00\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u52a0\u3048\u305f\u70b9\u306b\u65b0\u898f\u6027\u304c\u3042\u308a\u307e\u3059\uff0e\u4e00\u5bfe\u6bd4\u8f03\u306b\u304a\u3044\u3066\uff0c\u3088\u308a\u9ad8\u3044\u8a55\u4fa1\u5024\u3092\u5f97\u3089\u308c\u308b1\u500b\u306e\u500b\u4f53\u3092\u6700\u5c0f\u624b\u6570\u3067\u5f97\u308b\u305f\u3081\u306e\u6226\u7565\u304c\u8208\u5473\u6df1\u304f\uff0c\u307e\u305f\u4eca\u5f8c\u306f\u3055\u3089\u306b\u8907\u6570\u306e\u9ad8\u3044\u8a55\u4fa1\u5024\u306e\u500b\u4f53\u3092\u5f97\u308b\u3053\u3068\u3092\u8a08\u753b\u3057\u3066\u3044\u308b\u305d\u3046\u3067\u3059\u304c\uff0c\u3069\u306e\u3088\u3046\u306a\u624b\u9806\u3067\u305d\u308c\u3092\u6210\u3059\u306e\u304b\uff0c\u4eca\u5f8c\u304c\u697d\u3057\u307f\u306a\u7814\u7a76\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 \uff1aA Study on Mappings for Evolutionary Many-objective Distribution Search\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Hern\u00e1n Aguirre\uff0cAkira Oyama\uff0cKiyoshi Tanaka\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bb\u30c3\u30b7\u30e7\u30f33Abstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a Multi-objective evolutionary algorithms (MOEAs) seek to find trade-off solutions with good properties of convergence to the Pareto front, well spread, and well distributed along the front. A good distribution of solutions is usually assumed to be uniform. However, other distributions are often desired, either because of preferences or because they are required to extract relevant knowledge about the problem in order to provide useful guidelines to designers during the implementation of preferred solutions.We focus on distribution search in many-objective optimization, where in addition to good convergence towards the optimal Pareto front we are required to find a set of trade-off solutions spread according to the distribution we seek to achieve. Methods based on relaxed forms of Pareto dominance, such as \u03b5-dominance, can be used to search for a desired distribution of solutions.<br \/>\nIn this work, we adopt Adaptive \u03b5-Ranking with a randomized sampling procedure that applies \u03b5-dominance with a mapping function f(x)\u2192\u03b5f \u2032(x) to bias selection towards the distribution implicit in the mapping. We analyze the effectiveness of Adaptive \u03b5-Ranking with three linear mapping functions for \u03b5-dominance. These mappings try to produce distributions of solutions evenly spaced, spaced by a distance that increases linearly from the center towards the extremes of objective space, and spaced by a distance that decreases linearly from the center towards the extremes. In addition, we study the importance of recombination to properly guide the algorithm towards the distribution we seek to find. As test problems, we use functions of the DTLZ family with M = 6 objectives, varying the number of variables N from 10 to 50. We show that in many-objective problems, in addition to setting a proper mapping function, recombination plays a significant role to induce the distribution we aim to achieve.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4ee5\u524dWCCI2010\u3067\u3082\u304a\u4f1a\u3044\u3057\u305fHern\u00e1n\u5148\u751f\u306b\u3088\u308b\u767a\u8868\u3067\u3057\u305f\uff0e\u5c11\u3057\u8aa4\u89e3\u3057\u3066\u3044\u308b\u90e8\u5206\u3082\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\uff0c\u591a\u6570\u76ee\u7684\u554f\u984c\u3092\u89e3\u304f\u969b\u306e\uff0c\u76ee\u7684\u95a2\u6570\u7a7a\u9593\u3067\u306e\u975e\u52a3\u89e3\u306e\u5206\u5e03\u304c\u53ce\u675f\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u306b\u3064\u3044\u3066\u8abf\u3079\u305f\u3082\u306e\u306b\u306a\u308a\u307e\u3059\uff0e\u03b5-dominance\u306e\u03b5\u306e\u5024\u3092\u30d1\u30ec\u30fc\u30c8\u89e3\u306e\u4e2d\u592e\u3084\u7aef\u3067\u30b9\u30b1\u30fc\u30eb\u3055\u305b\u308b\u3053\u3068\u3067\u500b\u4f53\u306e\u9078\u629e\u3092\u504f\u3089\u305b\uff0c\u305f\u3068\u3048\u3070\u610f\u601d\u6c7a\u5b9a\u8005\u306e\u671b\u3080\u53ce\u675f\u3092\u5f97\u305f\u308a\u306a\u3069\u306e\u52b9\u679c\u3092\u671f\u5f85\u3059\u308b\u3082\u306e\u3067\u3042\u308b\u305d\u3046\u3067\u3059\uff0e\u4eca\u56de\u306f\u30d1\u30ec\u30fc\u30c8\u306e\u4e2d\u592e\u3092\u512a\u5148\u3059\u308b\uff0c\u30d1\u30ec\u30fc\u30c8\u306e\u7aef\u3092\u512a\u5148\u3059\u308b\u30d1\u30bf\u30fc\u30f3\u306a\u3069\u3067\uff0c\u53ce\u675f\u3084GD\u306e\u5909\u5316\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\uff0e\u4e21\u76ee\u7684\u3092\u6e80\u305f\u3059\u500b\u4f53\u3067\u306f\u306a\u304f\uff0c\u7aef\u306e\u500b\u4f53\u3092\u512a\u5148\u7684\u306b\u9078\u629e\u3059\u308b\u30d1\u30bf\u30fc\u30f3\u306e\u65b9\u304c\uff0c\u6bd4\u8f03\u7684\u53ce\u675f\u304c\u826f\u304f\u898b\u3048\u305f\u306e\u304c\u9762\u767d\u304b\u3063\u305f\u3067\u3059\uff0e<br \/>\n&nbsp;<br \/>\n\u53c2\u8003\u6587\u732e<br \/>\n1)\u00a0\u00a0\u00a0 \u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02012 | \u9032\u5316\u8a08\u7b97\u5b66\uff0c<br \/>\n<a href=\" http:\/\/www.jpnsec.org\/symposium201203.html\"> \u00a0http:\/\/www.jpnsec.org\/symposium201203.html<\/a><\/p>\n<div>\n<p align=\"center\"><strong>\u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><strong><\/strong><\/p>\n<\/div>\n<div