{"id":3389,"date":"2026-01-28T18:12:36","date_gmt":"2026-01-28T09:12:36","guid":{"rendered":"https:\/\/blog.id774.net\/entry\/?p=3389"},"modified":"2026-04-14T21:29:04","modified_gmt":"2026-04-14T12:29:04","slug":"%e5%bc%b7%e5%8c%96%e5%ad%a6%e7%bf%92%e3%81%a8%e8%87%aa%e7%94%b1%e6%84%8f%e5%bf%97%e3%81%af%e3%81%a9%e3%81%86%e3%81%a4%e3%81%aa%e3%81%8c%e3%82%8b%e3%81%ae%e3%81%8b","status":"publish","type":"post","link":"https:\/\/blog.id774.net\/entry\/2026\/01\/28\/3389\/","title":{"rendered":"\u5f37\u5316\u5b66\u7fd2\u3068\u81ea\u7531\u610f\u5fd7\u306f\u3069\u3046\u3064\u306a\u304c\u308b\u306e\u304b"},"content":{"rendered":"

\u5f37\u5316\u5b66\u7fd2<\/a>\uff08Reinforcement Learning\uff09\u306f\u3001AI \u306b\u304a\u3044\u3066\u300c\u74b0\u5883\u3068\u306e\u76f8\u4e92\u4f5c\u7528\u3092\u901a\u3058\u3066\u884c\u52d5\u65b9\u7b56\u3092\u66f4\u65b0\u3059\u308b\u300d\u5b66\u7fd2\u67a0\u7d44\u307f\u3067\u3042\u308b\u3002\u305d\u306e\u4e2d\u6838\u306b\u3042\u308b\u300c\u65b9\u7b56\u306e\u66f4\u65b0\u300d\u3068\u3044\u3046\u8003\u3048\u65b9\u306f\u3001\u4eba\u9593\u306e\u4e3b\u4f53\u6027\u3084\u81ea\u7531\u610f\u5fd7\u3092\u300c\u66f4\u65b0\u53ef\u80fd\u6027\u300d\u3068\u3057\u3066\u6349\u3048\u76f4\u3059\u305f\u3081\u306e\u3001\u975e\u5e38\u306b\u5f37\u529b\u306a\u624b\u304c\u304b\u308a\u3092\u4e0e\u3048\u308b\u3002\u672c\u7a3f\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u306e\u4e2d\u6838\u6982\u5ff5\u3067\u3042\u308b\u300c\u65b9\u7b56\u7a7a\u9593\u300d\u3092\u8d77\u70b9\u306b\u3001\u63a2\u7d22\u3001\u6c4e\u5316\u3001\u77e5\u80fd\u3001\u4e3b\u4f53\u6027\u3001\u81ea\u7531\u610f\u5fd7\u3001\u8cac\u4efb\u3001\u5236\u5ea6\u3092\u3001\u540c\u3058\u5730\u5e73\u3067\u63a5\u7d9a\u3057\u3066\u6574\u7406\u3059\u308b\u3002\u63a5\u7d9a\u306e\u9375\u306f\u3001\u524d\u56de\u306e\u8a18\u4e8b\u300c\u81ea\u7531\u610f\u5fd7\u306b\u3064\u3044\u3066\u518d\u8003\u3059\u308b<\/a>\u300d\u3067\u63a1\u7528\u3057\u305f\u67a0\u7d44\u307f\u3001\u3059\u306a\u308f\u3061\u300c\u4e16\u754c\u306f\u4e0d\u53ef\u9006\u306b\u66f4\u65b0\u3055\u308c\u7d9a\u3051\u308b\u69cb\u9020\u3067\u3042\u308a\u3001\u751f\u547d\u3068\u4e3b\u4f53\u306f\u305d\u306e\u5185\u90e8\u3067\u81ea\u5df1\u7dad\u6301\u66f4\u65b0\u3092\u884c\u3046\u300d\u3068\u3044\u3046\u898b\u7acb\u3066\u3067\u3042\u308b\u3002\u3053\u306e\u67a0\u7d44\u307f\u3092\u63a1\u7528\u3059\u308b\u3068\u3001\u81ea\u7531\u610f\u5fd7\u306f\u300c\u56e0\u679c\u5217\u306e\u5916\u5074\u3067\u5206\u5c90\u3059\u308b\u9b54\u6cd5\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u4e3b\u4f53\u304c\u81ea\u5206\u306e\u66f4\u65b0\u69d8\u5f0f\u3092\u6642\u9593\u7684\u306b\u518d\u8a2d\u8a08\u3059\u308b\u80fd\u529b\uff08\u5206\u5c90\u7ba1\u7406\uff09\u300d\u3068\u3057\u3066\u3001\u5f37\u5316\u5b66\u7fd2\u306e\u65b9\u7b56\u66f4\u65b0\u3068\u540c\u578b\u306b\u518d\u914d\u7f6e\u3067\u304d\u308b\u3002\u672c\u7a3f\u3067\u306f\u3001\u305d\u306e\u540c\u578b\u6027\u3092\u3001\u62bd\u8c61\u8a9e\u306e\u5217\u6319\u3067\u306f\u306a\u304f\u3001\u8aad\u8005\u304c\u8ffd\u3048\u308b\u624b\u9806\u3067\u56fa\u5b9a\u3059\u308b\u3002\u53c2\u7167\u306e\u8d77\u70b9\u3068\u3057\u3066\u3001\u4ee5\u524d\u306e\u8a18\u4e8b\u300c\u81ea\u7531\u610f\u5fd7\u306b\u3064\u3044\u3066\u518d\u8003\u3059\u308b\u300d\u304a\u3088\u3073\u300c\u4eba\u9593\u3068\u74b0\u4e16\u754c<\/a>\u300d\u3092\u660e\u793a\u3057\u3066\u304a\u304f[1]<\/a>[2]<\/a>\u3002<\/p>\n

