{"id":5966,"date":"2019-03-08T10:03:28","date_gmt":"2019-03-08T01:03:28","guid":{"rendered":"http:\/\/www.is.doshisha.ac.jp\/news\/?p=5966"},"modified":"2021-03-09T11:10:07","modified_gmt":"2021-03-09T02:10:07","slug":"%e3%80%90%e9%80%9f%e5%a0%b1%e3%80%91%e7%ac%ac%ef%bc%91%ef%bc%95%e5%9b%9e%e9%80%b2%e5%8c%96%e8%a8%88%e7%ae%97%e5%ad%a6%e4%bc%9a%e7%a0%94%e7%a9%b6%e4%bc%9a","status":"publish","type":"post","link":"https:\/\/is.doshisha.ac.jp\/news\/?p=5966","title":{"rendered":"\u3010\u901f\u5831\u3011\u7b2c\uff11\uff15\u56de\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u7814\u7a76\u4f1a"},"content":{"rendered":"<p>\u7b2c\uff11\uff15\u56de\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u7814\u7a76\u4f1a\u304c2019\u5e743\u67087-8\u65e5\u306e\u65e5\u7a0b\u3067\u6a2a\u6d5c\u56fd\u7acb\u5927\u5b66\uff08\u795e\u5948\u5ddd\uff09\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u3002<br \/>\n\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4e0b\u8a18\u306e2\u540d\u306e\u5b66\u751f\u304c\u767a\u8868\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>Double Niched Evolutionary Algorithm (DNEA)\u306e\u30ca\u30c3\u30d7\u30b5\u30c3\u30af\u554f\u984c\u3078\u306e\u9069\u7528\u3068\u691c\u8a0e\u3000\u5927\u6fa4\u50da\u4e5f\uff08M1)<\/li>\n<li>\u7530\u4e2d(B4)<\/li>\n<\/ul>\n<p><!--more--><br \/>\n<strong>\u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"147\"><strong>\u00a0<\/strong><br \/>\n<strong>\u5831\u544a\u8005\u6c0f\u540d<\/strong><\/td>\n<td width=\"373\">&nbsp;<br \/>\n\u5927\u6fa4\u50da\u4e5f<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><\/td>\n<td width=\"373\">Double Niched Evolutionary Algorithm (DNEA)\u306e\u30ca\u30c3\u30d7\u30b5\u30c3\u30af\u554f\u984c\u3078\u306e\u9069\u7528\u3068\u691c\u8a0e<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><\/td>\n<td width=\"373\">Application and study of Double Niched Evolutionary Algorithm (DNEA) for knapsack problem<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u8457\u8005<\/strong><\/td>\n<td width=\"373\">\u5927\u6fa4\u50da\u4e5f, \u65e5\u548c\u609f, \u5ee3\u5b89\u77e5\u4e4b<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u4e3b\u50ac<\/strong><\/td>\n<td width=\"373\">\u9032\u5316\u8a08\u7b97\u5b66\u4f1a<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u8b1b\u6f14\u4f1a\u540d<\/strong><\/td>\n<td width=\"373\">\u7b2c\uff11\uff15\u56de\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u7814\u7a76\u4f1a<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u4f1a\u5834<\/strong><\/td>\n<td width=\"373\">\u6a2a\u6d5c\u56fd\u7acb\u5927\u5b66 \u7406\u5de5\u5b66\u90e8\u8b1b\u7fa9\u68dfA1\u968e 106\u6559\u5ba4<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u958b\u50ac\u65e5\u7a0b<\/strong><\/td>\n<td width=\"373\">2019\/03\/07\u301c2019\/03\/08<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<br \/>\n&nbsp;<\/p>\n<ol>\n<li>\u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30<\/li>\n<\/ol>\n<p>2019\/03\/07\u301c2019\/03\/08\u306b\u6a2a\u6d5c\u56fd\u7acb\u5927\u5b66 \u7406\u5de5\u5b66\u90e8\u8b1b\u7fa9\u68dfA1\u968e 106\u6559\u5ba4\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u7b2c\uff11\uff15\u56de\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u7814\u7a76\u4f1a\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u7814\u7a76\u4f1a\u306f\uff0c\u6700\u5148\u7aef\u306e\u8cea\u306e\u9ad8\u3044\u7814\u7a76\u306b\u3064\u3044\u3066\u3058\u3063\u304f\u308a\u3068\u8b70\u8ad6\u3059\u308b\u3068\u3068\u3082\u306b\uff0c\u6b21\u4e16\u4ee3\u3092\u62c5\u3046\u82e5\u624b\u306e\u7814\u7a76\u8005\uff08\u5b66\u751f\u3092\u542b\u3080\uff09\u306e\u305f\u3081\u306e\u7814\u7a76\u767a\u8868\u306e\u6a5f\u4f1a\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u306b\u958b\u50ac\u3055\u308c\u3066\u3044\u307e\u3059\uff0e<br \/>\n\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u5ee3\u5b89\u5148\u751f\u3068\u79c1\uff0cM0\u306e\u7530\u4e2d\u304c\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<ol start=\"2\">\n<li>\u7814\u7a76\u767a\u8868\n<ul>\n<li>\u767a\u8868\u6982\u8981<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u79c1\u306f8\u65e5\u306e10\u664215\u5206\u3088\u308a\u958b\u50ac\u3055\u308c\u305f\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u300c\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f33\u300d\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\u30d5\u30e9\u30c3\u30b7\u30e5\u30fc\u30c8\u30fc\u30af2\u5206\u3092\u542b\u3081\u305f1\u6642\u9593\u534a\u306e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3057\u305f\uff0e<br \/>\n\u4ee5\u4e0b\u306b\u767a\u8868\u5185\u5bb9\u306e\u8981\u7d04\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"548\">\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u6700\u9069\u5316\u306f\u73fe\u5b9f\u306e\u4e16\u754c\u306e\u554f\u984c\u3068\u3057\u3066\u3088\u304f\u898b\u3089\u308c\u308b\u3002\u672c\u767a\u8868\u3067\u306f\uff0c\u6700\u8fd1Liu, Ishibuchi, Nojima\u3089\u306b\u3088\u3063\u3066\u63d0\u6848\u3055\u308c\u305fdouble niched evolutionary algorithm (DNEA) \u304c\uff0c\u591a\u76ee\u76840\/1\u30ca\u30c3\u30d7\u30b5\u30c3\u30af\u554f\u984c\u306e\u89e3\u7372\u5f97\u306b\u53ca\u307c\u3059\u5f71\u97ff\u3092\uff0c\u5f93\u6765\u624b\u6cd5\u3068\u306e\u6bd4\u8f03\u306b\u3088\u3063\u3066\u691c\u8a0e\u3059\u308b\uff0e\u307e\u305f\uff0c\u5b9f\u554f\u984c\u3078\u306e\u5f71\u97ff\u3092fMRI\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u91cd\u8981\u306a\u8133\u6a5f\u80fd\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u62bd\u51fa\u554f\u984c\u3078\u9069\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u691c\u8a0e\u3059\u308b\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<ul>\n<li>\u8cea\u7591\u5fdc\u7b54<\/li>\n<\/ul>\n<p>\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\u8cea\u554f\u5185\u5bb9<\/strong><strong>1<\/strong><br \/>\n\u6c7a\u5b9a\u5909\u6570\u7a7a\u9593\u306e\u591a\u69d8\u6027\u3092\u78ba\u8a8d\u3059\u308b\u306e\u3067\u3042\u308c\u3070\u6c7a\u5b9a\u5909\u6570\u306eNiching\u3060\u3051\u3067\u826f\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u3044\u3046\u8cea\u554f\u3092\u9802\u304d\u307e\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3057\uff0c\u76ee\u7684\u95a2\u6570\u7a7a\u9593\u306e\u591a\u69d8\u6027\u306e\u7dad\u6301\u306b\u3088\u308b\u5e83\u7bc4\u306a\u89e3\u306e\u7372\u5f97\u304c\u5fc5\u8981\u3067\u3042\u308b\u305f\u3081\uff0cDouble Niched\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u56de\u7b54\u3057\u307e\u3057\u305f\uff0e\u3057\u304b\u3057\uff0c\u76ee\u7684\u95a2\u6570\u7a7a\u9593\u306e\u307f\uff0c\u6c7a\u5b9a\u5909\u6570\u7a7a\u9593\u306e\u307f\u3067Niching\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u3068\u306e\u6bd4\u8f03\u306f\u78ba\u304b\u306b\u884c\u3046\u3079\u304d\u3060\u3068\u611f\u3058\u307e\u3057\u305f\uff0e<br \/>\n<strong>\u30fb\u8cea\u554f\u5185\u5bb9<\/strong><strong>2<\/strong><br \/>\n\u6c7a\u5b9a\u5909\u6570\u7a7a\u9593\u3092\u8a55\u4fa1\u3059\u308b\u306e\u306bHyper volume\u3067\u306f\u610f\u5473\u304c\u306a\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u3044\u3046\u8cea\u554f\u3092\u3044\u305f\u3060\u304d\u307e\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3057\uff0c\u76ee\u7684\u95a2\u6570\u7a7a\u9593\u306eHyper volume\u3092\u78ba\u8a8d\u3057\u305f\u4e0a\u3067\uff0c\u6c7a\u5b9a\u5909\u6570\u7a7a\u9593\u3092\u6563\u5e03\u56f3\u306b\u304a\u3044\u3066\u6bd4\u8f03\u3057\u305f\u7d50\u679c\u3082\u8b70\u8ad6\u3057\u3066\u3044\u308b\u306e\u3067\uff0c\u4e21\u65b9\u306e\u7a7a\u9593\u3067\u691c\u8a0e\u3057\u3066\uff0c\u6bd4\u8f03\u3057\u305f\u7d50\u679c\u3092\u5143\u306b\u6b21\u306e\u9805\u76ee\u306e\u8b70\u8ad6\u3092\u3059\u308b\u305f\u3081\u306b\u8f09\u305b\u3066\u3044\u308b\u3068\u7b54\u3048\u307e\u3057\u305f\uff0e<br \/>\n<strong>\u30fb\u8cea\u554f\u5185\u5bb9<\/strong><strong>3<\/strong><br \/>\n\u8a2d\u5b9a\u3057\u3066\u3044\u308bDNEA\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3069\u3046\u306e\u3088\u3046\u306b\u3057\u3066\u6c7a\u5b9a\u3057\u3066\u3044\u308b\u306e\u304b\u3068\u3044\u3046\u8cea\u554f\u3092\u3044\u305f\u3060\u304d\u307e\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3057\uff0c\u76ee\u7684\u95a2\u6570\u7a7a\u9593\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\uff0c\u4e8b\u524d\u306b\u884c\u3063\u305f\u6bd4\u8f03\u5b9f\u9a13\u3067\u76ee\u7684\u95a2\u6570\u7a7a\u9593\u306b\u304a\u3051\u308b\u62e1\u304c\u308a\u304c\u6700\u3082\u826f\u3044\u6210\u7e3e\u3060\u3063\u305f\u3082\u306e\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3068\u7b54\u3048\u307e\u3057\u305f\uff0e<br \/>\n<strong>\u30fb\u8cea\u554f\u5185\u5bb9<\/strong><strong>4<\/strong><br \/>\n\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u554f\u984c\u306b\u6700\u9069\u306a\u3082\u306e\u3092\u9069\u5b9c\u9078\u629e\u3059\u308b\u9069\u5fdc\u578b\u306b\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u306e\u304b\u3068\u3044\u3046\u8cea\u554f\u3092\u3044\u305f\u3060\u304d\u307e\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3057\uff0cDNEA\u306e\u5143\u8ad6\u6587\u3067\u3082\u30d1\u30e9\u30e1\u30fc\u30bf\u9069\u5fdc\u578b\u306eDNEA\u306e\u8003\u6848\u304c\u4eca\u5f8c\u306e\u8ab2\u984c\u3068\u3057\u3066\u8ff0\u3079\u3089\u308c\u3066\u3044\u305f\u3068<\/p>\n<ul>\n<li>\u611f\u60f3<\/li>\n<\/ul>\n<p>\u4eca\u56de\u306e\u767a\u8868\u306f1\u5e74\u3076\u308a\u306e\u5916\u90e8\u3067\u306e\u767a\u8868\u3067\u3057\u305f\uff0e\u3055\u3089\u306b\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u3068\u3044\u3046\uff0c\u5206\u91ce\u306e\u5c02\u9580\u5bb6\u304c\u96c6\u307e\u3063\u305f\u5b66\u4f1a\u3067\u306e\u767a\u8868\u306f\u521d\u3081\u3066\u3067\u3057\u305f\uff0e\u30d5\u30e9\u30c3\u30b7\u30e5\u30c8\u30fc\u30af\u3092\u542b\u30811\u6642\u959330\u5206\u306e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u6642\u9593\u4e2d\u306f\u7d76\u3048\u9593\u306a\u304f\u8074\u8b1b\u306b\u6765\u3066\u304f\u3060\u3055\u308b\u65b9\u3005\u304c\u3044\u3066\uff0c\u3042\u3063\u3068\u3044\u3046\u9593\u306b\u6642\u9593\u304c\u7d4c\u904e\u3057\u305f\u3088\u3046\u306a\u611f\u899a\u3067\u3057\u305f\uff0e\u6765\u3066\u304f\u3060\u3055\u3063\u3066\u3044\u308b\u5148\u751f\u65b9\u306e\u591a\u304f\u306f\u9032\u5316\u8a08\u7b97\u306e\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u306e\u305f\u3081\uff0c\u6b21\u306b\u3069\u306e\u3088\u3046\u306a\u78ba\u8a8d\u3057\u305f\u3089\u826f\u3044\u304b\uff0c\u5b9f\u554f\u984c\u306b\u5fdc\u7528\u3059\u308b\u305f\u3081\u306e\u610f\u898b\u4ea4\u63db\u306a\u3069\u591a\u304f\u306e\u8b70\u8ad6\u3092\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u6642\u9593\u5916\u3067\u3082\u4ea4\u308f\u3059\u3053\u3068\u304c\u3067\u304d\u3066\u975e\u5e38\u306b\u6709\u610f\u7fa9\u306a\u7814\u7a76\u4f1a\u3067\u3042\u3063\u305f\u3068\u601d\u3044\u307e\u3059\uff0e<br \/>\n&nbsp;<\/p>\n<ol start=\"3\">\n<li>\u8074\u8b1b<\/li>\n<\/ol>\n<p>\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>\n<tbody>\n<tr>\n<td width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u3000\u8ddd\u96e2\u30d8\u3099\u30fc\u30b9\u6392\u4ed6\u6226\u7565\u5c0e\u5165\u306b\u3088\u308b\u30cb\u30c3\u30c1\u82b1\u706b\u30a2\u30eb\u30b3\u3099\u30ea\u30b9\u3099\u30e0<br \/>\n\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u4f59\u4fca\uff0c\u9ad8\u6728\u82f1\u884c<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f31<br \/>\nAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u306a\u3057<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u82b1\u706b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u3044\u3046\u3053\u306e\u7814\u7a76\u4f1a\u3067\u306f\u552f\u4e00\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u95a2\u3059\u308b\u6027\u80fd\u8a55\u4fa1\u3092\u884c\u3063\u3066\u3044\u307e\u3057\u305f\uff0e\u82b1\u706b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u306f\uff0c\u82b1\u706b\u304c\u6253\u3061\u4e0a\u3052\u3089\u308c\u305f\u969b\u306b\u82b1\u706b\u306e\u70b8\u88c2\u70b9\u3092\u4e2d\u5fc3\u306b\u30b9\u30d1\u30fc\u30af\u3092\u767a\u751f\u3059\u308b\u6a5f\u69cb\u3092\u6a21\u5023\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\uff0c\u70b8\u88c2\u70b9\u3092\u89aa\u500b\u4f53\uff0c\u30b9\u30d1\u30fc\u30af\u3059\u308b\u7bc4\u56f2\u5185\u306b\u30e9\u30f3\u30c0\u30e0\u3067\u751f\u6210\u3055\u308c\u305f\u500b\u4f53\u3092\u5b50\u500b\u4f53\u3068\u3057\u3066\u4e16\u4ee3\u306e\u66f4\u65b0\u3092\u884c\u3063\u3066\u3044\u304f\u3082\u306e\u3067\u3057\u305f\uff0e\u3057\u304b\u3057\u89aa\u500b\u4f53\u306e\u6570\u3068\u6bd4\u8f03\u3057\u3066\u30b9\u30d1\u30fc\u30af\u500b\u4f53\u306e\u6570\u304c\u975e\u5e38\u306b\u591a\u304f\uff0c\u95a2\u6570\u8a55\u4fa1\u56de\u6570\u304c\u975e\u5e38\u306b\u7121\u99c4\u306b\u306a\u3063\u3066\u3044\u308b\u3088\u3046\u306a\u6c17\u304c\u3057\u307e\u3057\u305f\uff0e\u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u305d\u306e\u7121\u99c4\u3092\u5c11\u3057\u3067\u3082\u306a\u304f\u3059\u305f\u3081\u306b\uff0c\u30b9\u30d1\u30fc\u30af\u7bc4\u56f2\u304c\u4ed6\u306e\u89aa\u500b\u4f53\u3068\u91cd\u8907\u3059\u308b\u7bc4\u56f2\u306f\u63a2\u7d22\u3057\u306a\u3044\u3088\u3046\u306a\u30cb\u30c3\u30c1\u30f3\u30b0\u3092\u884c\u3063\u3066\u3044\u307e\u3057\u305f\uff0e\u3057\u304b\u3057\uff0c\u9069\u5fdc\u5ea6\u306e\u8a55\u4fa1\u304c\u6570\u5024\u3067\u884c\u308f\u308c\u3066\u3044\u306a\u304b\u3063\u305f\u305f\u3081\uff0c\u6027\u80fd\u304c\u4eca\u3072\u3068\u3064\u308f\u304b\u308a\u306b\u304f\u767a\u8868\u306b\u306a\u3063\u3066\u3044\u3066\u3082\u3063\u305f\u3044\u306a\u3044\u3068\u3082\u611f\u3058\u307e\u3057\u305f\uff0e\u3057\u304b\u3057\uff0c\u65b0\u305f\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u5bfe\u3057\u3066\u69d8\u3005\u306a\u63d0\u6848\u3092\u3057\u3066\u3044\u304f\u767a\u8868\u306f\u8074\u3044\u3066\u3044\u3066\u975e\u5e38\u306b\u697d\u3057\u304b\u3063\u305f\u3068\u601d\u3044\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1aDifferential Evolution\u3092\u7528\u3044\u305fAdversarial Examples\u306e\u751f\u6210\u306b\u95a2\u3059\u308b\u57fa\u790e\u7684\u691c\u8a0e<br \/>\n\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u4e32\u7530\u6df3\u4e00\uff0c\u539f \u7ae0\uff0c\u9ad8\u6ff1 \u5fb9\u884c<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f32<br \/>\nAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u306a\u3057<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u306f\u5b66\u751f\u306b\u3088\u308b\u767a\u8868\u3067\u306f\u306a\u304f\uff0c\u5e83\u5cf6\u5e02\u7acb\u5927\u5b66\u306e\u4e32\u7530\u5148\u751f\u306b\u3088\u308b\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u3057\u305f\uff0eadversarial