align=\"center\">\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"137\"><strong>\u00a0<\/strong><strong>\u5831\u544a\u8005\u6c0f\u540d<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"383\">\u5c71\u4e2d\u4eae\u5178<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"137\"><strong>\u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"383\">\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u305f\u3081\u306e\u4e26\u5217\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af: GAROP<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"137\"><strong>\u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"383\"><\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"137\"><strong>\u8457\u8005<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"383\">\u5c71\u4e2d\u4eae\u5178, \u5ee3\u5b89\u77e5\u4e4b, \u4e09\u6728\u5149\u7bc4, \u5409\u898b\u771f\u8061<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"137\"><strong>\u4e3b\u50ac<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"383\">\u9032\u5316\u8a08\u7b97\u5b66\u4f1a<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"137\"><strong>\u8b1b\u6f14\u4f1a\u540d<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"383\">\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\uff12\uff10\uff11\uff12<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"137\"><strong>\u4f1a\u5834<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"383\">\u9577\u91ce\u770c\u8efd\u4e95\u6ca2\u30db\u30c6\u30eb\u30de\u30ed\u30a6\u30c9<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"137\"><strong>\u958b\u50ac\u65e5\u7a0b<\/strong><strong><\/strong><\/td>\n<td valign=\"top\" width=\"383\">2012\/12\/15-2012\/12\/16<\/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 \/>\n2012\/12\/15\u304b\u30892012\/12\/16\u306b\u304b\u3051\u3066\uff0c\u9577\u91ce\u770c\u8efd\u4e95\u6ca2\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02012\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u3053\u306e\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u306f\uff0c\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u00a0[http:\/\/www.jpnsec.org\/]\u306b\u3088\u3063\u3066\u4e3b\u50ac\u3055\u308c\u305f\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3067\uff0c\u9032\u5316\u8a08\u7b97\u306b\u643a\u308f\u308b\u56fd\u5185\u7814\u7a76\u8005\u306e\u4ea4\u6d41\u3092\u4e3b\u76ee\u7684\u3068\u3057\u3066\uff0c\u9032\u5316\u8a08\u7b97\u306b\u95a2\u3059\u308b\u6700\u65b0\u52d5\u5411\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306a\u3069\u306e\u8b70\u8ad6\u3092\u884c\u3044\uff0c\u9032\u5316\u8a08\u7b97\u3092\u767a\u5c55\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u7684\u306b\u958b\u50ac\u3055\u308c\u3066\u3044\u307e\u3059\uff0e<br \/>\n\u79c1\u306f15\uff0c16\u65e5\u3068\u3082\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4ed6\u306b\u5ee3\u5b89\u5148\u751f\uff0c\u7530\u4e2d\uff0c\u5e03\u5ddd\uff0c\u95a2\u8c37\u304c\u53c2\u52a0\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n2. \u7814\u7a76\u767a\u8868<br \/>\n2.1. \u767a\u8868\u6982\u8981<br \/>\n\u79c1\u306f16\u65e5\u306e\u5348\u524d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\uff13\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3067\uff0c\u7d0490\u5206\u9593\u306e\u767a\u8868\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3057\u305f\uff0e<br \/>\n\u4eca\u56de\u306e\u767a\u8868\u306f\uff0c\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4e26\u5217\u5316\u3055\u305b\u308b\u969b\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30afGAROP\u3092\u5b9a\u7fa9\u3057\uff0c\u4e26\u5217\u30e2\u30c7\u30eb\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\uff0c\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u958b\u767a\u8005\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u4f5c\u6210\u3057\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8a55\u4fa1\u3068\u3057\u3066\uff0cGAROP\u3092\u7528\u3044\u305f\u65b0\u3057\u3044\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u6848\u3057\uff0c\u52b9\u679c\u3092\u793a\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n2.2. \u8cea\u7591\u5fdc\u7b54<br \/>\n\u4eca\u56de\u306e\u30dd\u30b9\u30bf\u30fc\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<strong>\u30fb\u8cea\u554f\u5185\u5bb9<\/strong><strong>1<\/strong><br \/>\n\u3053\u3061\u3089\u306e\u8cea\u554f\u306f\u305d\u3082\u305d\u3082GAROP\u3068\u306f\u4f55\u304b\uff0c\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u79c1\u306e\u56de\u7b54\u306f\uff0c\u7528\u610f\u3057\u3066\u3044\u305f\u8cc7\u6599\u3092\u7528\u3044\u3066\u8a73\u7d30\u3092\u8aac\u660e\u3057\u307e\u3057\u305f\uff0e<br \/>\n<strong>\u30fb\u8cea\u554f\u5185\u5bb9<\/strong><strong>2<\/strong><br \/>\n\u63d0\u6848\u624b\u6cd5\u306b\u3064\u3044\u3066\uff0c\u30a8\u30ea\u30fc\u30c8\u500b\u4f53\u306e\u63a8\u79fb\u3092\u6e80\u305f\u308a\uff0c\u3053\u3068\u306a\u308b\u74b0\u5883\u3067\u5b9f\u9a13\u3059\u308b\u3068\u9762\u767d\u3044\uff0c\u3068\u3044\u3046\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u3044\u305f\u3060\u304d\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n<strong>\u30fb\u8cea\u554f\u5185\u5bb9<\/strong><strong>3<\/strong><br \/>\nGAROP\u306f\u79c1\u306b\u3082\u4f7f\u3048\u307e\u3059\u304b\uff0c\u3068\u3044\u3046\u8cea\u554f\u3092\u9802\u304d\u307e\u3057\u305f\uff0e\u3082\u3061\u308d\u3093\u4f7f\u3048\u307e\u3059\uff0c\u3068\u8fd4\u7b54\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n&nbsp;<br \/>\n2.3. \u611f\u60f3<\/p>\n<p align=\"left\">\u3000\u521d\u306e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3068\u3044\u3046\u3053\u3068\u3067\uff0c\u7dca\u5f35\u3057\u306a\u304c\u3089\u3082\u697d\u3057\u307f\u306b\u3057\u3066\u3044\u307e\u3057\u305f\uff0e\u7d50\u679c\u7684\u306b\u306f\uff0c\u5341\u5206\u306a\u8b70\u8ad6\u3092\u884c\u3046\u306b\u306f\u53e3\u982d\u3067\u306e\u767a\u8868\u3088\u308a\u3082\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u306e\u65b9\u304c\u5411\u3044\u3066\u3044\u308b\u3068\u611f\u3058\u307e\u3057\u305f\uff0e<\/p>\n<p>&nbsp;<br \/>\n3. \u8074\u8b1b<br \/>\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<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\u8907\u6570GPU\u3092\u7528\u3044\u305fACO\u306b\u3088\u308bQAP\u306e\u9ad8\u901f\u89e3\u6cd5\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u7b52\u4e95\u8302\u7fa9\uff0c\u85e4\u672c\u5178\u5e78\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bb\u30c3\u30b7\u30e7\u30f3\uff12<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>ACO\u3092\u30de\u30eb\u30c1GPU\u4e0a\u3067\u5b9f\u88c5\u3057\u305f\u5834\u5408\uff0c\u5b9f\u884c\u6642\u9593\u304a\u3088\u3073\u56de\u63a2\u7d22\u6027\u80fd\u304c\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3059\u308b\u304b\u3092\u691c\u8a0e\u3059\u308b\u5185\u5bb9\u3067\u3057\u305f\uff0e\u5177\u4f53\u7684\u306a\u5b9f\u88c5\u65b9\u6cd5\u307e\u3067\u306f\u8aac\u660e\u3055\u308c\u3066\u304a\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u304c\uff0c\u4e00\u822c\u7684\u306a\u4e26\u5217\u30e2\u30c7\u30eb\u3092\u30de\u30eb\u30c1GPU\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u306f\uff0c\u901a\u4fe1\u91cf\u306a\u3069\u306e\u554f\u984c\u304b\u3089\u8907\u6570\u63a2\u7d22\u96c6\u56e3\u306b\u3088\u308b\u3082\u306e\u304c\u512a\u79c0\u306a\u7d50\u679c\u3092\u6b8b\u3057\u3066\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 Hyper-Heuristics\u3092\u7528\u3044\u305f\u591a\u76ee\u7684\u907a\u4f1d\u7684\u5c40\u6240\u63a2\u7d22\u306e\u6700\u9069\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6c7a\u5b9a\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u660e\u6e21\u76f4\u54c9, \u80fd\u5cf6\u88d5\u4ecb, \u77f3\u6e15\u4e45\u751f\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bb\u30c3\u30b7\u30e7\u30f3\uff14<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u305d\u3082\u305d\u3082\u306eHyper-Heuristics\u306e\u5b9a\u7fa9\u304c\u6c17\u306b\u306a\u308a\u307e\u3057\u305f\uff0e\u30e1\u30bfGA\u3068\u3069\u3046\u9055\u3046\u306e\u304b\uff0c\u73fe\u5728\u306e\u7814\u7a76\u72b6\u6cc1\u306f\u3069\u3046\u306a\u3063\u3066\u3044\u308b\u306e\u304b\u306b\u3088\u3063\u3066\u7814\u7a76\u306e\u610f\u7fa9\u3082\u5909\u308f\u3063\u3066\u304f\u308b\u3088\u3046\u306b\u611f\u3058\u307e\u3057\u305f\uff0e\u624b\u6cd5\u3068\u3057\u3066\u306f\uff0c\u307b\u307c\u30e1\u30bfGA\u3068\u540c\u69d8\u306b\u611f\u3058\u3089\u308c\u305f\u305f\u3081\uff0c\u4eca\u5f8c\u3069\u306e\u3088\u3046\u306a\u767a\u5c55\u304c\u3042\u308b\u306e\u304b\u6c17\u306b\u306a\u308b\u5185\u5bb9\u3067\u3057\u305f\uff0e<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\">\u95a2\u8c37\u99ff\u4ecb<\/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\">\u89d2\u819c\u5185\u76ae\u7d30\u80de\u753b\u50cf\u306b\u304a\u3051\u308bGP\u3092\u5229\u7528\u3057\u305f\u7d30\u80de\u9818\u57df\u5206\u5272\u306e\u30eb\u30fc\u30eb\u62bd\u51fa\u306e\u63d0\u6848\u3068\u8a55\u4fa1<\/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\">\n<p align=\"left\">Proposal and evaluation of extracting rules for cell<\/p>\n<p>segmentation using GP in corneal endothelial cell images<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u8457\u8005<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u95a2\u8c37\u99ff\u4ecb, \u6a2a\u5185\u4e45\u731b,\u3000\u5c0f\u6cc9\u7bc4\u5b50,\u3000\u5965\u6751\u76f4\u6bc5,\u3000\u5ee3\u5b89\u77e5\u4e4b<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u4e3b\u50ac<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u9032\u5316\u8a08\u7b97\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\">\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02012<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u4f1a\u5834<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u9577\u91ce\u770c\u8efd\u4e95\u6ca2\u5e02\u30db\u30c6\u30eb\u30de\u30ed\u30a6\u30c9\u8efd\u4e95\u6ca2<\/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\">2012\/12\/15-2012\/12\/16<\/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 \/>\n2012\/12\/15\u304b\u30892012\/12\/16\u306b\u304b\u3051\u3066\uff0c\u9577\u91ce\u770c\u8efd\u4e95\u6ca2\u5e02\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02012\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u3053\u306e\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u306f\uff0c\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u306b\u3088\u3063\u3066\u4e3b\u50ac\u3055\u308c\u305f\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3067\uff0c\u56fd\u5185\u5916\u306e\u9032\u5316\u8a08\u7b97\u306e\u7814\u7a76\u8005\u304c\u5408\u5bbf\u5f62\u5f0f\u3067\u3058\u3063\u304f\u308a\u3068\u8b70\u8ad6\u3059\u308b\u6a5f\u4f1a\u3092\u6301\u3064\u4e8b\u3092\u76ee\u7684\u306b\u958b\u50ac\u3055\u308c\u3066\u3044\u307e\u3059\uff0e<br \/>\n\u79c1\u306f15\uff0c16\u65e5\u3068\u3082\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4ed6\u306b\u5ee3\u5b89\u5148\u751f\uff0c\u7530\u4e2d\u3055\u3093\uff0c\u5c71\u4e2d\u3055\u3093\uff0c\u5e03\u5ddd\u3055\u3093\u304c\u53c2\u52a0\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n2. \u7814\u7a76\u767a\u8868<br \/>\n2.1. \u767a\u8868\u6982\u8981<br \/>\n\u79c1\u306f15\u65e5\u306e\u5348\u524d\u306e\u30bb\u30c3\u30b7\u30e7\u30f31\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\uff0c\u6700\u521d\u306b\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u304c2\u5206\u9593\u884c\u308f\u308c\u305f\u5f8c\uff0c\u7d0440\u5206\u9593\u306e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3057\u305f\uff0e<br \/>\n\u4eca\u56de\u306e\u767a\u8868\u306f\uff0c\u89d2\u819c\u5185\u76ae\u7d30\u80de\u753b\u50cf\u306b\u304a\u3051\u308b\u753b\u50cf\u306e\u90e8\u5206\u3054\u3068\u306e\u7279\u5fb4\u306b\u5fdc\u3058\u305f\u7d30\u80de\u9818\u57df\u5206\u5272\u51e6\u7406\u3092\u76ee\u7684\u3068\u3057\u3066\uff0c\u907a\u4f1d\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u7528\u3044\u305f\u624b\u6cd5\u306e\u63d0\u6848\u3068\u8a55\u4fa1\u306b\u3064\u3044\u3066\u767a\u8868\u3044\u305f\u3057\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\">\u3000\u907a\u4f1d\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306f\u6728\u69cb\u9020\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u6700\u9069\u5316\u3059\u308b\u81ea\u52d5\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u624b\u6cd5\u3067\u3042\u308b\uff0e\u3053\u306e\u907a\u4f1d\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u7528\u3044\u3066\uff0c\u89d2\u819c\u5185\u76ae\u7d30\u80de\u753b\u50cf\u306e\u7d30\u80de\u9818\u57df\u5206\u5272\u3092\u884c\u3046\u305f\u3081\u306e\u753b\u50cf\u51e6\u7406\u30d5\u30a3\u30eb\u30bf\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u6700\u9069\u5316\u3059\u308b\u624b\u6cd5\u304c\u73fe\u5728\u63d0\u6848\u3055\u308c\u3066\u3044\u308b\uff0e\u65e2\u5b58\u624b\u6cd5\u3067\u306f\uff0c\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u7d30\u80de\u753b\u50cf\u306e\u4e00\u90e8\u304b\u3089\u5207\u308a\u53d6\u308a\uff0c\u6728\u69cb\u9020\u30d5\u30a3\u30eb\u30bf\u3092\u751f\u6210\u3059\u308b\uff0e\u3057\u304b\u3057\u306a\u304c\u3089\uff0c\u751f\u6210\u3057\u305f\u6728\u69cb\u9020\u30d5\u30a3\u30eb\u30bf\u306f\u753b\u50cf\u5168\u4f53\u306b\u5bfe\u3059\u308b\u30ed\u30d0\u30b9\u30c8\u6027\u304c\u4f4e\u3044\u305f\u3081\uff0c\u753b\u50cf\u306e\u90e8\u5206\u3054\u3068\u306b\u7279\u5fb4\u304c\u5927\u304d\u304f\u7570\u306a\u308b\u5168\u4f53\u753b\u50cf\u306b\u9069\u7528\u3059\u308b\u3068\u9069\u5207\u306a\u9818\u57df\u5206\u5272\u304c\u3067\u304d\u306a\u3044\uff0e\u305d\u3053\u3067\uff0c\u6761\u4ef6\u5206\u5c90\u30ce\u30fc\u30c9\u3092\u7528\u3044\u305f\u30eb\u30fc\u30eb\u3092\u542b\u3081\u305f\u6728\u69cb\u9020\u30d5\u30a3\u30eb\u30bf\u306e\u751f\u6210\u3092\u672c\u7814\u7a76\u3067\u306f\u63d0\u6848\u3057\u3066\u3044\u308b\uff0e\u6761\u4ef6\u5206\u5c90\u30ce\u30fc\u30c9\u306f\uff0c\u5206\u5272\u3057\u305f\u9818\u57df\u3068\u5b66\u7fd2\u30c7\u30fc\u30bf\u5168\u4f53\u306e\u753b\u7d20\u5024\u306e\u4e2d\u592e\u5024\u30fb\u5e73\u5747\u5024\u30fb\u6a19\u6e96\u504f\u5dee\u306e\u5dee\u306b\u3088\u3063\u3066\u884c\u3046\u753b\u50cf\u51e6\u7406\u3092\u632f\u308a\u5206\u3051\u308b\u30eb\u30fc\u30eb\u3092\u6301\u3064\uff0e\u3053\u308c\u306b\u3088\u308a\u753b\u50cf\u306e\u90e8\u5206\u3054\u3068\u306e\u7279\u5fb4\u306b\u5fdc\u3058\u305f\u753b\u50cf\u51e6\u7406\u304c\u3067\u304d\u308b\u3068\u8003\u3048\u3089\u308c\u308b\uff0e\u672c\u767a\u8868\u3067\u306f\uff0c\u4e00\u679a\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u53ca\u3073\u305d\u306e\u5168\u4f53\u753b\u50cf\u306b\u5bfe\u3059\u308b\u63d0\u6848\u624b\u6cd5\u306e\u6027\u80fd\u306b\u3064\u3044\u3066\u691c\u8a3c\u3057\u305f\uff0e<\/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\u30d5\u30e9\u30f3\u30b9\u56fd\u7acb\u60c5\u5831\u5b66\u81ea\u52d5\u5236\u5fa1\u7814\u7a76\u6240\u306eYouhei Akimoto\u3055\u3093\u304b\u3089\u306e\u8cea\u554f\u3067\u3059\uff0e\u8cea\u554f\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u8907\u6570\u4f7f\u7528\u3057\u306a\u3044\u306e\u306f\u3069\u3046\u3057\u3066\u304b\uff0c\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u79c1\u306e\u56de\u7b54\u306f\uff0c\u8907\u6570\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\uff0c\u76ee\u6a19\u753b\u50cf\u3082\u624b\u4f5c\u696d\u3067\u8907\u6570\u4f5c\u6210\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u305f\u3081\uff0c\u305d\u306e\u6642\u306e\u30e6\u30fc\u30b6\u8ca0\u62c5\u3092\u8003\u616e\u3057\uff0c\u4eca\u56de\u306f1\u3064\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\uff0c\u3067\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n<b>\u30fb\u8cea\u554f\u5185\u5bb9<\/b><b>2<\/b><br \/>\n\u96fb\u6c17\u901a\u4fe1\u5927\u5b66\u306e\u4f50\u85e4\u5bdb\u4e4b\u5148\u751f\u3088\u308a\u9802\u3044\u305f\u8cea\u554f\u3067\u3059\uff0e\u8cea\u554f\u306f\u5b9f\u9a13\u3067\u751f\u6210\u3057\u305f\u6728\u69cb\u9020\u30d5\u30a3\u30eb\u30bf\u306b\u6761\u4ef6\u5206\u5c90\u30ce\u30fc\u30c9\u306f\u3069\u306e\u304f\u3089\u3044\u542b\u307e\u308c\u3066\u3044\u305f\u306e\u304b\uff0c\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u79c1\u306e\u56de\u7b54\u306f\uff0c\u4eca\u56de\u306e\u6700\u826f\u500b\u4f53\u3067\u306f\u30eb\u30fc\u30c8\u30ce\u30fc\u30c9\u306e1\u3064\u306e\u307f\u3060\u3063\u305f\uff0e\u305d\u306e\u539f\u56e0\u3068\u3057\u3066\u6761\u4ef6\u81ea\u4f53\u304c\u7d30\u80de\u9818\u57df\u5206\u5272\u306b\u9069\u3057\u305f\u3082\u306e\u3067\u306f\u306a\u304b\u3063\u305f\u53ef\u80fd\u6027\u304c\u3042\u308b\uff0c\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306f\u691c\u8a0e\u3057\u3066\u304a\u304f\u3079\u304d\u8ab2\u984c\u3067\u3057\u305f\u304c\uff0c\u6e96\u5099\u4e0d\u8db3\u3067\u8ad6\u7406\u7684\u306a\u56de\u7b54\u304c\u3067\u304d\u306a\u304b\u3063\u305f\u306e\u304c\u5fc3\u6b8b\u308a\u3067\u3059\uff0e<br \/>\n&nbsp;<br \/>\n2.3. \u611f\u60f3<br \/>\n\u521d\u3081\u3066\u306e\u5b66\u4f1a\u767a\u8868\u3067\u3057\u305f\u304c\uff0c\u767a\u8868\u5f62\u5f0f\u304c\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u3068\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3067\u3042\u3063\u305f\u305f\u3081\uff0c\u6bd4\u8f03\u7684\u7dca\u5f35\u305b\u305a\u306b\u767a\u8868\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\uff0e\u4eca\u56de\u5f97\u3089\u308c\u305f\u5b9f\u9a13\u7d50\u679c\u306f\u826f\u3044\u7d50\u679c\u3067\u306f\u306a\u304b\u3063\u305f\u305f\u3081\uff0c\u92ed\u3044\u3054\u6307\u6458\u3084\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u305f\u304f\u3055\u3093\u9802\u304d\uff0c\u6709\u610f\u7fa9\u306a\u8b70\u8ad6\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\uff0e\u6b21\u56de\u306e\u767a\u8868\u3067\u306f\u63d0\u6848\u624b\u6cd5\u3092\u6539\u826f\u3057\u3066\uff0c\u826f\u3044\u7d50\u679c\u30fb\u6e96\u5099\u3092\u3082\u3063\u3066\u81e8\u307f\u305f\u3044\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\u306e2\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 \u907a\u4f1d\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u304a\u3051\u308b\u907a\u4f1d\u7684\u5c40\u6240\u63a2\u7d22\u6cd5\u306e\u6709\u52b9\u6027\u306e\u691c\u8a3c\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u7d30\u5ddd\u9577\u6d0b,\u82b1\u7530\u826f\u5b50,\u5c0f\u91ce\u666f\u5b50,\u68df\u5b89\u5b9f\u6cbb\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bb\u30c3\u30b7\u30e7\u30f32<br \/>\nAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u9032\u5316\u8a08\u7b97\u3067\u7a2e\u3005\u306e\u6700\u9069\u5316\u554f\u984c\u3092\u89e3\u304f\u969b\u306b\u306f\u4e3b\u63a2\u7d22\u30aa\u30da\u30ec\u30fc\u30bf\u3067\u3042\u308b\u4ea4\u53c9\u306e\u8a2d\u8a08\u304c\u91cd\u8981\u3067\u3042\u308b\uff0e\u7279\u306b\u30b0\u30e9\u30d5\u306a\u3069\u7d44\u5408\u305b\u7684\u306a\u69cb\u9020\u3092\u89e3\u7a7a\u9593\u306b\u6301\u3064\u96e2\u6563\u554f\u984c\u306b\u304a\u3044\u3066\u306f\uff0c\u4e21\u89aa\u306e\u5f62\u8cea\u3092\u53d7\u3051\u7d99\u3050\u3088\u3046\uff0c\u554f\u984c\u56fa\u6709\u306e\u69cb\u9020\uff0c\u6027\u8cea\u3092\u8003\u616e\u3057\u305f\u4ea4\u53c9\u306e\u8a2d\u8a08\u304c\u91cd\u8981\u3067\u3042\u308b\uff0e\u8907\u96d1\u306a\u5236\u7d04\u3084\u8a2d\u8a08\u5909\u6570\u9593\u4f9d\u5b58\u3092\u6709\u3059\u308b\u7d44\u5408\u305b\u6700\u9069\u5316\u554f\u984c\u3092\u89e3\u304f\u306b\u3042\u305f\u308a\uff0c\u89e3\u306e\u8a73\u7d30\u306a\u8abf\u7bc0\u304c\u53ef\u80fd\u306a\u5c40\u6240\u63a2\u7d22\u3092\u63a2\u7d22\u30aa\u30da\u30ec\u30fc\u30bf\u306b\u4f75\u7528\u3055\u305b\u308b\u3053\u3068\u304c\u975e\u5e38\u306b\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304b\u3089\uff0c\u5c40\u6240\u63a2\u7d22\u306b\u57fa\u3065\u3044\u305f\u591a\u6bb5\u968e\u63a2\u7d22\u4ea4\u53c9Multi-step Crossover Fusion(MSXF)\u304a\u3088\u3073deterministic MSXF (dMSXF)\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u308b\uff0e\u672c\u7814\u7a76\u3067\u306f\u4ea4\u53c9MSXF\uff0cdMSXF\u3092GP\u306b\u304a\u3051\u308b\u4ea4\u53c9\u306b\u63a1\u7528\u3059\u308b\uff0e\u6728\u69cb\u9020\u306e\u5c40\u6240\u63a2\u7d22\u306b\u3042\u305f\u308a\uff0c\u4e21\u89aa\u9593\u306b\u5171\u901a\u3059\u308b\u30b0\u30e9\u30d5\u30d1\u30bf\u30fc\u30f3\u3092\u4fdd\u5b58\u3059\u3079\u304d\u5f62\u8cea\u3068\u3068\u3089\u3048\uff0c\u305d\u308c\u306b\u57fa\u3065\u304f\u8fd1\u508d\u3068\u8ddd\u96e2\u3092\u5b9a\u7fa9\u3059\u308b\uff0e\u5c40\u6240\u63a2\u7d22\u3067\u306f\u5171\u901a\u90e8\u5206\u3092\u7834\u58ca\u3057\u306a\u3044\u3088\u3046\u306a\u8fd1\u508d\u751f\u6210\u6cd5\u3092\u5c0e\u5165\u3059\u308b\uff0e\u9023\u7d9a\u95a2\u6570\u540c\u5b9a\u554f\u984c\u306bMSXF\uff0cdMSXF\u3092\u9069\u7528\u3057\uff0c\u6709\u52b9\u6027\u3092\u691c\u8a3c\u3059\u308b\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u306fGP\u306e\u4ea4\u53c9\u306b\u5c40\u6240\u63a2\u7d22\u306b\u57fa\u3065\u3044\u305fMSXF\u3068dMSXF\u3092\u9069\u7528\u3057\u305f\u7d50\u679c\u3092\u691c\u8a3c\u3057\u305f\u767a\u8868\u3067\u3057\u305f\uff0e\u81ea\u5206\u306e\u7814\u7a76\u3067\u3082GP\u3092\u7528\u3044\u3066\u3044\u307e\u3059\u304c\uff0c\u307e\u3060\u52c9\u5f37\u3057\u59cb\u3081\u305f\u3070\u304b\u308a\u3067\u3042\u308b\u305f\u3081\uff0cGP\u306e\u5fdc\u7528\u7684\u306a\u4ea4\u53c9\u624b\u6cd5\u304c\u6570\u591a\u304f\u63d0\u6848\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u306b\u9a5a\u304d\u307e\u3057\u305f\uff0e\u3053\u306e\u3088\u3046\u306a\u624b\u6cd5\u3092\u52c9\u5f37\u3057\u3066\u3044\u304f\u3053\u3068\u3067\u81ea\u8eab\u306e\u7814\u7a76\u3078\u306e\u5fdc\u7528\u304c\u53ef\u80fd\u3067\u3042\u308b\u3068\u611f\u3058\u3089\u308c\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 \u5b66\u7fd2\u5206\u985e\u5b50\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u6700\u9069\u884c\u52d5\u7372\u5f97\u306e\u305f\u3081\u306e\u500b\u4f53\u9078\u629e\u6cd5\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u4e2d\u7530\u96c5\u4e5f,Pier Luca Lanzi,\u677e\u5cf6\u88d5\u5eb7,\u4f50\u85e4\u5bdb\u4e4b,\u9ad8\u7389\u572d\u6a39\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bb\u30c3\u30b7\u30e7\u30f33<br \/>\nAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u5f37\u5316\u5b66\u7fd2\u3068\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304b\u3089\u69cb\u6210\u3055\u308c\u308b\u5b66\u7fd2\u5206\u985e\u5b50\u30b7\u30b9\u30c6\u30e0(Learning Classi<br clear=\"all\" \/> er System:LCS4)\u306f\uff0c\u6709\u7528\u306a\u30de\u30a4\u30cb\u30f3\u30b0\u624b\u6cd5\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\uff0e\u73fe\u5728\u4e3b\u6d41\u306eLCS\u3067\u3042\u308b\u6b63\u78ba\u6027\u306b\u57fa\u3065\u304fLCS(Accuracy-based LCS: XCS)\u306f\uff0c\u5168\u72b6\u614b\u884c\u52d5\u7a7a\u9593\u3092\u5b66\u7fd2\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\uff0c\u591a\u5927\u306a\u5b66\u7fd2\u56de\u6570\u3092\u8981\u3059\u308b\u3068\u3044\u3046\u554f\u984c\u304c\u5b58\u5728\u3059\u308b\uff0e\u3053\u306e\u554f\u984c\u306b\u5bfe\u3057\uff0c\u6211\u3005\u306f\u6700\u5927\u5831\u916c\u3092\u5f97\u308b\u884c\u52d5(\u6700\u9069\u884c\u52d5)\u3092\u3082\u3064\u5206\u985e\u5b50\u306e\u307f\u5b66\u7fd2\u3059\u308bLCS(XCS with Adaptive Action Mapping: XCSAM)\u3092\u63d0\u6848\u3057\u305f\uff0e\u3057\u304b\u3057\u306a\u304c\u3089\uff0cXCSAM\u3092\u306f\u3058\u3081\u3068\u3059\u308bLCS\u306f\uff0c\u74b0\u5883\u72b6\u614b(\u30c7\u30fc\u30bf)\u306e\u6b21\u5143\u6570\u306e\u5897\u52a0\u306b\u4f34\u3063\u3066\uff0c\u4e00\u822c\u5316\u6027\u80fd\u304c\u8457\u3057\u304f\u4f4e\u4e0b\u3059\u308b\uff0e\u3053\u308c\u306f\uff0c\u72b6\u614b\u884c\u52d5\u7a7a\u9593\u306e\u5897\u52a0\u306b\u3088\u308a\u5b66\u7fd2\u3059\u308b\u5206\u985e\u5b50\u304c\u5897\u52a0\u3059\u308b\u3053\u3068\u3067\uff0c\u5b66\u7fd2\u52b9\u7387\u304c\u4f4e\u4e0b\u3059\u308b\u305f\u3081\u3067\u3042\u308b\uff0e\u305d\u3053\u3067\u672c\u8ad6\u6587\u3067\u306f\uff0c\u307e\u305a\uff0cXCS\u306e\u5f93\u6765\u500b\u4f53\u9078\u629e\u6cd5\u306b\u3064\u3044\u3066\uff0cXCS\u3068XCSAM\u306b\u304a\u3051\u308b\u540c\u9078\u629e\u6cd5\u306e\u52b9\u679c\u306e\u6bd4\u8f03\u3092\u884c\u3046\uff0e\u305d\u3053\u304b\u3089\uff0cXCSAM\u306b\u304a\u3044\u3066\u9078\u629e\u3059\u3079\u304d\u5206\u985e\u5b50\u306e\u6027\u8cea\u3092\u7279\u5b9a\u3057\uff0c\u3053\u308c\u3089\u306e\u5206\u985e\u5b50\u3092\u9069\u5207\u306b\u9078\u629e\u3059\u308b\u6a5f\u69cb\u3092\u5099\u3048\u305f\u500b\u4f53\u9078\u629e\u6cd5\u3092\u69cb\u7bc9\u3059\u308b\uff0e\u6700\u5f8c\u306b\uff0c\u63d0\u6848\u500b\u4f53\u9078\u629e\u6cd5\u3092\u7528\u3044\u305fXCSAM\u3092\uff0c\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u306e\u5206\u985e\u554f\u984c(Multiplexer\u554f\u984c\u3068\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u554f\u984c)\u306b\u9069\u7528\u3057\u6709\u52b9\u6027\u3092\u8a55\u4fa1\u3059\u308b\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u89aa\u500b\u4f53\u306e\u9078\u629e\u306b\u5727\u3092\u304b\u3051\u308b\u3053\u3068\u3067\uff0c\u5c11\u306a\u3044\u5b66\u7fd2\u56de\u6570\u3067\u52b9\u7387\u7684\u306b\u5831\u916c\u3092\u5f97\u3089\u308c\u308b\u4e8b\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u767a\u8868\u3067\u3057\u305f\uff0e\u7d50\u63d0\u6848\u624b\u6cd5\u3068\u65e2\u5b58\u624b\u6cd5\u306e\u6bd4\u8f03\u306b\u691c\u5b9a\u3092\u7528\u3044\u308b\u3053\u3068\u3067\uff0c\u3088\u308a\u4fe1\u983c\u6027\u306e\u3042\u308b\u30c7\u30fc\u30bf\u306b\u3057\u3066\u3044\u308b\u6240\u3082\u826f\u304b\u3063\u305f\u3068\u601d\u3044\u307e\u3059\uff0e\u30dd\u30b9\u30bf\u30fc\u306e\u4f5c\u308a\u3068\u767a\u8868\u306e\u4ed5\u65b9\u306b\u624b\u304c\u8fbc\u3093\u3067\u3044\u3066\uff0c\u624b\u6cd5\u3068\u826f\u3044\u7d50\u679c\u304c\u805e\u304d\u624b\u306b\u3068\u3063\u3066\u4f1d\u308f\u308a\u3084\u3059\u3044\u767a\u8868\u3067\u3057\u305f\uff0e<br \/>\n\u53c2\u8003\u6587\u732e<br \/>\n1)\u00a0\u00a0\u00a0 \u9032\u5316\u8a08\u7b97\u5b66\u4f1a, http:\/\/www.jpnsec.org\/<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>\u5831\u544a\u8005\u6c0f\u540d<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u5e03\u5ddd\u5c06\u6765\u4eba<\/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\">\u9078\u597d\u60c5\u5831\u306b\u57fa\u3065\u304fMOEA\/D\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\">MOEA\/D based on preference date<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u8457\u8005<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u5ee3\u5b89\u77e5\u4e4b\uff0c\u6e21\u8fba\u771f\u4e5f\uff08\u5ba4\u862d\u5de5\u696d\u5927\u5b66\uff09\uff0c\u6a2a\u5185\u4e45\u731b\uff0c\u5ee3\u5b89\u77e5\u4e4b<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u4e3b\u50ac<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u9032\u5316\u8a08\u7b97\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\">\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02012<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"147\"><b>\u4f1a\u5834<\/b><b><\/b><\/td>\n<td valign=\"top\" width=\"373\">\u30db\u30c6\u30eb\u30de\u30ed\u30a6\u30c9\u8efd\u4e95\u6ca2<\/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\">2012\/12\/15 &#8211; 2012\/12\/16<\/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 \/>\n\u79c1\u306f2012\u5e7412\u670815\u65e5\u304b\u30892012\u5e7412\u670816\u65e5\u306b\u304b\u3051\u3066\u65b0\u6f5f\u770c\u30db\u30c6\u30eb\u30de\u30ed\u30a6\u30c9\u8efd\u4e95\u6ca2\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02012\u00b9\u207e\u306b\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02012\u306f\uff0c\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0(GA)\u3084\u7c92\u5b50\u7fa4\u6700\u9069\u5316(PSO)\u306a\u3069\u306e\u9032\u5316\u8a08\u7b97\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u5b9f\u5fdc\u7528\u306b\u95a2\u3059\u308b\u7814\u7a76\u306e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3092\u884c\u3046\u5b66\u4f1a\u3067\u3042\u308a\uff0c\u5b66\u751f\u540c\u58eb\u306e\u4ea4\u6d41\u3092\u6df1\u3081\u308b\u70ba\u306b\u5408\u5bbf\u5f62\u5f0f\u3067\u884c\u308f\u308c\u308b\u5b66\u4f1a\u3067\u3059\uff0e<br \/>\n\u79c1\u306f23\u65e5(\u91d1) \u306e\u53e3\u982d\u767a\u8868\u306b\u3066\u8b1b\u6f14\u81f4\u3057\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u5ee3\u5b89\u5148\u751f\uff0c\u7530\u4e2d\u3055\u3093\uff0c\u5c71\u4e2d\u3055\u3093\uff0c\u5e03\u5ddd\uff0c\u95a2\u8c37\u306e5\u540d\u304c\u53c2\u52a0\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n2. \u7814\u7a76\u767a\u8868<br \/>\n2.1. \u767a\u8868\u6982\u8981<br \/>\n\u79c1\u306f16\u65e5\u306e\u30bb\u30c3\u30b7\u30e7\u30f34\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u53ca\u3073\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3067\uff0c2\u520630\u79d2\u306e\u53e3\u982d\u767a\u8868\u306e\u5f8c\uff0c50\u5206\u5b9a\u7a0b\u5ea6\u306e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3092\u884c\u3046\u5f62\u3067\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n\u4eca\u56de\u306e\u767a\u8868\u3067\u306f\uff0c \u591a\u76ee\u7684\u9032\u5316\u578b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e00\u3064\u3067\u3042\u308bMOEA\/D\u306e\u4e00\u6539\u826f\u624b\u6cd5\u3068\u3057\u3066\uff0c\u30e6\u30fc\u30b6\u306e\u9078\u597d\u60c5\u5831\u3092\u63a2\u7d22\u306b\u7528\u3044\u308b\u3053\u3068\u3067\uff0c\u63a2\u7d22\u6027\u80fd\u306e\u5f37\u5316\u3092\u56f3\u3063\u305f\u624b\u6cd5\u306e\u63d0\u6848\u3092\u884c\u3044\u307e\u3057\u305f\uff0e\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u306f\u300c\u9078\u597d\u60c5\u5831\u306b\u57fa\u3065\u304fMOEA\/D\u306e\u691c\u8a0e\u300d\u3067\u3059\uff0e<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<br \/>\n\u8cea\u554f\u5185\u5bb9\u306f\uff0c\u300c\u63d0\u6848\u624b\u6cd5\u3067\u306f\u76ee\u7684\u95a2\u6570\u7a7a\u9593\u5185\u306b\u30e6\u30fc\u30b6\u304c\u53c2\u7167\u70b9\u3092\u8a2d\u5b9a\u3059\u308b\u3068\u306e\u3053\u3068\u3067\u3059\u304c\uff0c\u76ee\u7684\u95a2\u6570\u7a7a\u9593\u304c4\u6b21\u5143\u4ee5\u4e0a\u306e\u5834\u5408\u53ef\u8996\u5316\u3059\u308b\u306e\u306f\u56f0\u96e3\u3060\u3068\u601d\u308f\u308c\u307e\u3059\u304c\u3069\u306e\u3088\u3046\u306b\u53c2\u7167\u70b9\u306e\u8a2d\u5b9a\u3092\u884c\u3044\u307e\u3059\u304b\uff1f\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u3059\uff0e<br \/>\n\u79c1\u306e\u56de\u7b54\u306f\u300c\u76ee\u7684\u95a2\u6570\u7a7a\u9593\u304c4\u6b21\u5143\u4ee5\u4e0a\u306e\u5834\u5408\u306f\u305d\u308c\u305e\u308c\u306e\u5206\u5e03\u306e\u6700\u5927\u5024\u3068\u6700\u5c0f\u5024\u306a\u3069\u3092\u63d0\u793a\u3059\u308b\u4e8b\u3067\u8a2d\u5b9a\u3092\u884c\u3046\u4e8b\u304c\u3067\u304d\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\uff0e\u5b9f\u5229\u7528\u3092\u8003\u3048\u305f\u6642\uff0c\u76ee\u7684\u95a2\u6570\u7a7a\u9593\u306b\u304a\u3051\u308b\u7406\u60f3\u5024\u306f\u30e6\u30fc\u30b6\u304c\u628a\u63e1\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u308b\u305f\u3081\uff0c\u554f\u984c\u306a\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\uff0e\u300d\u3067\u3059\uff0e<br \/>\n&nbsp;<br \/>\n2.3. \u611f\u60f3<br \/>\n\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u3067\u306f\u7dca\u5f35\u3057\u3066\u3057\u307e\u3044\u65e9\u53e3\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\uff0e\u6bce\u5ea6\u53e3\u982d\u767a\u8868\u3067\u306f\u7dca\u5f35\u3057\u3066\u3057\u307e\u3046\u306e\u3067\uff0c\u3082\u3063\u3068\u7df4\u7fd2\u304c\u5fc5\u8981\u3060\u3068\u611f\u3058\u307e\u3057\u305f\uff0e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3067\u306f\u63d0\u6848\u624b\u6cd5\u306b\u3064\u3044\u3066\u4e00\u5b9a\u306e\u7406\u89e3\u3092\u5f97\u3089\u308c\u305f\u3068\u611f\u3058\u307e\u3057\u305f\u304c\uff0c\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u591a\u76ee\u7684\u6700\u9069\u5316\u306e\u7814\u7a76\u3092\u3055\u308c\u3066\u3044\u308b\u65b9\u3005\u304c\u591a\u304b\u3063\u305f\u70ba\uff0c\u3042\u307e\u308a\u5c02\u9580\u7684\u306a\u8cea\u554f\u3084\u610f\u898b\u306f\u3044\u305f\u3060\u3051\u307e\u305b\u3093\u3067\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n&nbsp;<br \/>\n3. \u8074\u8b1b<br \/>\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<br \/>\n&nbsp;<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"529\">\n<p align=\"left\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u52fe\u914d\u3092\u5229\u7528\u3057\u305f\u5c40\u6240\u63a2\u7d22\u6cd5\u306b\u3088\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30ed\u30b1\u30c3\u30c8\u30a8\u30f3\u30b8\u30f3\u6982\u5ff5\u8a2d\u8a08\u3078\u306e\u5fdc\u7528<\/p>\n<p>\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u6a2a\u5185\u76f4\u6a39\uff0c\u6e21\u8fba\u771f\u4e5f<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u30bb\u30c3\u30b7\u30e7\u30f31<\/p>\n<p align=\"left\">Abstruct \uff1a\u591a\u76ee\u7684\u9032\u5316\u578b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u3066\u5f97\u3089\u308c\u305f\u30d1\u30ec\u30fc\u30c8\u30d5\u30ed\u30f3\u30c8\u306b\u5bfe\u3057\u3066\uff0c\u3088\u308a\u7cbe\u5ea6\u306e\u9ad8\u3044\u30d1\u30ec\u30fc\u30c8\u30d5\u30ed\u30f3\u30c8\u3092\u6c42\u3081\u308b\u70ba\u306e\u5c40\u6240\u63a2\u7d22\u624b\u6cd5\u306e\u63d0\u6848\u306e\u767a\u8868\u3067\u3057\u305f\uff0e<\/p>\n<p