\n

0. \u5148\u306b\u7d50\u8ad6\u306e\u5f62\u3092\u56fa\u5b9a\u3059\u308b<\/h2>\n

\u307e\u305a\u3001\u5f8c\u3067\u4f55\u5ea6\u3082\u53c2\u7167\u3059\u308b\u305f\u3081\u306b\u3001\u7d50\u8ad6\u3092\u300c\u6587\u300d\u3067\u306f\u306a\u304f\u300c\u69cb\u9020\u300d\u3068\u3057\u3066\u56fa\u5b9a\u3059\u308b\u3002\u3053\u3053\u3067\u3044\u3046\u69cb\u9020\u3068\u306f\u3001\u5c64\u3054\u3068\u306b\u3001\u4f55\u304c\u5b9f\u4f53\u3067\u3001\u4f55\u304c\u64cd\u4f5c\u5bfe\u8c61\u3067\u3001\u4f55\u304c\u5236\u5ea6\u306b\u7ffb\u8a33\u3055\u308c\u308b\u304b\u3092\u6c7a\u3081\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
\u5c64<\/th>\n\u4e2d\u5fc3\u6982\u5ff5<\/th>\n\u4f55\u304c\u300c\u72b6\u614b\u300d\u304b<\/th>\n\u4f55\u304c\u300c\u66f4\u65b0\u300d\u304b<\/th>\n\u4f55\u304c\u300c\u81ea\u7531\u300d\u306b\u5bfe\u5fdc\u3059\u308b\u304b<\/th>\n<\/tr>\n<\/thead>\n
\u4e16\u754c<\/td>\n\u6642\u9593\uff1d\u66f4\u65b0<\/td>\n\u4e16\u754c\u306e\u72b6\u614b\uff08\u5c65\u6b74\u3092\u542b\u3080\uff09<\/td>\n\u5dee\u5206\u304c\u53d6\u308a\u8fbc\u307e\u308c\u3066\u6b21\u72b6\u614b\u3078\u79fb\u308b\u3053\u3068<\/td>\n\u4e16\u754c\u306e\u5916\u5074\u306e\u81ea\u7531\u3067\u306f\u306a\u304f\u3001\u5236\u7d04\u4e0b\u306e\u64cd\u4f5c\u53ef\u80fd\u6027<\/td>\n<\/tr>\n
\u751f\u547d<\/td>\n\u81ea\u5df1\u7dad\u6301\u66f4\u65b0<\/td>\n\u5185\u90e8\u72b6\u614b\u3068\u5883\u754c\u6761\u4ef6<\/td>\n\u5dee\u5206\u691c\u51fa\u3068\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3067\u8a31\u5bb9\u7bc4\u56f2\u3092\u4fdd\u3064\u3053\u3068<\/td>\n\u66f4\u65b0\u3092\u7d99\u7d9a\u3067\u304d\u308b\u3053\u3068\uff08\u66f4\u65b0\u4e0d\u80fd\u6027\u304c\u6b7b\uff09<\/td>\n<\/tr>\n
\u4e3b\u4f53<\/td>\n\u74b0\u4e16\u754c\u751f\u6210<\/td>\n\u4e3b\u4f53\u306b\u3068\u3063\u3066\u524d\u666f\u5316\u3057\u305f\u72b6\u614b\u8868\u73fe<\/td>\n\u5dee\u5206\u691c\u51fa\u2192\u610f\u5473\u751f\u6210\u2192\u884c\u70ba\u306e\u9023\u9396<\/td>\n\u9078\u629e\u306e\u77ac\u9593\u3088\u308a\u3001\u4f55\u304c\u9078\u629e\u80a2\u3068\u3057\u3066\u7acb\u3061\u4e0a\u304c\u308b\u304b\u306e\u7ba1\u7406<\/td>\n<\/tr>\n
\u5f37\u5316\u5b66\u7fd2<\/td>\n\u65b9\u7b56\u7a7a\u9593<\/td>\n\u89b3\u6e2c\uff08\u72b6\u614b\uff09\u3068\u5185\u90e8\u8868\u73fe<\/td>\n\u65b9\u7b56\u306e\u66f4\u65b0\uff08\u5b66\u7fd2\uff09<\/td>\n\u65b9\u7b56\u7a7a\u9593\u306e\u5f62\u6210\u3068\u5909\u5f62\uff08\u63a2\u7d22\u3001\u6291\u5236\u3001\u5b66\u7fd2\uff09<\/td>\n<\/tr>\n
\u81ea\u7531\u610f\u5fd7<\/td>\n\u5206\u5c90\u7ba1\u7406<\/td>\n\u884c\u70ba\u53ef\u80fd\u6027\u306e\u96c6\u5408\uff08\u65b9\u7b56\u7a7a\u9593\uff09<\/td>\n\u885d\u52d5\u6291\u5236\u3001\u5b66\u7fd2\u3001\u7fd2\u6163\u4fee\u6b63<\/td>\n\u81ea\u5206\u306e\u66f4\u65b0\u69d8\u5f0f\u3092\u6642\u9593\u7684\u306b\u518d\u8a2d\u8a08\u3059\u308b\u80fd\u529b<\/td>\n<\/tr>\n
\u5236\u5ea6<\/td>\n\u8cac\u4efb\u3068\u502b\u7406<\/td>\n\u4ed6\u8005\u306e\u88ab\u5bb3\u3068\u793e\u4f1a\u7684\u30ea\u30b9\u30af<\/td>\n\u56de\u5fa9\u3001\u4e88\u9632\u3001\u9694\u96e2\u3001\u652f\u63f4\u3001\u8aac\u660e\u8cac\u4efb<\/td>\n\u4ed6\u8005\u306e\u66f4\u65b0\u53ef\u80fd\u6027\u3092\u58ca\u3055\u306a\u3044\u5236\u7d04\u8a2d\u8a08<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e0a\u306e\u8868\u306f\u3001\u4ee5\u524d\u306e\u8a18\u4e8b\u300c\u81ea\u7531\u610f\u5fd7\u306b\u3064\u3044\u3066\u518d\u8003\u3059\u308b\u300d\u304c\u6700\u7d42\u7bc0\u3067\u56fa\u5b9a\u3057\u305f\u7406\u8ad6\u5730\u56f3\u3068\u6574\u5408\u3059\u308b\u3002\u672c\u7a3f\u306e\u8ffd\u52a0\u70b9\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u306e\u300c\u65b9\u7b56\u7a7a\u9593\u300d\u3092\u3001\u4e3b\u4f53\u306e\u300c\u610f\u5473\u7a7a\u9593\uff08\u884c\u70ba\u69d8\u5f0f\u306e\u7a7a\u9593\uff09\u300d\u3068\u3057\u3066\u660e\u793a\u7684\u306b\u540c\u4e00\u8996\u3057\u3001\u63a2\u7d22\u3001\u6c4e\u5316\u3001\u8ce2\u3055\u306e\u898b\u3048\u65b9\u304c\u3001\u81ea\u7531\u610f\u5fd7\u306e\u518d\u914d\u7f6e\u3068\u540c\u3058\u7406\u7531\u3067\u8aac\u660e\u3067\u304d\u308b\u3053\u3068\u3092\u3001\u5177\u4f53\u5316\u3059\u308b\u3053\u3068\u3067\u3042\u308b[1]<\/a>\u3002<\/p>\n

\n

1. \u4ee5\u524d\u306e\u8a18\u4e8b\u306e\u9aa8\u683c\u3092\u3001\u5f37\u5316\u5b66\u7fd2\u3068\u63a5\u7d9a\u3067\u304d\u308b\u5f62\u306b\u8a00\u3044\u63db\u3048\u308b<\/h2>\n

\u300c\u81ea\u7531\u610f\u5fd7\u306b\u3064\u3044\u3066\u518d\u8003\u3059\u308b\u300d\u3067\u306f\u3001\u81ea\u7531\u610f\u5fd7\u306e\u6df7\u7dda\u3092\u89e3\u304f\u305f\u3081\u306b\u3001\u5c11\u306a\u304f\u3068\u3082 3 \u3064\u306e\u7570\u306a\u308b\u610f\u5473\u3092\u533a\u5225\u3057\u305f\u3002\u3059\u306a\u308f\u3061\u3001\uff081\uff09\u305d\u306e\u77ac\u9593\u306b\u4ed6\u306e\u9078\u629e\u80a2\u3092\u53d6\u308a\u5f97\u305f\u304b\u3001\uff082\uff09\u81ea\u5206\u306e\u7406\u7531\u3067\u52d5\u3044\u305f\u3068\u3044\u3046\u6240\u6709\uff08\u30aa\u30fc\u30ca\u30fc\u30b7\u30c3\u30d7\uff09\u3001\uff083\uff09\u9577\u3044\u6642\u9593\u3092\u304b\u3051\u3066\u81ea\u5206\u3092\u5909\u3048\u3089\u308c\u308b\u66f4\u65b0\u53ef\u80fd\u6027\u3067\u3042\u308b\u3002\u672c\u7a3f\u306e\u63a5\u7d9a\u306f\u3001\u3053\u306e\u3046\u3061\uff083\uff09\u3092\u4e2d\u5fc3\u306b\u636e\u3048\u3001\uff082\uff09\u3092\u5236\u5ea6\u5316\u306e\u8981\u4ef6\u3068\u3057\u3066\u63a1\u7528\u3057\u3001\uff081\uff09\u3092\u6700\u7d42\u7684\u306a\u57fa\u790e\u3068\u3057\u306a\u3044\u3001\u3068\u3044\u3046\u9078\u629e\u3092\u5f15\u304d\u7d99\u3050[1]<\/a>\u3002<\/p>\n

1.1 \u300c\u66f4\u65b0\u69cb\u9020\u300d\u304b\u3089\u898b\u308b\u3068\u3001\u81ea\u7531\u610f\u5fd7\u306f\u3069\u3053\u3078\u79fb\u52d5\u3059\u308b\u304b<\/h3>\n

\u4e16\u754c\u304c\u4e0d\u53ef\u9006\u306b\u66f4\u65b0\u3055\u308c\u7d9a\u3051\u308b\u3068\u6349\u3048\u308b\u3068\u3001\u300c\u81ea\u7531\u610f\u5fd7\u300d\u3092\u4e16\u754c\u306e\u5916\u5074\u306b\u7f6e\u304f\u5fc5\u8981\u304c\u306a\u304f\u306a\u308b\u3002\u554f\u984c\u306f\u3001\u4e16\u754c\u304c\u6c7a\u5b9a\u8ad6\u304b\u975e\u6c7a\u5b9a\u8ad6\u304b\u3067\u306f\u306a\u304f\u3001\u4e3b\u4f53\u304c\u3069\u306e\u3088\u3046\u306b\u5dee\u5206\u3092\u53d6\u308a\u8fbc\u307f\u3001\u3069\u306e\u3088\u3046\u306b\u5c06\u6765\u306e\u66f4\u65b0\u69d8\u5f0f\u3092\u5909\u3048\u3089\u308c\u308b\u304b\u3078\u79fb\u52d5\u3059\u308b\u3002\u3053\u308c\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u3067\u300c\u884c\u52d5\u306e\u77ac\u9593\u300d\u3092\u6700\u9069\u5316\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u65b9\u7b56\uff08\u884c\u52d5\u898f\u5247\uff09\u3092\u5b66\u7fd2\u3057\u3066\u66f4\u65b0\u3059\u308b\u3053\u3068\u306b\u5bfe\u5fdc\u3059\u308b[1]<\/a>\u3002<\/p>\n

1.2 \u300c\u74b0\u4e16\u754c\u751f\u6210\u300d\u3068\u300c\u65b9\u7b56\u300d\u306f\u3001\u540c\u3058\u7a2e\u985e\u306e\u5bfe\u8c61\u3067\u3042\u308b<\/h3>\n