examples\u3068\u306f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c6\u3099\u30eb\u306b\u8aa4\u5206\u985e\u3092\u3055\u305b\u308b\u4eba\u5de5\u7684\u306a\u753b\u50cf\u3066\u3099\u3042\u308a\uff0c\u5c11\u306a\u3044pixel\u306e\u5909\u5316\u3092\u753b\u50cf\u30c7\u30fc\u30bf\u306b\u53cd\u6620\u3055\u305b\u308b\u3053\u3068\u3067\uff0c\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u8aa4\u5206\u985e\u3055\u305b\u308b\u306e\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u305f\uff0e\u5b9f\u969b\u306b\u7d50\u679c\u3068\u3057\u3066\u732b\u306e\u753b\u50cf\u306e\u5168\u4f53\u306eRGB\u5024\u3092\u308f\u305a\u304b\u306b\u5909\u5316\u3055\u305b\uff0c1\u30d4\u30af\u30bb\u30eb\u3060\u3051\u5168\u304f\u5225\u306e\u5024\u306b\u5909\u5316\u3055\u305b\u305f\u753b\u50cf\u3067\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u8aa4\u8a8d\u8b58\u3055\u305b\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u3066\u3044\u305f\uff0e\u3057\u304b\u3057\uff0c\u767a\u8868\u4e2d\u306b\u8cea\u554f\u306b\u3042\u3063\u305f\u3088\u3046\u306b\u9032\u5316\u8a08\u7b97\u624b\u6cd5\u306bDE\u3092\u7528\u3044\u308b\u5fc5\u8981\u6027\u306f\u5b58\u5728\u3057\u306a\u3044\u3088\u3046\u3067\uff0c\u4eca\u5f8c\u3088\u308a\u3053\u306eadversarial example\u753b\u50cf\u751f\u6210\u306b\u9069\u3057\u305f\u9032\u5316\u8a08\u7b97\u624b\u6cd5\u3092\u8abf\u67fb\u3057\u3066\u5e83\u7bc4\u306a\u753b\u50cf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3068\uff0cGAN\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u753b\u50cf\u751f\u6210\u624b\u6cd5\u306e\u65b0\u305f\u306a\u5207\u308a\u53e3\u3068\u3057\u3066\u6d3b\u8e8d\u3067\u304d\u305d\u3046\u3067\u3042\u308b\u3068\u611f\u3058\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u30ea\u30f3\u30b1\u30fc\u30b7\u3099\u540c\u5b9a\u3092\u7528\u3044\u305f\u591a\u76ee\u7684\u9032\u5316\u8a08\u7b97\u624b\u6cd5\u306e\u30b3\u30b9\u30c8\u304b\u3089\u898b\u305f\u6027\u80fd\u691c\u8a3c<br \/>\n\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u6cc9\u8c37\u5149\u7950\uff0c\u68df\u671d\u96c5\u6674<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u53e3\u982d\u30bb\u30c3\u30b7\u30e7\u30f31<br \/>\nAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u306a\u3057<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u3067\u306f\u30ea\u30f3\u30b1\u30fc\u30b7\u3099\u540c\u5b9a\u3092\u884c\u3063\u305f\u969b\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u306b\u3064\u3044\u3066\u306e\u8b70\u8ad6\u304c\u4e2d\u5fc3\u3067\u3057\u305f\uff0e\u6bd4\u8f03\u5bfe\u8c61\u3068\u3057\u3066MOEA\/D\u3068MOEA\/D\u306b\u30ea\u30f3\u30b1\u30fc\u30b8\u540c\u5b9a\u3092\u5c0e\u5165\u3057\u305fMOEA\/D-LIEM\uff0cMOEA\/D\u306bCMA-ES\u306e\u89e3\u751f\u6210\u624b\u6cd5\u3092\u5c0e\u5165\u3057\u305fMOEA\/