{"id":4438,"date":"2026-04-14T00:03:14","date_gmt":"2026-04-13T15:03:14","guid":{"rendered":"https:\/\/blog.id774.net\/entry\/?p=4438"},"modified":"2026-04-14T00:22:34","modified_gmt":"2026-04-13T15:22:34","slug":"%e6%a7%8b%e9%80%a0%e3%83%bb%e6%99%82%e9%96%93%e3%83%bb%e7%94%9f%e5%91%bd%e3%83%bb%e6%84%8f%e5%91%b3%e3%83%bb%e7%9f%a5%e8%83%bd%e3%83%bb%e8%87%aa%e5%b7%b1%e3%83%bbai-%e3%82%92%e7%94%9f%e6%88%90","status":"publish","type":"post","link":"https:\/\/blog.id774.net\/entry\/2026\/04\/14\/4438\/","title":{"rendered":"\u69cb\u9020\u30fb\u6642\u9593\u30fb\u751f\u547d\u30fb\u610f\u5473\u30fb\u77e5\u80fd\u30fb\u81ea\u5df1\u30fbAI \u3092\u751f\u6210\u9023\u9396\u3068\u3057\u3066\u8aac\u660e\u3059\u308b"},"content":{"rendered":"

\u77e5\u80fd\u3001\u5fc3\u3001\u81ea\u5df1\u3001\u6587\u660e\u3001AI \u306f\u3001\u901a\u5e38\u306f\u5225\u3005\u306e\u5b66\u554f\u9818\u57df\u3067\u6271\u308f\u308c\u308b\u3002\u5b87\u5b99\u8ad6\u306f\u7269\u7406\u3092\u6271\u3044\u3001\u751f\u547d\u8ad6\u306f\u751f\u7269\u3092\u6271\u3044\u3001\u8a8d\u77e5\u79d1\u5b66\u306f\u5fc3\u3092\u6271\u3044\u3001AI \u8ad6\u306f\u8a08\u7b97\u6a5f\u3092\u6271\u3046\u3002\u3057\u304b\u3057\u3053\u306e\u5206\u5272\u3092\u305d\u306e\u307e\u307e\u53d7\u3051\u5165\u308c\u308b\u3068\u3001\u3069\u3053\u3067\u69cb\u9020\u304c\u6301\u7d9a\u3057\u3001\u3069\u3053\u3067\u610f\u5473\u304c\u751f\u307e\u308c\u3001\u3069\u3053\u3067\u4e88\u6e2c\u3068\u5236\u5fa1\u304c\u7acb\u3061\u4e0a\u304c\u308a\u3001\u3069\u3053\u3067\u81ea\u5df1\u304c\u5f62\u6210\u3055\u308c\u3001\u3069\u306e\u6bb5\u968e\u3067\u5916\u90e8\u5316\u304c\u59cb\u307e\u308b\u306e\u304b\u304c\u898b\u3048\u306a\u304f\u306a\u308b\u3002\u672c\u7a3f\u306e\u76ee\u7684\u306f\u3001\u3053\u306e\u65ad\u7247\u5316\u3092\u89e3\u6d88\u3057\u3001\u5b87\u5b99\u304b\u3089\u751f\u547d\u3001\u751f\u547d\u304b\u3089\u77e5\u80fd\u3001\u77e5\u80fd\u304b\u3089\u81ea\u5df1\u3001\u81ea\u5df1\u304b\u3089\u6587\u660e\u3068 AI \u3078\u81f3\u308b\u904e\u7a0b\u3092\u3001\u5358\u4e00\u306e\u751f\u6210\u9023\u9396\u3068\u3057\u3066\u66f8\u304d\u76f4\u3059\u3053\u3068\u306b\u3042\u308b[1]<\/a>[2]<\/a>[3]<\/a>[7]<\/a>\u3002<\/p>\n