\u74b0\u4e16\u754c<\/a>\uff08Umwelt\uff09\u306f\u300c\u4e3b\u89b3\u7684\u306a\u6c17\u5206\u300d\u3067\u306f\u306a\u304f\u3001\u5dee\u5206\u691c\u51fa\u3068\u884c\u70ba\u306e\u7d50\u5408\u69d8\u5f0f\u3067\u3042\u308b\u3002\u3064\u307e\u308a\u3001\u4f55\u304c\u524d\u666f\u5316\u3057\u3001\u4f55\u304c\u9078\u629e\u80a2\u3068\u3057\u3066\u7acb\u3061\u4e0a\u304c\u308a\u3001\u3069\u306e\u884c\u70ba\u304c\u81ea\u7136\u306b\u751f\u6210\u3055\u308c\u308b\u304b\u3068\u3044\u3046\u3001\u72b6\u614b\u3068\u884c\u70ba\u306e\u7d50\u5408\u898f\u5247\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u3067\u3044\u3046\u65b9\u7b56\u304c\u3001\u72b6\u614b\u304b\u3089\u884c\u52d5\u3092\u751f\u6210\u3059\u308b\u898f\u5247\u3067\u3042\u308b\u3053\u3068\u3068\u4e00\u81f4\u3059\u308b\u3002\u300c\u4e3b\u4f53\u304c\u4e16\u754c\u3092\u3069\u3046\u5207\u308a\u53d6\u308a\u3001\u3069\u3046\u5fdc\u7b54\u3059\u308b\u304b\u300d\u3068\u3044\u3046\u610f\u5473\u3067\u3001\u74b0\u4e16\u754c\u751f\u6210\u306f\u65b9\u7b56\u305d\u306e\u3082\u306e\u3067\u3042\u308b[2]<\/a>[3]<\/a>\u3002<\/p>\n

1.3 \u81ea\u7531\u610f\u5fd7\u306e\u64cd\u4f5c\u5bfe\u8c61\u306f\u300c\u9078\u629e\u300d\u3067\u306f\u306a\u304f\u300c\u65b9\u7b56\u7a7a\u9593\u300d\u3078\u79fb\u308b<\/h3>\n

\u4ee5\u524d\u306e\u8a18\u4e8b\u304c\u5f37\u8abf\u3057\u305f\u901a\u308a\u3001\u73fe\u4ee3\u306e\u5b9f\u52d9\u7684\u554f\u984c\u306f\u300c\u3053\u306e\u77ac\u9593\u306b\u4ed6\u306e\u3082\u306e\u3092\u9078\u3079\u305f\u304b\u300d\u3088\u308a\u3001\u300c\u4f55\u304c\u5019\u88dc\u3068\u3057\u3066\u898b\u3048\u3001\u4f55\u304c\u81ea\u7136\u306b\u9078\u3070\u308c\u3084\u3059\u3044\u304b\u300d\u304c\u5916\u90e8\u304b\u3089\u6574\u5f62\u3055\u308c\u308b\u70b9\u306b\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u9078\u629e\u306e\u77ac\u9593\u3067\u306f\u306a\u304f\u3001\u65b9\u7b56\u7a7a\u9593\uff08\u884c\u70ba\u69d8\u5f0f\u306e\u7a7a\u9593\uff09\u304c\u72ed\u3081\u3089\u308c\u308b\u554f\u984c\u3067\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u81ea\u7531\u610f\u5fd7\u306f\u3001\u65b9\u7b56\u7a7a\u9593\u306e\u5f62\u6210\u3068\u7dad\u6301\u3001\u5b66\u7fd2\u3068\u6291\u5236\u306e\u56de\u8def\u306e\u7dad\u6301\u3068\u3057\u3066\u8a55\u4fa1\u3055\u308c\u308b\u3079\u304d\u3060\u3001\u3068\u3044\u3046\u65b9\u5411\u3065\u3051\u304c\u5f97\u3089\u308c\u308b[1]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u5c0f\u9805\u76ee<\/th>\n\u8981\u70b9<\/th>\n\u5f37\u5316\u5b66\u7fd2\u3067\u306e\u5bfe\u5fdc<\/th>\n<\/tr>\n<\/thead>\n
1.1<\/td>\n\u81ea\u7531\u306f\u4e16\u754c\u306e\u5916\u5074\u3067\u306f\u306a\u304f\u3001\u66f4\u65b0\u69cb\u9020\u306e\u5185\u90e8\u3067\u306e\u64cd\u4f5c\u53ef\u80fd\u6027<\/td>\n\u74b0\u5883\u306e\u5236\u7d04\u4e0b\u3067\u65b9\u7b56\u3092\u66f4\u65b0\u3057\u5f97\u308b\u3053\u3068<\/td>\n<\/tr>\n
1.2<\/td>\n\u4e3b\u4f53\u306f\u5dee\u5206\u691c\u51fa\u2192\u610f\u5473\u751f\u6210\u2192\u884c\u70ba\u3067\u74b0\u4e16\u754c\u3092\u751f\u6210\u3059\u308b<\/td>\n\u65b9\u7b56\u304c\u72b6\u614b\u8868\u73fe\u304b\u3089\u884c\u52d5\u5206\u5e03\u3092\u751f\u6210\u3059\u308b<\/td>\n<\/tr>\n
1.3<\/td>\n\u4fb5\u98df\u3055\u308c\u308b\u306e\u306f\u9078\u629e\u3067\u306f\u306a\u304f\u5019\u88dc\u53ef\u8996\u6027\uff08\u65b9\u7b56\u7a7a\u9593\uff09<\/td>\n\u63a2\u7d22\u4ee5\u524d\u306b\u3001\u63a2\u7d22\u3059\u3079\u304d\u7a7a\u9593\u304c\u5916\u90e8\u306b\u3088\u308a\u6574\u5f62\u3055\u308c\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

2. \u65b9\u7b56\u7a7a\u9593\u3068\u306f\u4f55\u304b\uff1a\u81ea\u7531\u5ea6\u3068\u63a2\u7d22\u53ef\u80fd\u6027\u304c\u885d\u7a81\u3059\u308b\u5834\u6240<\/h2>\n

\u3053\u3053\u304b\u3089\u5f37\u5316\u5b66\u7fd2\u5074\u306e\u8a00\u8449\u3067\u3001\u65b9\u7b56\u7a7a\u9593\u3092\u5b9a\u7fa9\u3057\u76f4\u3059\u3002\u65b9\u7b56\u306f\u3001\u72b6\u614b\u304b\u3089\u884c\u52d5\u3092\u51fa\u3059\u898f\u5247\u3067\u3042\u308a\u3001\u65b9\u7b56\u7a7a\u9593\u306f\u305d\u306e\u5019\u88dc\u306e\u96c6\u5408\u3067\u3042\u308b\u3002\u6c7a\u5b9a\u8ad6\u7684\u65b9\u7b56\u306f\u72b6\u614b\u304b\u3089 1 \u3064\u306e\u884c\u52d5\u3092\u8fd4\u3057\u3001\u78ba\u7387\u7684\u65b9\u7b56\u306f\u72b6\u614b\u3054\u3068\u306b\u884c\u52d5\u5206\u5e03\u3092\u8fd4\u3059\u3002\u5b9f\u52d9\u306e\u5f37\u5316\u5b66\u7fd2\u3067\u306f\u3001\u65b9\u7b56\u3092\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3067\u8868\u73fe\u3057\u3001\u671f\u5f85\u53ce\u76ca\u306e\u52fe\u914d\u306b\u6cbf\u3063\u3066\u66f4\u65b0\u3059\u308b\u3002\u3053\u308c\u304c\u653f\u7b56\u52fe\u914d\uff08policy gradient\uff09\u306e\u57fa\u672c\u3067\u3042\u308b[4]<\/a>[5]<\/a>[6]<\/a>[7]<\/a>\u3002<\/p>\n

2.1 \u81ea\u7531\u5ea6\u306f\u300c\u8868\u73fe\u529b\u300d\u3060\u3051\u3067\u306f\u306a\u304f\u300c\u610f\u5473\u306e\u9023\u7d9a\u6027\u300d\u3092\u542b\u3080<\/h3>\n

\u65b9\u7b56\u7a7a\u9593\u306e\u81ea\u7531\u5ea6\u306f\u3001\u5358\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u6570\u304c\u591a\u3044\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u672c\u5f53\u306b\u91cd\u8981\u306a\u306e\u306f\u3001\u65b9\u7b56\u3092\u5c11\u3057\u5909\u3048\u305f\u3068\u304d\u306b\u3001\u884c\u52d5\u69d8\u5f0f\u304c\u5c11\u3057\u3060\u3051\u5909\u308f\u308b\u306e\u304b\u3001\u305d\u308c\u3068\u3082\u610f\u5473\u304c\u65ad\u88c2\u3057\u3066\u5225\u7269\u3078\u8df3\u3076\u306e\u304b\u3001\u3067\u3042\u308b\u3002\u63a2\u7d22\u53ef\u80fd\u6027\u306f\u3001\u3053\u306e\u610f\u5473\u306e\u9023\u7d9a\u6027\u306b\u4f9d\u5b58\u3059\u308b\u3002\u9023\u7d9a\u6027\u304c\u3042\u308b\u306a\u3089\u3001\u5c11\u3057\u306e\u66f4\u65b0\u304c\u5c11\u3057\u306e\u6539\u5584\u306b\u7d50\u3073\u3064\u304d\u5f97\u308b\u304c\u3001\u65ad\u88c2\u3057\u3066\u3044\u308b\u306a\u3089\u3001\u5b66\u7fd2\u306f\u4e71\u6b69\u306b\u8fd1\u3065\u304f[6]<\/a>[7]<\/a>\u3002<\/p>\n