D-CMA\u3092\u7528\u3044\u3066\u3044\u307e\u3057\u305f\uff0e\u7d50\u679c\u3068\u3057\u3066DTLZ\u554f\u984c\u306e\u3088\u3046\u306b\u6bd4\u8f03\u7684\u7c21\u5358\u306a\u554f\u984c\u3067\u306f\uff0c\u30ea\u30f3\u30b1\u30fc\u30b8\u540c\u5b9a\u3092\u884c\u3046\u3053\u3068\u306a\u304f\u6700\u9069\u5316\u3092\u3059\u308b\u65b9\u304c\u8a55\u4fa1\u56de\u6570\u7684\u306b\u306f\u512a\u308c\u3066\u3044\u308b\u304c\uff0c\u30d1\u30ec\u30fc\u30c8\u6700\u9069\u89e3\u3092\u7372\u5f97\u3059\u308b\u30e9\u30f3\u30bf\u30a4\u30e0\u306f\u30ea\u30f3\u30b1\u30fc\u30b8\u540c\u5b9a\u3092\u884c\u3063\u305f\u65b9\u304c\u65e9\u304f\u7d42\u308f\u308b\u3068\u3044\u3046\u7d50\u8ad6\u3067\u3057\u305f\uff0e\u30ea\u30f3\u30b1\u30fc\u30b8\u540c\u5b9a\u306f\u76ee\u7684\u95a2\u6570\u3054\u3068\u306b\u8a55\u4fa1\u56de\u6570\u3092\u6d88\u8cbb\u3057\u3066\u3057\u307e\u3046\u305f\u3081\uff0c\u591a\u76ee\u7684\u30fb\u591a\u6570\u76ee\u7684\u6700\u9069\u5316\u306b\u304a\u3044\u3066\u306f\u95a2\u6570\u8a55\u4fa1\u56de\u6570\u3067\u6bd4\u8f03\u3059\u308b\u3068\u4e0d\u5229\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3088\u304f\u308f\u304b\u308b\u767a\u8868\u3060\u3063\u305f\u3068\u601d\u3044\u307e\u3059\uff0e\u3057\u304b\u3057\uff0c\u30e9\u30f3\u30bf\u30a4\u30e0\u306b\u3088\u308b\u6bd4\u8f03\u3067\u73fe\u5b9f\u306e\u5b9f\u884c\u6642\u9593\u3067\u306f\u52dd\u308b\u3068\u3044\u3046\u5207\u308a\u53e3\u306f\u9762\u767d\u3044\u3068\u601d\u3063\u305f\u3068\u540c\u6642\u306b\uff0c\u5404\u81ea\u306e\u8a08\u7b97\u74b0\u5883\u306b\u5de6\u53f3\u3055\u308c\u308b\u6bd4\u8f03\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u306e\u3067\uff0c\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7528\u306e\u74b0\u5883\u3082\u5b66\u4f1a\u3068\u3057\u3066\u5b9a\u7fa9\u304c\u3042\u308b\u3068\u3088\u308a\u6bd4\u8f03\u3057\u3084\u3059\u3044\u306e\u304b\u3068\u611f\u3058\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u521d\u671f\u306e\u63a2\u7d22\u3092\u52b9\u7387\u5316\u3057\u305f\u5b9f\u6570\u5024\u907a\u4f1d\u7684\u30a2\u30eb\u30b3\u3099\u30ea\u30b9\u3099\u30e0<br \/>\n\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u897f\u962a\u548c\u8cb4\uff0c\u98ef\u9593\u7b49<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f34<br \/>\nAbstruct\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u306a\u3057<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u521d\u671f\u306e\u63a2\u7d22\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306b\uff0c\u521d\u671f\u500b\u4f53\u304b\u3089\u30a8\u30ea\u30fc\u30c8\u306e\u307f\u3092\u4e00\u5b9a\u500b\u6570\u629c\u304d\u51fa\u3057\u3066\uff0c\u305d\u308c\u3089\u306e\u307f\u3067\u500b\u4f53\u7fa4\u3092\u4f5c\u6210\u3057\uff0c\u3042\u308b\u4e00\u5b9a\u56de\u6570\u95a2\u6570\u8a55\u4fa1\u3092\u884c\u3063\u3066\uff0c\u3088\u308a\u826f\u3044\u500b\u4f53\u3092\u7372\u5f97\u3057\u3088\u3046\u3044\u3046\u8a66\u307f\u304c\