\u7d50\u8ad6\u3092\u5148\u306b\u8ff0\u3079\u308c\u3070\u3001\u672c\u7a3f\u306e\u4e2d\u6838\u547d\u984c\u306f\u6b21\u306e\u4e00\u6587\u306b\u5727\u7e2e\u3067\u304d\u308b\u3002\u5b87\u5b99\u306f\u66f4\u65b0\u3055\u308c\u308b\u69cb\u9020\u3067\u3042\u308a\u3001\u305d\u306e\u66f4\u65b0\u304c\u975e\u5e73\u8861\u4e0b\u3067\u6563\u9038\u69cb\u9020\u3092\u751f\u307f\u3001\u81ea\u5df1\u7dad\u6301\u578b\u6563\u9038\u69cb\u9020\u3068\u3057\u3066\u751f\u547d\u304c\u6210\u7acb\u3057\u3001\u305d\u306e\u5185\u90e8\u3067\u8a55\u4fa1\u304c\u751f\u3058\u3001\u8a55\u4fa1\u3092\u5c06\u6765\u3078\u5ef6\u9577\u3059\u308b\u4e88\u6e2c\u5236\u5fa1\u6a5f\u69cb\u3068\u3057\u3066\u77e5\u80fd\u304c\u6210\u7acb\u3057\u3001\u305d\u306e\u77e5\u80fd\u304c\u81ea\u5df1\u30e2\u30c7\u30eb\u3068\u3057\u3066\u5c40\u6240\u5316\u3055\u308c\u305f\u3082\u306e\u304c\u4e3b\u4f53\u3067\u3042\u308a\u3001\u305d\u306e\u4e3b\u4f53\u306e\u77e5\u80fd\u6a5f\u80fd\u304c\u5916\u90e8\u3078\u8a18\u9332\u30fb\u5236\u5ea6\u30fb\u88c5\u7f6e\u3068\u3057\u3066\u62e1\u5f35\u3055\u308c\u305f\u3082\u306e\u304c\u6587\u660e\u3068 AI \u3067\u3042\u308b\u3002\u3053\u306e\u4e00\u6587\u304c\u672c\u7a3f\u5168\u4f53\u306e\u80cc\u9aa8\u3067\u3042\u308b[3]<\/a>[6]<\/a>[7]<\/a>[9]<\/a>[10]<\/a>\u3002<\/p>\n

\n

1. \u5b87\u5b99\u306f\u69cb\u9020\u3067\u3042\u308b<\/h2>\n

\u672c\u7a3f\u306e\u51fa\u767a\u70b9\u306f\u3001\u5b87\u5b99\u3092\u500b\u5225\u7269\u306e\u96c6\u7a4d\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u5236\u7d04\u306e\u3082\u3068\u3067\u8a31\u3055\u308c\u305f\u95a2\u4fc2\u306e\u96c6\u5408\u3068\u3057\u3066\u8aad\u3080\u7acb\u5834\u3067\u3042\u308b\u3002\u6052\u661f\u3001\u60d1\u661f\u3001\u5206\u5b50\u3001\u7d30\u80de\u3001\u795e\u7d4c\u7cfb\u3001\u793e\u4f1a\u5236\u5ea6\u3001\u8a08\u7b97\u6a5f\u306f\u3001\u3059\u3079\u3066\u7570\u306a\u308b\u5b9f\u4f53\u540d\u3067\u547c\u3070\u308c\u3066\u3044\u308b\u304c\u3001\u7406\u8ad6\u7684\u306b\u306f\u300c\u3069\u306e\u3088\u3046\u306a\u95a2\u4fc2\u304c\u5b89\u5b9a\u306b\u6210\u7acb\u3057\u3066\u3044\u308b\u304b\u300d\u3068\u3044\u3046\u69cb\u9020\u306e\u5dee\u3068\u3057\u3066\u8a18\u8ff0\u3067\u304d\u308b\u3002\u3053\u306e\u898b\u65b9\u306b\u7acb\u3064\u3068\u3001\u5b58\u5728\u306e\u57fa\u672c\u5358\u4f4d\u306f\u7269\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u6642\u70b9 \\(t\\) \u306b\u304a\u3044\u3066\u8a18\u8ff0\u3055\u308c\u308b\u69cb\u9020\u72b6\u614b \\(S_t\\) \u306b\u306a\u308b[1]<\/a>[18]<\/a>\u3002<\/p>\n