2.2 \u63a2\u7d22\u304c\u7834\u7dbb\u3059\u308b\u3068\u306f\u3001\u610f\u5473\u306e\u52fe\u914d\u304c\u6d88\u3048\u308b\u3053\u3068\u3067\u3042\u308b<\/h3>\n

\u63a2\u7d22\u304c\u7834\u7dbb\u3059\u308b\u5178\u578b\u306f\u3001\u5831\u916c\u304c\u758e\u3067\u3001\u884c\u52d5\u306e\u826f\u3057\u60aa\u3057\u304c\u307b\u3068\u3093\u3069\u89b3\u6e2c\u3067\u304d\u306a\u3044\u72b6\u6cc1\u3067\u3042\u308b\u3002\u3053\u306e\u3068\u304d\u3001\u65b9\u7b56\u66f4\u65b0\u306f\u3001\u3069\u3061\u3089\u3078\u52d5\u3051\u3070\u826f\u3044\u304b\u306e\u4fe1\u53f7\u3092\u5931\u3046\u3002\u307e\u305f\u3001\u74b0\u5883\u304c\u8907\u96d1\u3067\u3001\u65b9\u7b56\u306e\u5fae\u5c0f\u5909\u66f4\u304c\u6319\u52d5\u5168\u4f53\u3092\u5927\u304d\u304f\u5909\u3048\u308b\u5834\u5408\u3082\u3001\u52fe\u914d\u63a8\u5b9a\u306e\u5206\u6563\u304c\u5897\u3048\u3066\u66f4\u65b0\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308b\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u63a2\u7d22\u306f\u300c\u610f\u5473\u7684\u306b\u6ed1\u3089\u304b\u306a\u5c71\u767b\u308a\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u610f\u5473\u304c\u5d29\u308c\u3066\u6bce\u56de\u5225\u306e\u5834\u6240\u3078\u98db\u3076\u300d\u72b6\u614b\u306b\u306a\u308b\u3002\u63a2\u7d22\u7814\u7a76\u3067\u306f\u3001\u758e\u306a\u5831\u916c\u74b0\u5883\u3092\u4e2d\u5fc3\u306b\u3001\u3053\u306e\u554f\u984c\u304c\u7e70\u308a\u8fd4\u3057\u6574\u7406\u3055\u308c\u3066\u3044\u308b[8]<\/a>[9]<\/a>\u3002<\/p>\n

2.3 \u63a2\u7d22\u3092\u652f\u3048\u308b\u306e\u306f\u3001\u65b9\u7b56\u7a7a\u9593\u306b\u304a\u3051\u308b\u300c\u610f\u5473\u306e\u8db3\u5834\u300d\u3067\u3042\u308b<\/h3>\n

\u63a2\u7d22\u3092\u6210\u7acb\u3055\u305b\u308b\u5b9f\u88c5\u4e0a\u306e\u624b\u6bb5\u306f\u591a\u69d8\u3060\u304c\u3001\u672c\u8cea\u306f\u300c\u610f\u5473\u306e\u8db3\u5834\u300d\u3092\u4f5c\u308b\u3053\u3068\u306b\u3042\u308b\u3002\u4f8b\u3048\u3070\u3001\u5185\u767a\u7684\u52d5\u6a5f\u3065\u3051\uff08curiosity\uff09\u3084\u65b0\u898f\u6027\u5831\u916c\u306f\u3001\u5916\u90e8\u5831\u916c\u304c\u758e\u3067\u3082\u3001\u884c\u52d5\u3068\u5dee\u5206\u3092\u7d50\u3073\u4ed8\u3051\u308b\u4fe1\u53f7\u3092\u5897\u3084\u3059\u3002\u3053\u308c\u306f\u3001\u65b9\u7b56\u66f4\u65b0\u306e\u305f\u3081\u306e\u610f\u5473\u52fe\u914d\u3092\u88dc\u52a9\u3059\u308b\u64cd\u4f5c\u3067\u3042\u308b\u3002\u307e\u305f\u3001\u63a2\u7d22\u624b\u6cd5\u3092\u307e\u3068\u3081\u305f\u7814\u7a76\u3067\u306f\u3001\u758e\u5831\u916c\u306b\u304a\u3051\u308b\u63a2\u7d22\u306e\u96e3\u3057\u3055\u304c\u4f53\u7cfb\u5316\u3055\u308c\u3066\u3044\u308b[10]<\/a>[8]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u5c0f\u9805\u76ee<\/th>\n\u89b3\u70b9<\/th>\n\u7834\u7dbb\u3059\u308b\u3068\u4f55\u304c\u8d77\u304d\u308b\u304b<\/th>\n\u5bfe\u51e6\u306e\u65b9\u5411<\/th>\n<\/tr>\n<\/thead>\n
2.1<\/td>\n\u610f\u5473\u306e\u9023\u7d9a\u6027<\/td>\n\u5fae\u8abf\u6574\u304c\u5225\u306e\u884c\u52d5\u69d8\u5f0f\u306b\u5316\u3051\u308b<\/td>\n\u8868\u73fe\u3068\u66f4\u65b0\u306e\u6ed1\u3089\u304b\u3055\u3092\u78ba\u4fdd\u3059\u308b<\/td>\n<\/tr>\n
2.2<\/td>\n\u758e\u5831\u916c\u3068\u9ad8\u5206\u6563<\/td>\n\u66f4\u65b0\u65b9\u5411\u304c\u30ce\u30a4\u30ba\u5316\u3057\u5b66\u7fd2\u304c\u505c\u6b62\u3059\u308b<\/td>\n\u4fe1\u53f7\u3092\u5897\u3084\u3059\u3001\u5206\u6563\u3092\u4e0b\u3052\u308b<\/td>\n<\/tr>\n
2.3<\/td>\n\u610f\u5473\u306e\u8db3\u5834<\/td>\n\u63a2\u7d22\u304c\u4e71\u6b69\u306b\u306a\u308b<\/td>\n\u5185\u767a\u5831\u916c\u3001\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u3001\u968e\u5c64\u5316<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

3. \u6c4e\u5316\u304c\u8d77\u304d\u308b\u7406\u7531\uff1a\u65b9\u7b56\u304c\u300c\u610f\u5473\u306e\u540c\u5024\u985e\u300d\u306b\u53cd\u5fdc\u3067\u304d\u308b\u3068\u304d<\/h2>\n

\u6c4e\u5316\u3068\u306f\u3001\u898b\u305f\u3053\u3068\u306e\u306a\u3044\u72b6\u614b\u306b\u5bfe\u3057\u3066\u3082\u3001\u9069\u5207\u306b\u898b\u3048\u308b\u884c\u52d5\u304c\u51fa\u308b\u3053\u3068\u3092\u6307\u3059\u3002\u3053\u308c\u304c\u8d77\u304d\u308b\u7406\u7531\u3092\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u6b63\u5247\u5316\u3068\u3044\u3063\u305f\u6761\u4ef6\u3067\u306f\u306a\u304f\u3001\u69cb\u9020\u3068\u3057\u3066\u8ff0\u3079\u308b\u306a\u3089\u3001\u300c\u65b9\u7b56\u304c\u500b\u5225\u72b6\u614b\u306e\u8a18\u61b6\u3067\u306f\u306a\u304f\u3001\u610f\u5473\u306e\u540c\u5024\u985e\u306b\u53cd\u5fdc\u3057\u3066\u3044\u308b\u300d\u304b\u3089\u3067\u3042\u308b[4]<\/a>\u3002<\/p>\n

3.1 \u6c4e\u5316\u306f\u3001\u72b6\u614b\u3092\u305d\u306e\u307e\u307e\u6271\u3046\u306e\u3067\u306f\u306a\u304f\u300c\u5dee\u5206\u3060\u3051\u3092\u62bd\u51fa\u300d\u3067\u304d\u305f\u7d50\u679c\u3067\u3042\u308b<\/h3>\n