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff0e\u89e3\u96c6\u56e3\u3092\u5206\u5272\u3059\u308b\u3053\u3068\u3067\uff0c\u3088\u308a\u65e9\u671f\u306b\u6700\u9069\u89e3\u3092\u7372\u5f97\u3059\u308b\u8a66\u307f\u306f\u975e\u5e38\u306b\u9762\u767d\u3044\u3068\u611f\u3058\u307e\u3057\u305f\uff0e\u3057\u304b\u3057\uff0c\u89e3\u306e\u591a\u69d8\u6027\u306f\u500b\u4f53\u6570\u304c\u5c11\u306a\u3044\u3053\u3068\u304b\u3089\u3082\uff0c\u898b\u8fbc\u3081\u306a\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3057\u305f\uff0e\u5b9f\u969b\u306b\u8a55\u4fa1\u5b9f\u9a13\u7d50\u679c\u3067\u3082\uff0c\u591a\u5cf0\u6027\u554f\u984c\u306b\u304a\u3044\u3066\u306f\u6027\u80fd\u306b\u5927\u304d\u306a\u5dee\u304c\u73fe\u308c\u3066\u3044\u306a\u3044\u306e\u3067\uff0c\u5c40\u6240\u89e3\u304b\u3089\u8131\u51fa\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u5de5\u592b\u3059\u308b\u3053\u3068\u3067\uff0c\u521d\u671f\u500b\u4f53\u751f\u6210\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u3057\u3066\u306f\u826f\u3044\u3082\u306e\u3078\u9069\u5fdc\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u306e\u304b\u3068\u601d\u3044\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n\u53c2\u8003\u6587\u732e<br \/>\n\u201c\u7b2c\uff11\uff15\u56de\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u7814\u7a76\u4f1a\u201d, \u00a0http:\/\/www.jpnsec.org\/symposium201901.html<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b2c\uff11\uff15\u56de\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u7814\u7a76\u4f1a\u304c2019\u5e743\u67087-8\u65e5\u306e\u65e5\u7a0b\u3067\u6a2a\u6d5c\u56fd\u7acb\u5927\u5b66\uff08\u795e\u5948\u5ddd\uff09\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u3002 \u7814\u7a76\u5ba4\u304b\u3089\u306f\u4e0b\u8a18\u306e2\u540d\u306e\u5b66\u751f\u304c\u767a\u8868\u3057\u307e\u3057\u305f\u3002 Double Niched Evolutionary Algorithm &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/is.doshisha.ac.jp\/news\/?p=5966\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u3010\u901f\u5831\u3011\u7b2c\uff11\uff15\u56de\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u7814\u7a76\u4f1a&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-5966","post","type-post","status-publish","format-standard","hentry","category-9"],"_links":{"self":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts\/5966","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=5966"}],"version-history":[{"count":1,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts\/5966\/revisions"}],"predecessor-version":[{"id":7040,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts\/5966\/revisions\/7040"}],"wp:attachment":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5966"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5966"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5966"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}