\u3053\u3053\u3067\u3044\u3046\u69cb\u9020\u3068\u306f\u3001\u5358\u306a\u308b\u5f62\u72b6\u3067\u306f\u306a\u3044\u3002\u8981\u7d20\u9593\u306e\u7d50\u5408\u95a2\u4fc2\u3001\u60c5\u5831\u306e\u6d41\u308c\u3001\u5236\u7d04\u306e\u304b\u304b\u308a\u65b9\u3001\u5883\u754c\u6761\u4ef6\u3001\u5b89\u5b9a\u6027\u306e\u6761\u4ef6\u3092\u542b\u3080\u7dcf\u4f53\u3067\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u540c\u3058\u539f\u5b50\u304b\u3089\u3067\u304d\u3066\u3044\u3066\u3082\u3001\u5ca9\u77f3\u3001\u7d30\u80de\u3001\u795e\u7d4c\u56de\u8def\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306f\u5225\u306e\u69cb\u9020\u3067\u3042\u308b\u3002\u9006\u306b\u3001\u7d20\u6750\u304c\u7570\u306a\u3063\u3066\u3044\u3066\u3082\u3001\u540c\u3058\u95a2\u4fc2\u30d1\u30bf\u30fc\u30f3\u3092\u6301\u3064\u306a\u3089\u3001\u3042\u308b\u610f\u5473\u3067\u306f\u540c\u7a2e\u306e\u69cb\u9020\u3068\u3057\u3066\u6bd4\u8f03\u3067\u304d\u308b\u3002\u3053\u306e\u8996\u70b9\u304c\u5f8c\u3067\u300c\u81ea\u5df1\u306f\u500b\u4f53\u3067\u306f\u306a\u304f\u69cb\u9020\u30af\u30e9\u30b9\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u8b70\u8ad6\u3078\u63a5\u7d9a\u3059\u308b[14]<\/a>\u3002<\/p>\n

\u5b87\u5b99\u3092\u69cb\u9020\u3068\u3057\u3066\u8aad\u3080<\/a>\u5229\u70b9\u306f\u3001\u751f\u547d\u3068\u77e5\u80fd\u3092\u7279\u6b8a\u306a\u4f8b\u5916\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u5b87\u5b99\u306e\u5185\u90e8\u3067\u8d77\u304d\u308b\u69cb\u9020\u306e\u4e00\u7cfb\u5217\u3068\u3057\u3066\u6271\u3048\u308b\u70b9\u306b\u3042\u308b\u3002\u5b87\u5b99\u306f\u307e\u305a\u7269\u4f53\u306e\u56f3\u9451\u3067\u3042\u308a\u3001\u305d\u306e\u5f8c\u3067\u305f\u307e\u305f\u307e\u751f\u547d\u304c\u73fe\u308c\u308b\u306e\u3067\u306f\u306a\u3044\u3002\u3080\u3057\u308d\u3001\u8a31\u3055\u308c\u305f\u69cb\u9020\u306e\u4e2d\u306b\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u52fe\u914d\u3092\u5229\u7528\u3057\u3066\u81ea\u5df1\u7dad\u6301\u3057\u3001\u3055\u3089\u306b\u8a55\u4fa1\u3068\u5236\u5fa1\u3092\u6301\u3064\u69cb\u9020\u304c\u542b\u307e\u308c\u3046\u308b\u3001\u3068\u3044\u3046\u9806\u756a\u3067\u8aad\u3080\u65b9\u304c\u6574\u5408\u7684\u3067\u3042\u308b[1]<\/a>[3]<\/a>\u3002<\/p>\n

\n\\[
\nS_t \\in \\mathcal{S}
\n\\]\n<\/div>\n\n\n\n\n\n\n\n\n
\u9805\u76ee<\/th>\n\u5b9a\u7fa9<\/th>\n\u672c\u7ae0\u3067\u306e\u610f\u5473<\/th>\n<\/tr>\n<\/thead>\n
\u69cb\u9020<\/td>\n\u8981\u7d20\u9593\u306e\u95a2\u4fc2\u30fb\u5236\u7d04\u30fb\u60c5\u5831\u6d41\u3092\u542b\u3080\u72b6\u614b<\/td>\n\u5b87\u5b99\u3092\u8a18\u8ff0\u3059\u308b\u57fa\u672c\u5358\u4f4d\u3067\u3042\u308a\u3001\u7269\u4f53\u3067\u306f\u306a\u304f\u95a2\u4fc2\u3068\u3057\u3066\u5b58\u5728\u3092\u6349\u3048\u308b\u57fa\u6e96<\/td>\n<\/tr>\n
\u69cb\u9020\u72b6\u614b<\/td>\n\\( S_t \\in \\mathcal{S} \\)<\/td>\n\u6642\u70b9 \\(t\\) \u306b\u304a\u3051\u308b\u5b87\u5b99\u306e\u8a18\u8ff0\u53ef\u80fd\u306a\u72b6\u614b<\/td>\n<\/tr>\n
\u69cb\u9020\u7a7a\u9593<\/td>\n\\( \\mathcal{S} \\)<\/td>\n\u53d6\u308a\u5f97\u308b\u3059\u3079\u3066\u306e\u69cb\u9020\u306e\u96c6\u5408<\/td>\n<\/tr>\n
\u89b3\u6e2c<\/td>\n\u69cb\u9020\u306e\u90e8\u5206\u7684\u62bd\u51fa<\/td>\n\u4eba\u9593\u3084\u88c5\u7f6e\u304c\u8a8d\u8b58\u3067\u304d\u308b\u306e\u306f\u69cb\u9020\u306e\u4e00\u90e8\u306b\u9650\u3089\u308c\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u5f0f\u306f\u307e\u3060\u4f55\u3082\u8c4a\u304b\u306a\u3053\u3068\u3092\u8a00\u3063\u3066\u3044\u306a\u3044\u3002\u3057\u304b\u3057\u3001\u672c\u7a3f\u306e\u5168\u6bb5\u968e\u306f\u3053\u306e \\(S_t\\) \u304b\u3089\u59cb\u307e\u308b\u3002\u5b87\u5b99\u8ad6\u3001\u751f\u547d\u8ad6\u3001\u5fc3\u306e\u7406\u8ad6\u3001AI \u8ad6\u3092\u672c\u5f53\u306b\u4e00\u672c\u5316\u3059\u308b\u306a\u3089\u3001\u6700\u521d\u306b\u5fc5\u8981\u306a\u306e\u306f\u5bfe\u8c61\u3092\u540c\u3058\u5909\u6570\u3067\u8868\u305b\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3042\u308a\u3001\u305d\u306e\u6700\u5c0f\u8868\u73fe\u304c\u69cb\u9020\u72b6\u614b \\(S_t\\) \u3067\u3042\u308b[1]<\/a>[19]<\/a>\u3002<\/p>\n