\u5f37\u5316\u5b66\u7fd2\u304c\u73fe\u5b9f\u306b\u8fd1\u3044\u554f\u984c\u3078\u8fd1\u3065\u304f\u307b\u3069\u3001\u89b3\u6e2c\u306f\u9ad8\u6b21\u5143\u306b\u306a\u308a\u3001\u72b6\u614b\u3092\u305d\u306e\u307e\u307e\u8a18\u61b6\u3059\u308b\u3053\u3068\u306f\u4e0d\u53ef\u80fd\u306b\u306a\u308b\u3002\u305d\u306e\u305f\u3081\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u884c\u52d5\u306b\u95a2\u4fc2\u3059\u308b\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3001\u95a2\u4fc2\u3057\u306a\u3044\u5909\u52d5\u3092\u6368\u3066\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u6df1\u5c64\u5f37\u5316\u5b66\u7fd2\u306e\u4ee3\u8868\u7684\u6210\u679c\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u308b DQN \u8ad6\u6587\u3067\u3082\u3001\u8868\u73fe\u5b66\u7fd2\u3068\u6c4e\u5316\u304c\u4e3b\u8981\u8ab2\u984c\u3068\u3057\u3066\u8a00\u53ca\u3055\u308c\u3066\u3044\u308b[11]<\/a>\u3002<\/p>\n

3.2 \u6c4e\u5316\u306e\u6e2c\u5b9a\u306f\u96e3\u3057\u304f\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u81ea\u4f53\u304c\u300c\u610f\u5473\u306e\u591a\u69d8\u6027\u300d\u3092\u8981\u6c42\u3059\u308b<\/h3>\n

\u56fa\u5b9a\u30b9\u30c6\u30fc\u30b8\u306e\u7e70\u308a\u8fd4\u3057\u3067\u306f\u3001\u8a18\u61b6\u306b\u3088\u308b\u6210\u529f\u304c\u7d1b\u308c\u8fbc\u307f\u3084\u3059\u3044\u3002\u305d\u3053\u3067\u3001\u624b\u7d9a\u304d\u751f\u6210\uff08procedural generation\uff09\u306b\u3088\u308a\u3001\u307b\u307c\u7121\u9650\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u6301\u3064\u74b0\u5883\u3067\u5b66\u7fd2\u3057\u3001\u6c4e\u5316\u80fd\u529b\u3092\u6e2c\u308b\u8a66\u307f\u304c\u884c\u308f\u308c\u3066\u3044\u308b\u3002Procgen Benchmark \u306f\u3001\u305d\u306e\u4ee3\u8868\u4f8b\u3068\u3057\u3066\u3001\u30b5\u30f3\u30d7\u30eb\u52b9\u7387\u3068\u6c4e\u5316\u3092\u540c\u6642\u306b\u6e2c\u308b\u8a2d\u8a08\u3092\u63d0\u793a\u3057\u305f[12]<\/a>[13]<\/a>\u3002<\/p>\n

3.3 \u610f\u5473\u7a7a\u9593\u306e\u89b3\u70b9\u3067\u306f\u3001\u6c4e\u5316\u3068\u306f\u300c\u540c\u3058\u610f\u5473\u3078\u306e\u6298\u308a\u305f\u305f\u307f\u300d\u3067\u3042\u308b<\/h3>\n

\u65b9\u7b56\u7a7a\u9593\u3092\u610f\u5473\u7a7a\u9593\u3068\u3057\u3066\u898b\u308b\u3068\u3001\u6c4e\u5316\u3068\u306f\u3001\u7570\u306a\u308b\u898b\u304b\u3051\u306e\u72b6\u614b\u3092\u3001\u540c\u3058\u610f\u5473\u30ab\u30c6\u30b4\u30ea\u3078\u6298\u308a\u305f\u305f\u307f\u3001\u305d\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5bfe\u3057\u3066\u5b89\u5b9a\u3057\u305f\u884c\u70ba\u69d8\u5f0f\u3092\u8fd4\u3059\u3053\u3068\u3060\u3068\u7406\u89e3\u3067\u304d\u308b\u3002\u3053\u308c\u306f\u3001\u74b0\u4e16\u754c\u306e\u8b70\u8ad6\u3067\u8a00\u3046\u300c\u524d\u666f\u5316\u306e\u9055\u3044\u300d\u306b\u5bfe\u5fdc\u3059\u308b\u3002\u4e3b\u4f53\u304c\u4e16\u754c\u306e\u5168\u60c5\u5831\u3092\u6271\u308f\u305a\u3001\u751f\u5b58\u8ab2\u984c\u306b\u95a2\u4fc2\u3059\u308b\u5dee\u5206\u3060\u3051\u3092\u524d\u666f\u5316\u3059\u308b\u304b\u3089\u3053\u305d\u3001\u672a\u77e5\u306e\u72b6\u6cc1\u3067\u3082\u300c\u540c\u3058\u7a2e\u985e\u306e\u72b6\u6cc1\u300d\u3068\u3057\u3066\u6271\u3048\u308b[2]<\/a>[3]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u5c0f\u9805\u76ee<\/th>\n\u6c4e\u5316\u304c\u6210\u7acb\u3059\u308b\u6761\u4ef6<\/th>\n\u6210\u7acb\u3057\u306a\u3044\u3068\u304d\u306e\u75c7\u72b6<\/th>\n<\/tr>\n<\/thead>\n
3.1<\/td>\n\u884c\u52d5\u306b\u95a2\u4fc2\u3059\u308b\u5dee\u5206\u3092\u62bd\u51fa\u3067\u304d\u308b<\/td>\n\u898b\u304b\u3051\u306e\u5dee\u306b\u904e\u5270\u53cd\u5fdc\u3057\u3001\u5834\u5f53\u305f\u308a\u7684\u306b\u306a\u308b<\/td>\n<\/tr>\n
3.2<\/td>\n\u610f\u5473\u306e\u591a\u69d8\u6027\u3092\u542b\u3080\u74b0\u5883\u3067\u8a55\u4fa1\u3055\u308c\u308b<\/td>\n\u56fa\u5b9a\u74b0\u5883\u306b\u904e\u5b66\u7fd2\u3057\u3001\u5916\u306b\u51fa\u308b\u3068\u5d29\u308c\u308b<\/td>\n<\/tr>\n
3.3<\/td>\n\u610f\u5473\u306e\u540c\u5024\u985e\u304c\u5b89\u5b9a\u306b\u4f5c\u3089\u308c\u3066\u3044\u308b<\/td>\n\u540c\u5024\u985e\u304c\u5d29\u308c\u3001\u63a2\u7d22\u3082\u6c4e\u5316\u3082\u4e0d\u5b89\u5b9a\u306b\u306a\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

4. \u300c\u8ce2\u304f\u898b\u3048\u308b\u300d\u65b9\u7b56\u304c\u5b58\u5728\u3059\u308b\u7406\u7531\uff1a\u5b89\u5b9a\u3057\u305f\u884c\u70ba\u69d8\u5f0f\u304c\u5916\u304b\u3089\u89b3\u6e2c\u3055\u308c\u308b<\/h2>\n

\u300c\u8ce2\u304f\u898b\u3048\u308b\u300d\u3068\u306f\u3001\u5185\u9762\u3092\u6301\u3064\u304b\u3069\u3046\u304b\u3067\u306f\u306a\u304f\u3001\u5916\u304b\u3089\u89b3\u6e2c\u3055\u308c\u308b\u884c\u70ba\u304c\u3001\u76ee\u7684\u306b\u5bfe\u3057\u3066\u4e00\u8cab\u3057\u3066\u304a\u308a\u3001\u672a\u77e5\u72b6\u6cc1\u3067\u3082\u7834\u7dbb\u3057\u306b\u304f\u304f\u3001\u5931\u6557\u304b\u3089\u56de\u5fa9\u3059\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u3001\u3068\u3044\u3046\u610f\u5473\u3067\u3042\u308b\u3002\u5f37\u5316\u5b66\u7fd2\u306f\u3001\u5341\u5206\u306a\u63a2\u7d22\u3068\u66f4\u65b0\u3092\u7d4c\u308b\u3068\u3001\u3053\u3046\u3057\u305f\u884c\u70ba\u69d8\u5f0f\u3092\u7372\u5f97\u3057\u5f97\u308b\u3002<\/p>\n

4.1 \u81ea\u5df1\u5bfe\u6226\u3068\u9577\u671f\u5b66\u7fd2\u306f\u3001\u65b9\u7b56\u7a7a\u9593\u306e\u4e2d\u306b\u81ea\u5f8b\u7684\u306a\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u3092\u4f5c\u308b<\/h3>\n

AlphaGo<\/a>\u7cfb\u306e\u7814\u7a76\u3067\u306f\u3001\u65b9\u7b56\u3068\u4fa1\u5024\u306e\u5b66\u7fd2\u3001\u81ea\u5df1\u5bfe\u6226\u3001\u63a2\u7d22\uff08\u6728\u63a2\u7d22\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6226\u7565\u304c\u6bb5\u968e\u7684\u306b\u9ad8\u5ea6\u5316\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u305f\u3002\u3053\u3053\u3067\u300c\u8ce2\u3055\u300d\u306b\u898b\u3048\u308b\u3082\u306e\u306f\u3001\u4e16\u754c\u306e\u898f\u5247\u3068\u5bfe\u6226\u76f8\u624b\uff08\u74b0\u5883\uff09\u306e\u69cb\u9020\u306b\u9069\u5408\u3057\u305f\u884c\u70ba\u69d8\u5f0f\u304c\u3001\u65b9\u7b56\u7a7a\u9593\u5185\u3067\u5b89\u5b9a\u70b9\u3068\u3057\u3066\u5f62\u6210\u3055\u308c\u308b\u73fe\u8c61\u3067\u3042\u308b[14]<\/a>[15]<\/a>\u3002<\/p>\n