align=\"left\">\u3053\u306e\u63d0\u6848\u624b\u6cd5\u3067\u306f\u8fd1\u4f3c\u52fe\u914d\u3092\u5229\u7528\u3057\u63a2\u7d22\u65b9\u5411\u304c\u4e00\u610f\u306b\u5b9a\u307e\u3063\u305f\u89e3\u5019\u88dc\u306e\u66f4\u65b0\u306b\u57fa\u3065\u3044\u3066\u304a\u308a\uff0c\u63a2\u7d22\u904e\u7a0b\u306b\u30e9\u30f3\u30c0\u30e0\u306a\u8981\u7d20\u3092\u5b8c\u5168\u306b\u6392\u9664\u3057\u305f\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u308b\uff0e\u307e\u305f\uff0c\u30d1\u30ec\u30fc\u30c8\u30d5\u30ed\u30f3\u30c8\u5168\u4f53\u3092\u9699\u9593\u306a\u304f\u691c\u51fa\u3059\u308b\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u6709\u3057\u3066\u304a\u308a\uff0c\u30c6\u30b9\u30c8\u554f\u984c\u306b\u304a\u3044\u3066\u30d1\u30ec\u30fc\u30c8\u30d5\u30ed\u30f3\u30c8\u5168\u4f53\u3092\u9ad8\u7cbe\u5ea6\u306b\u9699\u9593\u306a\u304f\u8fd1\u4f3c\u53ef\u80fd\u306a\u89e3\u96c6\u5408\u306e\u751f\u6210\u306b\u6210\u529f\u3057\u3066\u3044\u308b\uff0e<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u591a\u76ee\u7684\u9032\u5316\u578b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u3063\u3066\u5f97\u3089\u308c\u305f\u89e3\u306b\u5bfe\u3057\u3066\u63d0\u6848\u624b\u6cd5\u3067\u3042\u308b\u5c40\u6240\u63a2\u7d22\u3092\u884c\u3046\u4e8b\u3067\uff0c\u30d1\u30ec\u30fc\u30c8\u30d5\u30ed\u30f3\u30c8\u306e\u5c45\u6240\u6700\u9069\u6027\u3092\u4e0a\u3052\u308b\u3068\u3044\u3046\u624b\u6cd5\u3092\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u30ed\u30b1\u30c3\u30c8\u30a8\u30f3\u30b8\u30f3\u554f\u984c\u306b\u9069\u5fdc\u3057\u305f\u7d50\u679c\u306b\u95a2\u3059\u308b\u767a\u8868\u3067\u3057\u305f\uff0e\u4ee5\u524d\u306e\u767a\u8868\u3067\u30c6\u30b9\u30c8\u95a2\u6570\u3067\u306f\u304b\u306a\u308a\u826f\u597d\u306a\u7d50\u679c\u3092\u5f97\u3066\u3044\u305f\u306b\u3082\u95a2\u308f\u3089\u305a\u30ed\u30b1\u30c3\u30c8\u554f\u984c\u3067\u306f\u3042\u307e\u308a\u826f\u3044\u7d50\u679c\u3092\u5f97\u3089\u308c\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\uff0e<br \/>\n\u79c1\u3082\u30c6\u30b9\u30c8\u95a2\u6570\u3060\u3051\u3067\u306a\u304f\u5b9f\u554f\u984c\u3078\u306e\u5fdc\u7528\u304c\u3067\u304d\u308b\u3088\u3046\u306a\u624b\u6cd5\u3092\u63d0\u6848\u3057\u305f\u3044\u3068\u8003\u3048\u3066\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 \u907a\u4f1d\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u304a\u3051\u308b\u907a\u4f1d\u7684\u5c40\u6240\u63a2\u7d22\u6cd5\u306e\u6709\u52b9\u6027\u306e\u691c\u8a3c\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u7d30\u5ddd\u9577\u6d0b\uff0c\u82b1\u7530\u826f\u5b50\uff0c\u5c0f\u91ce\u666f\u5b50\uff0c\u68df\u5b89\u5b9f\u6cbb<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bb\u30c3\u30b7\u30e7\u30f32<br \/>\nAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u907a\u4f1d\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\uff08GP\uff09\u306b\u304a\u3051\u308b\u5c40\u6240\u63a2\u7d22\u624b\u6cd5\u306b\u95a2\u3059\u308b\u8ad6\u6587\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<br \/>\n\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u304a\u3044\u3066\u6709\u52b9\u306a\u4ea4\u53c9\u624b\u6cd5\u3068\u3055\u308c\u3066\u3044\u308b\u591a\u6bb5\u968e\u63a2\u7d22\u4ea4\u53c9Multi-step Crossover Fusion(MSXF)\u3068deterministic MSXF(dMSXF)\u3092GP\u306b\u9069\u5fdc\u3059\u308b\u65b9\u6cd5\u3068\u305d\u306e\u7d50\u679c\u306b\u95a2\u3057\u3066\u306e\u8ad6\u6587\u3067\u3042\u308b\uff0e\u672c\u8ad6\u6587\u3067\u306f\u6728\u69cb\u9020\u306b\u304a\u3051\u308b\u8fd1\u508d\u8ddd\u96e2\u306e\u5b9a\u7fa9\u3092\u884c\u3044\uff0c\u305d\u306e\u8fd1\u508d\u306b\u57fa\u3065\u3044\u3066\u591a\u6bb5\u968e\u63a2\u7d22\u4ea4\u53c9\u3092\u884c\u3046\uff0e\u8fd1\u508d\u8ddd\u96e2\u3068\u3057\u3066\u306f\u307e\u305a\uff0c\u6728\u3068\u3057\u3066\u306e\u69cb\u9020\u304c\u4f3c\u3066\u3044\u308b\u306e\u304b\u3069\u3046\u304b\uff0c\u6b21\u306b\u985e\u4f3c\u69cb\u9020\u90e8\u5206\u3068\u975e\u985e\u4f3c\u69cb\u9020\u90e8\u5206\u3067\u305d\u308c\u305e\u308c\u30ce\u30fc\u30c9\u306e\u4e2d\u8eab\u304c\u3069\u3046\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u6bd4\u8f03\u3057\u8ddd\u96e2\u3092\u610f\u7fa9\u3059\u308b\u65b9\u6cd5\u3092\u53d6\u308b\uff0e<br \/>\n\u3053\u306e\u767a\u8868\u306f\u533b\u7528\u753b\u50cf\u73ed\u3067\u3082\u554f\u984c\u3068\u306a\u3063\u3066\u3044\u308b\uff0c\u6728\u69cb\u9020\u306e\u8fd1\u508d\u306b\u95a2\u3059\u308b\u8ad6\u6587\u3067\u3042\u308a\u4eca\u5f8c\u306e\u7814\u7a76\u306b\u304a\u3044\u3066\u7528\u3044\u308b\u4e8b\u304c\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\uff0e<br \/>\n&nbsp;<br \/>\n\u53c2\u8003\u6587\u732e<br \/>\n1)\u00a0\u00a0\u00a0 \u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02012, http:\/\/www.jpnsec.org\/symposium201203.html<br \/>\n&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5ee3\u5b89\u304c\u3001\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u306e\u5b66\u4f1a\u9577\u3068\u3057\u3066\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\u3002 \u307e\u305f\u3001\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4e0b\u8a18\u306e4\u4ef6\u306e\u767a\u8868\u3092\u3057\u307e\u3057\u305f\u3002 S1-9. \u89d2\u819c\u5185\u76ae\u7d30\u80de\u753b\u50cf\u306b\u304a\u3051\u308bGP \u3092\u5229\u7528\u3057\u305f\u7d30\u80de\u9818\u57df\u5206\u5272\u306e\u30eb\u30fc\u30eb\u62bd\u51fa\u306e\u63d0\u6848\u3068\u8a55\u4fa1 \u95a2\u8c37\u99ff\u4ecb, \u6a2a\u5185\u4e45\u731b, \u5c0f\u6cc9 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/is.doshisha.ac.jp\/news\/?p=1228\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u3010\u901f\u5831\u3011\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\uff12\uff10\uff11\uff12&#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-1228","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\/1228","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=1228"}],"version-history":[{"count":0,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts\/1228\/revisions"}],"wp:attachment":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1228"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1228"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1228"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}