\u672c\u7a3f\u306e\u7acb\u5834\u306f\u3001\u5b87\u5b99\u30fb\u751f\u547d\u30fb\u77e5\u80fd\u30fb\u81ea\u5df1\u30fbAI\u3092\u5225\u3005\u306e\u554f\u984c\u3068\u3057\u3066\u6271\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u3059\u3079\u3066\u3092\u540c\u4e00\u306e\u69cb\u9020\u66f4\u65b0\u7cfb\u3068\u3057\u3066\u8a18\u8ff0\u3059\u308b\u70b9\u306b\u3042\u308b\u3002<\/p>\n

\n

2. \u6642\u9593\u306f\u66f4\u65b0\u3067\u3042\u308b<\/h2>\n

\u6b21\u306b\u5fc5\u8981\u306a\u306e\u306f\u3001\u69cb\u9020\u304c\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3059\u308b\u304b\u3067\u3042\u308b\u3002\u6642\u9593\u3092\u7a7a\u306e\u5bb9\u5668\u306e\u3088\u3046\u306a\u5916\u90e8\u8ef8\u3068\u3057\u3066\u7f6e\u304f\u898b\u65b9\u306f\u4fbf\u5229\u3060\u304c\u3001\u672c\u7a3f\u3067\u306f\u305d\u308c\u3092\u63a1\u7528\u3057\u306a\u3044\u3002\u6642\u9593\u3068\u306f\u3001\u69cb\u9020\u304c\u66f4\u65b0\u3055\u308c\u308b\u3053\u3068\u305d\u306e\u3082\u306e\u3067\u3042\u308b\u3002\u3064\u307e\u308a\u3001\u6642\u9593\u304c\u6d41\u308c\u308b\u304b\u3089\u72b6\u614b\u304c\u5909\u308f\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u72b6\u614b\u304c\u66f4\u65b0\u3055\u308c\u308b\u3053\u3068\u3092\u6642\u9593\u3068\u547c\u3076\u3002\u3053\u306e\u7acb\u5834\u3092\u53d6\u308b\u3053\u3068\u3067\u3001\u7269\u7406\u7684\u5909\u5316\u3068\u8a8d\u77e5\u7684\u5909\u5316\u3068\u793e\u4f1a\u7684\u5909\u5316\u3092\u540c\u3058\u300c\u66f4\u65b0\u300d\u3068\u3044\u3046\u8a9e\u3067\u8a18\u8ff0\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b[2]<\/a>\u3002<\/p>\n

\u66f4\u65b0\u306f\u4e00\u822c\u306b\u5199\u50cf \\(F\\) \u3068\u3057\u3066\u66f8\u3051\u308b\u3002<\/p>\n