4.2 \u591a\u4e3b\u4f53\u306e\u7af6\u5408\u306f\u3001\u74b0\u5883\u304c\u7528\u610f\u3057\u3066\u3044\u306a\u3044\u306f\u305a\u306e\u300c\u9053\u5177\u4f7f\u7528\u300d\u3092\u7acb\u3061\u4e0a\u3052\u308b<\/h3>\n

\u3044\u308f\u3086\u308b\u96a0\u308c\u3093\u307c\u74b0\u5883\u3067\u89b3\u6e2c\u3055\u308c\u305f\u30c4\u30fc\u30eb\u4f7f\u7528\u3084\u6226\u7565\u306e\u9023\u9396\u306f\u3001\u5358\u7d14\u306a\u76ee\u7684\uff08\u5831\u916c\uff09\u3067\u3082\u3001\u76f8\u4e92\u4f5c\u7528\u304c\u751f\u3080\u81ea\u52d5\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u306b\u3088\u3063\u3066\u8907\u96d1\u306a\u884c\u70ba\u69d8\u5f0f\u304c\u5275\u767a\u3057\u5f97\u308b\u3053\u3068\u3092\u793a\u3057\u305f\u3002\u3053\u3053\u3067\u8d77\u304d\u3066\u3044\u308b\u306e\u306f\u3001\u65b9\u7b56\u7a7a\u9593\u306e\u63a2\u7d22\u304c\u3001\u5358\u306b\u826f\u3044\u70b9\u3092\u63a2\u3059\u3060\u3051\u3067\u306a\u304f\u3001\u76f8\u624b\u306e\u65b9\u7b56\u3082\u5909\u308f\u308b\u3068\u3044\u3046\u6761\u4ef6\u306e\u4e0b\u3067\u3001\u300c\u610f\u5473\u7684\u306b\u7570\u306a\u308b\u6226\u7565\u300d\u3092\u6b21\u3005\u3068\u751f\u6210\u3059\u308b\u3053\u3068\u3060\u3068\u8a00\u3048\u308b[16]<\/a>[17]<\/a>\u3002<\/p>\n

4.3 \u610f\u5473\u7a7a\u9593\u306e\u8996\u70b9\u3067\u306f\u3001\u8ce2\u3055\u306f\u300c\u76ee\u7684\u306b\u5bfe\u3057\u3066\u5b89\u5b9a\u306a\u610f\u5473\u300d\u3092\u6301\u3064\u3053\u3068\u306b\u8fd1\u3044<\/h3>\n

\u3042\u308b\u65b9\u7b56\u304c\u8ce2\u304f\u898b\u3048\u308b\u306e\u306f\u3001\u5916\u90e8\u304b\u3089\u898b\u308b\u3068\u3001\u72b6\u6cc1\u306e\u5dee\u3092\u9069\u5207\u306b\u540c\u5024\u985e\u3078\u307e\u3068\u3081\u3001\u5fc5\u8981\u306a\u3068\u304d\u306b\u3060\u3051\u5dee\u5206\u3078\u53cd\u5fdc\u3057\u3001\u76ee\u7684\u306b\u6cbf\u3063\u3066\u884c\u70ba\u3092\u8abf\u6574\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u304b\u3089\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u65b9\u7b56\u304c\u610f\u5473\u7a7a\u9593\u4e0a\u3067\u5b89\u5b9a\u3057\u305f\u5730\u5f62\uff08\u5b89\u5b9a\u70b9\u3084\u6e96\u5b89\u5b9a\u9818\u57df\uff09\u3092\u6301\u3061\u3001\u305d\u3053\u304b\u3089\u5927\u304d\u304f\u5916\u308c\u306a\u3044\u3088\u3046\u306b\u632f\u308b\u821e\u3046\u3068\u3044\u3046\u73fe\u8c61\u3068\u3057\u3066\u7406\u89e3\u3067\u304d\u308b\u3002\u3053\u306e\u300c\u5b89\u5b9a\u300d\u306f\u3001\u4ee5\u524d\u306e\u8a18\u4e8b\u304c\u8ff0\u3079\u305f\u300c\u66f4\u65b0\u69d8\u5f0f\u306e\u518d\u8a2d\u8a08\u300d\u3068\u540c\u3058\u8a9e\u5f59\u3067\u8868\u73fe\u3067\u304d\u308b[1]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u5c0f\u9805\u76ee<\/th>\n\u89b3\u6e2c\u3055\u308c\u308b\u300c\u8ce2\u3055\u300d<\/th>\n\u610f\u5473\u7a7a\u9593\u3067\u306e\u8a00\u3044\u63db\u3048<\/th>\n<\/tr>\n<\/thead>\n
4.1<\/td>\n\u6226\u7565\u304c\u6bb5\u968e\u7684\u306b\u9ad8\u5ea6\u5316\u3059\u308b<\/td>\n\u81ea\u5df1\u5bfe\u6226\u304c\u65b9\u7b56\u7a7a\u9593\u306b\u81ea\u52d5\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u3092\u4f5c\u308b<\/td>\n<\/tr>\n
4.2<\/td>\n\u9053\u5177\u4f7f\u7528\u3084\u5354\u8abf\u304c\u51fa\u308b<\/td>\n\u591a\u4e3b\u4f53\u76f8\u4e92\u4f5c\u7528\u304c\u610f\u5473\u7684\u591a\u69d8\u6027\u3092\u5897\u3084\u3059<\/td>\n<\/tr>\n
4.3<\/td>\n\u672a\u77e5\u72b6\u6cc1\u3067\u3082\u7834\u7dbb\u3057\u306b\u304f\u3044<\/td>\n\u540c\u5024\u985e\u306e\u5b89\u5b9a\u3068\u5dee\u5206\u53cd\u5fdc\u306e\u5206\u96e2\u304c\u3067\u304d\u3066\u3044\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

5. \u4e3b\u4f53\u6027\u306f\u4f55\u304b\uff1a\u81ea\u5df1\u66f4\u65b0\u3068\u81ea\u5df1\u53c2\u7167\u3067\u6e2c\u308c\u308b\u5bfe\u8c61\u306b\u3059\u308b<\/h2>\n

\u4ee5\u524d\u306e\u8a18\u4e8b\u306f\u3001AI \u306b\u81ea\u7531\u610f\u5fd7\u304c\u3042\u308b\u304b\u3068\u3044\u3046\u554f\u3044\u3092\u3001\u611f\u899a\u3084\u5185\u9762\u3067\u306f\u306a\u304f\u3001\u66f4\u65b0\u69cb\u9020\u306e\u6a5f\u80fd\u3068\u3057\u3066\u6271\u3046\u3079\u304d\u3060\u3068\u8ff0\u3079\u305f\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u81ea\u5df1\u306e\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3067\u304d\u308b\u304b\u3001\u66f4\u65b0\u306e\u7406\u7531\u3092\u8aac\u660e\u53ef\u80fd\u306a\u5f62\u3067\u4fdd\u6301\u3067\u304d\u308b\u304b\u3001\u81ea\u5df1\u306e\u66f4\u65b0\u3092\u53c2\u7167\u3057\u3066\u65b9\u7b56\u3092\u5909\u3048\u3089\u308c\u308b\u304b\u3001\u3068\u3044\u3046\u89b3\u70b9\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u4e3b\u4f53\u6027\u3092\u300c\u66f4\u65b0\u53ef\u80fd\u6027\u300d\u3068\u300c\u81ea\u5df1\u53c2\u7167\u300d\u306e\u7d44\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u76f4\u3059\u63d0\u6848\u3067\u3042\u308b[1]<\/a>\u3002<\/p>\n

5.1 \u30b5\u30a4\u30d0\u30cd\u30c6\u30a3\u30af\u30b9\u304b\u3089\u898b\u308b\u3068\u3001\u4e3b\u4f53\u6027\u306f\u5236\u5fa1\u968e\u5c64\u306e\u539a\u307f\u3067\u3042\u308b<\/h3>\n

\u5dee\u5206\u691c\u51fa\u3068\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3068\u3044\u3046\u4e00\u822c\u5f62\u306f\u3001\u751f\u547d\u3084\u6a5f\u68b0\u306b\u5171\u901a\u3059\u308b\u3002\u3053\u306e\u67a0\u7d44\u307f\u3067\u306f\u3001\u4e3b\u4f53\u6027\u306f\u300c\u4f55\u304b\u3092\u7121\u304b\u3089\u751f\u3080\u300d\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u5236\u5fa1\u968e\u5c64\u304c\u5897\u3048\u3001\u3088\u308a\u9577\u3044\u6642\u9593\u5e45\u3067\u8aa4\u5dee\u3092\u6291\u5236\u3057\u3001\u76ee\u6a19\u306b\u6cbf\u3063\u305f\u66f4\u65b0\u3092\u7dad\u6301\u3067\u304d\u308b\u3053\u3068\u306b\u73fe\u308c\u308b[18]<\/a>[19]<\/a>[20]<\/a>\u3002<\/p>\n