\n\\[
\nS_{t+1} = F(S_t)
\n\\]\n<\/div>\n\n\n\n\n\n\n\n\n
\u9805\u76ee<\/th>\n\u5b9a\u7fa9<\/th>\n\u672c\u7ae0\u3067\u306e\u610f\u5473<\/th>\n<\/tr>\n<\/thead>\n
\u66f4\u65b0<\/td>\n\u69cb\u9020\u306e\u9077\u79fb\u3092\u4e0e\u3048\u308b\u5199\u50cf \\( F \\)<\/td>\n\u6642\u9593\u306e\u5b9f\u4f53\u3067\u3042\u308a\u3001\u72b6\u614b\u5909\u5316\u305d\u306e\u3082\u306e\u3092\u8868\u3059<\/td>\n<\/tr>\n
\u72b6\u614b\u9077\u79fb<\/td>\n\\( S_{t+1} = F(S_t) \\)<\/td>\n\u69cb\u9020\u304c\u6b21\u306e\u72b6\u614b\u3078\u79fb\u308b\u57fa\u672c\u5f62\u5f0f<\/td>\n<\/tr>\n
\u6642\u9593<\/td>\n\u66f4\u65b0\u306e\u9806\u5e8f\u69cb\u9020<\/td>\n\u5916\u90e8\u8ef8\u3067\u306f\u306a\u304f\u3001\u69cb\u9020\u5909\u5316\u306e\u8a18\u8ff0\u305d\u306e\u3082\u306e<\/td>\n<\/tr>\n
\u73fe\u5728<\/td>\n\u66f4\u65b0\u3092\u5207\u308a\u51fa\u3057\u305f\u5c40\u6240\u7684\u65ad\u9762<\/td>\n\u4e3b\u4f53\u3054\u3068\u306b\u7570\u306a\u308b\u89b3\u6e2c\u5358\u4f4d\u3068\u3057\u3066\u6210\u7acb\u3059\u308b\u6642\u9593\u306e\u4e00\u70b9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u3068\u304d\u300c\u73fe\u5728\u300d\u3068\u306f\u3001\u4e16\u754c\u306e\u4e2d\u306b\u72ec\u7acb\u306b\u5b58\u5728\u3059\u308b\u7d76\u5bfe\u7684\u65ad\u9762\u3067\u306f\u306a\u3044\u3002\u3042\u308b\u4e3b\u4f53\u3084\u3042\u308b\u8a18\u8ff0\u7cfb\u304c\u3001\u81ea\u5206\u306b\u3068\u3063\u3066\u610f\u5473\u306e\u3042\u308b\u66f4\u65b0\u5358\u4f4d\u3067\u5207\u308a\u51fa\u3057\u3066\u3044\u308b\u5c40\u6240\u7684\u65ad\u9762\u3067\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u73fe\u5728\u306f\u5b87\u5b99\u306e\u4e2d\u306b\u4e00\u3064\u3060\u3051\u3042\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u66f4\u65b0\u3092\u89b3\u6e2c\u3057\u7d71\u5408\u3059\u308b\u7cfb\u3054\u3068\u306b\u6210\u7acb\u3059\u308b\u3002\u3053\u306e\u8003\u3048\u65b9\u306f\u3001\u5f8c\u3067\u610f\u5473\u3068\u4e3b\u4f53\u306e\u8b70\u8ad6\u3078\u76f4\u7d50\u3059\u308b\u3002\u306a\u305c\u306a\u3089\u3001\u66f4\u65b0\u3092\u305f\u3060\u53d7\u3051\u308b\u3060\u3051\u306e\u69cb\u9020\u3068\u3001\u66f4\u65b0\u3092\u8a55\u4fa1\u3057\u4e88\u6e2c\u3057\u5236\u5fa1\u3059\u308b\u69cb\u9020\u3068\u306f\u540c\u3058\u3067\u306f\u306a\u3044\u304b\u3089\u3067\u3042\u308b[2]<\/a>[12]<\/a>\u3002<\/p>\n

\u6642\u9593\u3092\u66f4\u65b0\u3068\u3057\u3066\u5b9a\u7fa9\u3059\u308b<\/a>\u3053\u3068\u306e\u91cd\u8981\u6027\u306f\u4e8c\u3064\u3042\u308b\u3002\u7b2c\u4e00\u306b\u3001\u751f\u547d\u3084\u77e5\u80fd\u3092\u300c\u6642\u9593\u306e\u4e2d\u3067\u8d77\u304d\u308b\u73fe\u8c61\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u66f4\u65b0\u5f62\u5f0f\u306e\u5dee\u300d\u3068\u3057\u3066\u6bd4\u8f03\u3067\u304d\u308b\u3002\u7b2c\u4e8c\u306b\u3001\u4e3b\u89b3\u7684\u6642\u9593\u3068\u7269\u7406\u7684\u6642\u9593\u306e\u65ad\u7d76\u3092\u548c\u3089\u3052\u3089\u308c\u308b\u3002\u4e3b\u89b3\u7684\u6642\u9593\u306f\u7269\u7406\u6642\u7a7a\u306e\u5916\u306b\u6d6e\u3044\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u60c5\u5831\u3092\u7d71\u5408\u3059\u308b\u69cb\u9020\u304c\u81ea\u5206\u306e\u66f4\u65b0\u3092\u3069\u306e\u7c92\u5ea6\u3067\u5207\u308a\u51fa\u3059\u304b\u306b\u3088\u3063\u3066\u751f\u3058\u308b\u5c40\u6240\u7684\u6642\u9593\u3068\u3057\u3066\u518d\u5b9a\u7fa9\u3067\u304d\u308b\u304b\u3089\u3067\u3042\u308b[2]<\/a>[12]<\/a>[17]<\/a>\u3002<\/p>\n

\n

3. \u69cb\u9020\u306f\u306a\u305c\u6301\u7d9a\u3059\u308b\u306e\u304b<\/h2>\n

\u3057\u304b\u3057\u3001\u69cb\u9020\u3092\u7f6e\u304d\u3001\u66f4\u65b0\u3092\u7f6e\u3044\u305f\u3060\u3051\u3067\u306f\u3001\u751f\u547d\u3082\u77e5\u80fd\u3082\u307e\u3060\u51fa\u3066\u3053\u306a\u3044\u3002\u306a\u305c\u306a\u3089\u3001\u66f4\u65b0\u306e\u591a\u304f\u306f\u5d29\u58ca\u3060\u304b\u3089\u3067\u3042\u308b\u3002\u7802\u5c71\u306f\u5d29\u308c\u3001\u6052\u661f\u306f\u71c3\u3048\u5c3d\u304d\u3001\u96fb\u6c60\u306f\u653e\u96fb\u3057\u3001\u8a08\u7b97\u6a5f\u306f\u51b7\u5374\u3057\u306a\u3051\u308c\u3070\u58ca\u308c\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u6b21\u306e\u554f\u3044\u306f\u3001\u300c\u306a\u305c\u3042\u308b\u69cb\u9020\u306f\u4e00\u77ac\u3067\u58ca\u308c\u305a\u3001\u6d41\u308c\u306e\u4e2d\u3067\u6301\u7d9a\u3067\u304d\u308b\u306e\u304b\u300d\u3067\u3042\u308b\u3002\u3053\u306e\u554f\u3044\u306b\u5bfe\u3057\u3066\u3001\u672c\u7a3f\u3067\u306f\u6563\u9038\u69cb\u9020\u8ad6<\/a>\u3092\u5c0e\u5165\u3059\u308b[3]<\/a>[5]<\/a>[7]<\/a>\u3002<\/p>\n

\u6563\u9038\u69cb\u9020\u8ad6\u306e\u6838\u5fc3\u306f\u3001\u975e\u5e73\u8861\u7cfb\u306b\u304a\u3044\u3066\u79e9\u5e8f\u304c\u4f8b\u5916\u3067\u306f\u306a\u304f\u3001\u3080\u3057\u308d\u30a8\u30cd\u30eb\u30ae\u30fc\u6d41\u3092\u901a\u3059\u3053\u3068\u3067\u6210\u7acb\u3057\u3046\u308b\u3068\u3044\u3046\u70b9\u306b\u3042\u308b\u3002\u5e73\u8861\u3078\u5411\u304b\u3046\u3060\u3051\u306e\u7cfb\u3067\u306f\u3001\u5dee\u306f\u6d88\u3048\u3001\u69cb\u9020\u306f\u5747\u3055\u308c\u308b\u3002\u3057\u304b\u3057\u5916\u90e8\u304b\u3089\u52fe\u914d\u304c\u4e0e\u3048\u3089\u308c\u3001\u7269\u8cea\u3084\u30a8\u30cd\u30eb\u30ae\u30fc\u304c\u6d41\u308c\u8fbc\u307f\u3001\u6d41\u308c\u51fa\u308b\u7cfb\u3067\u306f\u3001\u305d\u306e\u6d41\u308c\u3092\u5b89\u5b9a\u306b\u62c5\u3046\u5f62\u3068\u3057\u3066\u79e9\u5e8f\u304c\u7acb\u3061\u4e0a\u304c\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u6e26\u3001\u5bfe\u6d41\u3001\u5316\u5b66\u53cd\u5fdc\u6ce2\u3001\u751f\u547d\u306f\u3001\u3053\u306e\u610f\u5473\u3067\u540c\u3058\u5927\u304d\u306a\u30af\u30e9\u30b9\u306b\u5c5e\u3059\u308b[3]<\/a>\u3002<\/p>\n