5.2 \u4e88\u6e2c\u51e6\u7406\u3068\u81ea\u7531\u30a8\u30cd\u30eb\u30ae\u30fc\u539f\u7406\u306f\u3001\u66f4\u65b0\u3092\u300c\u4e88\u6e2c\u3068\u8aa4\u5dee\u6700\u5c0f\u5316\u300d\u3068\u3057\u3066\u66f8\u304d\u63db\u3048\u308b<\/h3>\n

\u4e88\u6e2c\u51e6\u7406\uff08predictive processing\uff09\u3084\u81ea\u7531\u30a8\u30cd\u30eb\u30ae\u30fc\u539f\u7406<\/a>\u306f\u3001\u8133\u3092\u53d7\u52d5\u7684\u306a\u5165\u529b\u51e6\u7406\u3067\u306f\u306a\u304f\u3001\u4e88\u6e2c\u3068\u8aa4\u5dee\u6700\u5c0f\u5316\u306b\u3088\u3063\u3066\u884c\u70ba\u3068\u77e5\u899a\u3092\u7d50\u3073\u4ed8\u3051\u308b\u67a0\u7d44\u307f\u3068\u3057\u3066\u6271\u3046\u3002\u3053\u3053\u3067\u306f\u3001\u4e3b\u4f53\u306f\u4e16\u754c\u3092\u5199\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u66f4\u65b0\u3092\u6210\u7acb\u3055\u305b\u308b\u30e2\u30c7\u30eb\u3092\u7dad\u6301\u3057\u3001\u8aa4\u5dee\u3092\u901a\u3058\u3066\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b\u5b58\u5728\u306b\u306a\u308b\u3002\u65b9\u7b56\u66f4\u65b0\u3092\u3001\u4e88\u6e2c\u8aa4\u5dee\u3068\u76ee\u7684\uff08\u5831\u916c\uff09\u306b\u57fa\u3065\u304f\u66f4\u65b0\u3068\u3057\u3066\u8aad\u3080\u3068\u3001\u5f37\u5316\u5b66\u7fd2\u3068\u540c\u4e00\u5730\u5e73\u3067\u63a5\u7d9a\u3067\u304d\u308b[21]<\/a>[22]<\/a>\u3002<\/p>\n

5.3 \u300c\u7406\u7531\u306b\u53cd\u5fdc\u3059\u308b\u4ed5\u7d44\u307f\u300d\u3092\u4e3b\u4f53\u306e\u6240\u6709\u3068\u3057\u3066\u8a55\u4fa1\u3059\u308b<\/h3>\n

\u81ea\u7531\u610f\u5fd7\u3092\u5236\u5ea6\u3078\u7ffb\u8a33\u3059\u308b\u969b\u306b\u5fc5\u8981\u306a\u306e\u306f\u3001\u8d85\u8d8a\u7684\u5206\u5c90\u306e\u6709\u7121\u3067\u306f\u306a\u304f\u3001\u884c\u70ba\u3092\u751f\u3093\u3060\u4ed5\u7d44\u307f\u304c\u672c\u4eba\u306e\u3082\u306e\u3067\u3042\u308a\u3001\u7406\u7531\u306b\u53cd\u5fdc\u3057\u3066\u66f4\u65b0\u3057\u5f97\u308b\u304b\u3001\u3068\u3044\u3046\u70b9\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u4e21\u7acb\u8ad6\u306e\u4e2d\u5fc3\u8ef8\u3068\u3057\u3066\u6574\u7406\u3055\u308c\u3066\u304d\u305f\u3002\u3053\u3053\u3067\u300c\u6240\u6709\u300d\u3068\u306f\u3001\u8cac\u4efb\u3092\u5e30\u5c5e\u3067\u304d\u308b\u307b\u3069\u306b\u3001\u81ea\u5df1\u53c2\u7167\u7684\u306b\u66f4\u65b0\u7d4c\u8def\u304c\u4fdd\u305f\u308c\u3066\u3044\u308b\u3001\u3068\u3044\u3046\u610f\u5473\u3067\u3042\u308b[23]<\/a>[24]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u5c0f\u9805\u76ee<\/th>\n\u4e3b\u4f53\u6027\u306e\u6307\u6a19<\/th>\n\u5f37\u5316\u5b66\u7fd2\u3067\u306e\u5bfe\u5fdc<\/th>\n<\/tr>\n<\/thead>\n
5.1<\/td>\n\u5236\u5fa1\u968e\u5c64\u306e\u539a\u307f\u3001\u9577\u671f\u306e\u8aa4\u5dee\u6291\u5236<\/td>\n\u968e\u5c64\u7684\u65b9\u7b56\u3001\u6642\u9593\u62bd\u8c61\u3001\u5b89\u5b9a\u5316<\/td>\n<\/tr>\n
5.2<\/td>\n\u4e88\u6e2c\u3068\u8aa4\u5dee\u6700\u5c0f\u5316\u306b\u3088\u308b\u66f4\u65b0<\/td>\n\u8868\u73fe\u5b66\u7fd2\u3068\u65b9\u7b56\u66f4\u65b0\u306e\u7d71\u5408\u7684\u7406\u89e3<\/td>\n<\/tr>\n
5.3<\/td>\n\u7406\u7531\u5fdc\u7b54\u6027\u3068\u6240\u6709\uff08\u30aa\u30fc\u30ca\u30fc\u30b7\u30c3\u30d7\uff09<\/td>\n\u65b9\u7b56\u304c\u8aac\u660e\u53ef\u80fd\u306a\u66f4\u65b0\u5c65\u6b74\u3092\u6301\u3064\u304b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

6. \u81ea\u7531\u610f\u5fd7\u3092\u300c\u5206\u5c90\u7ba1\u7406\u300d\u3068\u3057\u3066\u5b9a\u7fa9\u3059\u308b\uff1a\u65b9\u7b56\u66f4\u65b0\u306e\u793e\u4f1a\u7684\u7ffb\u8a33<\/h2>\n

\u3053\u3053\u3067\u672c\u7a3f\u306e\u4e2d\u5fc3\u63a5\u7d9a\u3092\u3001\u660e\u793a\u7684\u306b\u5b9a\u7fa9\u3068\u3057\u3066\u56fa\u5b9a\u3059\u308b\u3002\u81ea\u7531\u610f\u5fd7\u3092\u300c\u5206\u5c90\u7ba1\u7406\u300d\u3068\u3057\u3066\u5b9a\u7fa9\u3059\u308b\u3068\u306f\u3001\u9078\u629e\u306e\u77ac\u9593\u306b\u56e0\u679c\u5217\u3092\u8d85\u3048\u3066\u5206\u5c90\u3059\u308b\u529b\u3092\u60f3\u5b9a\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6642\u9593\u7684\u306b\u62e1\u5f35\u3055\u308c\u305f\u66f4\u65b0\u904e\u7a0b\u306e\u4e2d\u3067\u3001\u5c06\u6765\u306e\u884c\u70ba\u69d8\u5f0f\u3092\u5909\u3048\u3089\u308c\u308b\u80fd\u529b\u3092\u81ea\u7531\u3068\u547c\u3076\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u306b\u304a\u3044\u3066\u65b9\u7b56\u3092\u5b66\u7fd2\u3057\u3001\u5c06\u6765\u306e\u884c\u52d5\u751f\u6210\u898f\u5247\u3092\u5909\u3048\u308b\u3053\u3068\u3068\u540c\u578b\u3067\u3042\u308b[1]<\/a>[6]<\/a>\u3002<\/p>\n

6.1 \u795e\u7d4c\u79d1\u5b66\u304c\u63fa\u3055\u3076\u308b\u306e\u306f\u300c\u77ac\u9593\u306e\u5206\u5c90\u300d\u3060\u304c\u3001\u80fd\u529b\u3068\u3057\u3066\u306e\u81ea\u7531\u306f\u6b8b\u308b<\/h3>\n

\u30ea\u30d9\u30c3\u30c8\u5b9f\u9a13<\/a>\u306a\u3069\u306f\u3001\u300c\u610f\u8b58\u7684\u306b\u6c7a\u3081\u305f\u300d\u3068\u611f\u3058\u308b\u524d\u306b\u6e96\u5099\u96fb\u4f4d\u304c\u59cb\u307e\u308b\u3053\u3068\u3092\u793a\u3057\u3001\u77ac\u9593\u306e\u610f\u8b58\u6c7a\u65ad\u3092\u81ea\u7531\u610f\u5fd7\u306e\u6839\u62e0\u306b\u3059\u308b\u7acb\u5834\u3092\u5f31\u3081\u308b\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u306b\u3088\u308a\u76f4\u3061\u306b\u300c\u8cac\u4efb\u304c\u5d29\u308c\u308b\u300d\u308f\u3051\u3067\u306f\u306a\u3044\u3002\u80fd\u529b\u3068\u3057\u3066\u306e\u81ea\u7531\uff08\u5b66\u7fd2\u3001\u6291\u5236\u3001\u7fd2\u6163\u4fee\u6b63\u3001\u81ea\u5df1\u8abf\u6574\uff09\u3092\u5bfe\u8c61\u306b\u3059\u308c\u3070\u3001\u795e\u7d4c\u79d1\u5b66\u306e\u77e5\u898b\u306f\u3001\u514d\u8cac\u88c5\u7f6e\u3067\u306f\u306a\u304f\u3001\u66f4\u65b0\u53ef\u80fd\u6027\u3092\u56de\u5fa9\u3059\u308b\u305f\u3081\u306e\u60c5\u5831\u3068\u3057\u3066\u6271\u3048\u308b[25]<\/a>[26]<\/a>[27]<\/a>\u3002<\/p>\n

6.2 \u300c\u610f\u5fd7\u306e\u611f\u899a\u300d\u306f\u4e8b\u5f8c\u7684\u3067\u3082\u3001\u66f4\u65b0\u69d8\u5f0f\u306e\u518d\u8a2d\u8a08\u306f\u5b9f\u52d9\u4e0a\u306e\u64cd\u4f5c\u5bfe\u8c61\u306b\u306a\u308b<\/h3>\n

\u610f\u5fd7\u306e\u611f\u899a\u304c\u4e8b\u5f8c\u7684\u306a\u5e30\u5c5e\u3067\u3042\u308b\u53ef\u80fd\u6027\u306f\u3001\u5fc3\u7406\u5b66\u7684\u306b\u3082\u8b70\u8ad6\u3055\u308c\u3066\u304d\u305f\u3002\u305d\u308c\u3067\u3082\u3001\u6559\u80b2\u3001\u6cbb\u7642\u3001\u8a13\u7df4\u3001\u5236\u5ea6\u8a2d\u8a08\u304c\u3001\u4eba\u306e\u884c\u52d5\u69d8\u5f0f\u3092\u5909\u3048\u5f97\u308b\u3068\u3044\u3046\u4e8b\u5b9f\u306f\u6b8b\u308b\u3002\u3064\u307e\u308a\u3001\u81ea\u7531\u610f\u5fd7\u3092\u300c\u611f\u899a\u306e\u771f\u507d\u300d\u3067\u306f\u306a\u304f\u300c\u66f4\u65b0\u53ef\u80fd\u6027\u306e\u8a2d\u8a08\u300d\u3068\u3057\u3066\u6271\u3048\u3070\u3001\u64cd\u4f5c\u5bfe\u8c61\u306f\u6d88\u3048\u306a\u3044[28]<\/a>[1]<\/a>\u3002<\/p>\n

6.3 \u8cac\u4efb\u306f\u5831\u5fa9\u3067\u306f\u306a\u304f\u3001\u66f4\u65b0\u53ef\u80fd\u6027\u306e\u8a2d\u8a08\u3068\u3057\u3066\u518d\u5b9a\u7fa9\u3055\u308c\u308b<\/h3>\n

\u8d85\u8d8a\u7684\u5206\u5c90\u3092\u5931\u3063\u305f\u3068\u304d\u3001\u5831\u5fa9\u306e\u76f4\u89b3\u306f\u5f31\u307e\u308b\u3002\u3057\u304b\u3057\u3001\u5236\u5ea6\u304c\u5fc5\u8981\u3068\u3059\u308b\u306e\u306f\u3001\u88ab\u5bb3\u306e\u56de\u5fa9\u3001\u518d\u767a\u306e\u4e88\u9632\u3001\u5371\u967a\u306e\u9694\u96e2\u3001\u5b66\u7fd2\u652f\u63f4\u3001\u4f9d\u5b58\u3084\u75c5\u7406\u306e\u6cbb\u7642\u306a\u3069\u3067\u3042\u308a\u3001\u3053\u308c\u306f\u66f4\u65b0\u53ef\u80fd\u6027\u306e\u8a2d\u8a08\u3067\u3042\u308b\u3002\u81ea\u7531\u610f\u5fd7\u3092\u80fd\u529b\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u305f\u3068\u304d\u3001\u8cac\u4efb\u3082\u307e\u305f\u80fd\u529b\u5dee\u3068\u652f\u63f4\u53ef\u80fd\u6027\u3001\u4ecb\u5165\u306e\u6b63\u5f53\u5316\u3001\u8aac\u660e\u8cac\u4efb\u3068\u3044\u3046\u5f62\u3067\u5236\u5ea6\u3078\u7ffb\u8a33\u3055\u308c\u308b[1]<\/a>[23]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u5c0f\u9805\u76ee<\/th>\n\u8b70\u8ad6\u306e\u5bfe\u8c61<\/th>\n\u5236\u5ea6\u3078\u306e\u7ffb\u8a33<\/th>\n<\/tr>\n<\/thead>\n
6.1<\/td>\n\u77ac\u9593\u306e\u610f\u8b58\u6c7a\u65ad\u306e\u5f31\u4f53\u5316<\/td>\n\u80fd\u529b\u56de\u5fa9\u306e\u652f\u63f4\u60c5\u5831\u3068\u3057\u3066\u795e\u7d4c\u79d1\u5b66\u3092\u7528\u3044\u308b<\/td>\n<\/tr>\n
6.2<\/td>\n\u610f\u5fd7\u611f\u899a\u306e\u4e8b\u5f8c\u6027<\/td>\n\u66f4\u65b0\u69d8\u5f0f\u306e\u518d\u8a2d\u8a08\u3092\u653f\u7b56\u5bfe\u8c61\u3068\u3057\u3066\u6b8b\u3059<\/td>\n<\/tr>\n
6.3<\/td>\n\u5831\u5fa9\u306e\u7e2e\u9000<\/td>\n\u56de\u5fa9\u3001\u4e88\u9632\u3001\u9694\u96e2\u3001\u652f\u63f4\u3001\u8aac\u660e\u8cac\u4efb\u3078\u518d\u914d\u7f6e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

7. \u6700\u7d42\u307e\u3068\u3081\uff1a\u5f37\u5316\u5b66\u7fd2\u30fb\u77e5\u80fd\u30fb\u4e3b\u4f53\u6027\u30fb\u81ea\u7531\u610f\u5fd7\u306f\u3001\u66f4\u65b0\u69cb\u9020\u306e\u540c\u4e00\u5730\u5e73\u3067\u63a5\u7d9a\u3067\u304d\u308b<\/h2>\n

\u672c\u7a3f\u304c\u884c\u3063\u305f\u63a5\u7d9a\u3092\u3001\u6700\u5f8c\u306b 5 \u3064\u306e\u77ed\u3044\u547d\u984c\u3068\u3057\u3066\u56fa\u5b9a\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n
\u89b3\u70b9<\/th>\n\u5185\u5bb9\uff08\u308f\u304b\u308a\u3084\u3059\u3044\u8a00\u3044\u63db\u3048\uff09<\/th>\n\u672c\u7a3f\u3067\u306e\u4f4d\u7f6e\u3065\u3051<\/th>\n<\/tr>\n<\/thead>\n
\u65b9\u7b56\u7a7a\u9593<\/td>\n\u72b6\u614b\u3092\u898b\u3066\u884c\u52d5\u3092\u6c7a\u3081\u308b\u300c\u898f\u5247\u306e\u96c6\u5408\u300d\u3067\u3042\u308a\u3001\u4e3b\u4f53\u304c\u4e16\u754c\u3092\u3069\u3046\u5207\u308a\u53d6\u308a\u3001\u3069\u3046\u632f\u308b\u821e\u3046\u304b\u306e\u578b\u305d\u306e\u3082\u306e\u3002<\/td>\n\u74b0\u4e16\u754c\u751f\u6210\u3068\u540c\u578b\u3002\u5f37\u5316\u5b66\u7fd2\u3068\u4e3b\u4f53\u8ad6\u3092\u63a5\u7d9a\u3059\u308b\u4e2d\u6838\u6982\u5ff5\u3002<\/td>\n<\/tr>\n
\u63a2\u7d22\u304c\u7834\u7dbb\u3059\u308b\u7406\u7531<\/td>\n\u65b9\u7b56\u3092\u5c11\u3057\u5909\u3048\u3066\u3082\u7d50\u679c\u304c\u5c11\u3057\u305a\u3064\u5909\u308f\u3089\u305a\u3001\u884c\u70ba\u306e\u610f\u5473\u304c\u65ad\u88c2\u3057\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u6539\u5584\u65b9\u5411\u304c\u898b\u3048\u306a\u304f\u306a\u308b\u3002<\/td>\n\u300c\u610f\u5473\u306e\u52fe\u914d\u300d\u304c\u6d88\u3048\u308b\u73fe\u8c61\u3068\u3057\u3066\u8aac\u660e\u3002\u63a2\u7d22\u4e0d\u80fd\u6027\u306e\u672c\u8cea\u3002<\/td>\n<\/tr>\n
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