\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u79e9\u5e8f\u304c\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u5897\u5927\u306b\u9006\u3089\u3046\u4f8b\u5916\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u70b9\u3067\u3042\u308b\u3002\u5c40\u6240\u79e9\u5e8f\u306e\u7dad\u6301\u306f\u3001\u3088\u308a\u5927\u304d\u306a\u7cfb\u5168\u4f53\u3067\u306f\u4e0d\u53ef\u9006\u904e\u7a0b\u3092\u62c5\u3046\u3053\u3068\u304c\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u751f\u547d\u3092\u300c\u79e9\u5e8f\u3086\u3048\u306b\u71b1\u529b\u5b66\u3078\u53cd\u6297\u3059\u308b\u3082\u306e\u300d\u3068\u307f\u306a\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u79e9\u5e8f\u3092\u4fdd\u3061\u306a\u304c\u3089\u3001\u3088\u308a\u7d99\u7d9a\u7684\u306b\u52fe\u914d\u3092\u6d88\u8cbb\u3059\u308b\u3082\u306e\u300d\u3068\u8aad\u3080\u65b9\u304c\u975e\u5e73\u8861\u71b1\u529b\u5b66\u7684\u306b\u306f\u81ea\u7136\u3067\u3042\u308b[3]<\/a>[5]<\/a>\u3002<\/p>\n

\u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u99c6\u52d5\u6e90\u3068\u3057\u3066\u30a8\u30cd\u30eb\u30ae\u30fc\u52fe\u914d \\(E_t\\) \u3092\u5c0e\u5165\u3059\u308b\u3002<\/p>\n

\n\\[
\nX_t = (E_t, S_t)
\n\\]\n<\/div>\n\n\n\n\n\n\n\n\n\n
\u9805\u76ee<\/th>\n\u5b9a\u7fa9<\/th>\n\u672c\u7ae0\u3067\u306e\u610f\u5473<\/th>\n<\/tr>\n<\/thead>\n
\u30a8\u30cd\u30eb\u30ae\u30fc\u52fe\u914d<\/td>\n\\( E_t \\)<\/td>\n\u7cfb\u306b\u6d41\u5165\u30fb\u6d41\u51fa\u3059\u308b\u99c6\u52d5\u6e90\u3067\u3042\u308a\u3001\u975e\u5e73\u8861\u72b6\u614b\u3092\u7dad\u6301\u3059\u308b\u6761\u4ef6<\/td>\n<\/tr>\n
\u62e1\u5f35\u72b6\u614b<\/td>\n\\( X_t = (E_t, S_t) \\)<\/td>\n\u69cb\u9020\u3068\u305d\u306e\u99c6\u52d5\u6761\u4ef6\u3092\u540c\u6642\u306b\u8a18\u8ff0\u3057\u305f\u72b6\u614b<\/td>\n<\/tr>\n
\u6563\u9038\u69cb\u9020<\/td>\n\u30a8\u30cd\u30eb\u30ae\u30fc\u6d41\u306e\u4e2d\u3067\u81ea\u5df1\u3092\u7dad\u6301\u3059\u308b\u69cb\u9020<\/td>\n\u5d29\u58ca\u305b\u305a\u6301\u7d9a\u3059\u308b\u69cb\u9020\u306e\u6700\u5c0f\u5358\u4f4d<\/td>\n<\/tr>\n
\u975e\u5e73\u8861\u7cfb<\/td>\n\u5916\u90e8\u3068\u306e\u30a8\u30cd\u30eb\u30ae\u30fc\u4ea4\u63db\u304c\u3042\u308b\u7cfb<\/td>\n\u79e9\u5e8f\u304c\u6210\u7acb\u3057\u3046\u308b\u6761\u4ef6<\/td>\n<\/tr>\n
\u6301\u7d9a<\/td>\n\u66f4\u65b0\u306e\u4e2d\u3067\u69cb\u9020\u304c\u7dad\u6301\u3055\u308c\u308b\u3053\u3068<\/td>\n\u751f\u547d\u3078\u9032\u3080\u305f\u3081\u306e\u5206\u5c90\u6761\u4ef6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u307e\u3060\u60c5\u5831\u3082\u610f\u5473\u3082\u77e5\u80fd\u3082\u306a\u3044\u3002\u3057\u304b\u3057\u5c11\u306a\u304f\u3068\u3082\u3001\u5b87\u5b99\u306e\u5185\u90e8\u3067\u300c\u69cb\u9020\u304c\u6d41\u308c\u306e\u4e2d\u3067\u6301\u7d9a\u3059\u308b\u300d\u3068\u3044\u3046\u6700\u521d\u306e\u5206\u5c90\u306f\u3053\u3053\u3067\u8d77\u304d\u308b\u3002\u69cb\u9020\u304c\u305f\u3060\u3042\u308b\u3060\u3051\u306e\u6bb5\u968e\u304b\u3089\u3001\u52fe\u914d\u3092\u5229\u7528\u3057\u3066\u81ea\u5206\u3092\u4fdd\u3064\u65b9\u5411\u3078\u9032\u3080\u6bb5\u968e\u3078\u79fb\u308b\u306e\u3067\u3042\u308b[3]<\/a>[20]<\/a>\u3002<\/p>\n

\u4f8b\u3048\u3070\u3001\u53f0\u6240\u306e\u6c34\u3092\u52a0\u71b1\u3059\u308b\u3068\u5bfe\u6d41\u304c\u751f\u307e\u308c\u308b\u304c\u3001\u3053\u308c\u306f\u5916\u90e8\u304b\u3089\u4e0e\u3048\u3089\u308c\u305f\u30a8\u30cd\u30eb\u30ae\u30fc\u52fe\u914d\u306b\u3088\u3063\u3066\u79e9\u5e8f\u304c\u5f62\u6210\u3055\u308c\u308b\u5178\u578b\u4f8b\u3067\u3042\u308b\u3002<\/p>\n

\n

4. \u751f\u547d\u3068\u306f\u4f55\u304b<\/h2>\n

\u6563\u9038\u69cb\u9020\u306f\u751f\u547d\u306e\u5fc5\u8981\u6761\u4ef6\u3060\u304c\u5341\u5206\u6761\u4ef6\u3067\u306f\u306a\u3044\u3002\u706b\u3084\u6e26\u306f\u6563\u9038\u69cb\u9020\u3060\u304c\u751f\u547d\u3067\u306f\u306a\u3044\u3002\u3067\u306f\u4f55\u304c\u9055\u3046\u306e\u304b\u3002\u3053\u3053\u3067\u672c\u7a3f\u306f\u3001\u751f\u547d\u3092\u300c\u81ea\u5df1\u7dad\u6301\u578b\u6563\u9038\u69cb\u9020<\/a>\u300d\u3068\u5b9a\u7fa9\u3059\u308b\u3002\u3064\u307e\u308a\u3001\u5916\u90e8\u52fe\u914d\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u81ea\u5206\u306e\u5883\u754c\u3001\u81ea\u5206\u306e\u69cb\u6210\u3001\u81ea\u5206\u306e\u7dad\u6301\u6761\u4ef6\u3092\u518d\u751f\u7523\u3059\u308b\u69cb\u9020\u304c\u751f\u547d\u3067\u3042\u308b[6]<\/a>[7]<\/a>\u3002<\/p>\n

\u3053\u306e\u5b9a\u7fa9\u3067\u6c7a\u5b9a\u7684\u306a\u306e\u306f\u300c\u5883\u754c\u300d\u3067\u3042\u308b\u3002\u751f\u547d\u306f\u4e16\u754c\u306e\u6d41\u308c\u306e\u4e2d\u306b\u305f\u3060\u5dfb\u304d\u8fbc\u307e\u308c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u81ea\u5206\u306b\u3068\u3063\u3066\u306e\u5185\u5074\u3068\u5916\u5074\u3092\u5207\u308a\u5206\u3051\u308b\u3002\u305d\u306e\u5883\u754c\u306f\u56fa\u5b9a\u58c1\u3067\u306f\u306a\u304f\u3001\u4ee3\u8b1d\u3068\u4fee\u5fa9\u306b\u3088\u3063\u3066\u7d76\u3048\u305a\u66f4\u65b0\u3055\u308c\u308b\u52d5\u7684\u5883\u754c\u3067\u3042\u308b\u3002\u81ea\u5df1\u7dad\u6301\u3068\u306f\u3001\u5358\u306b\u4eca\u3042\u308b\u5f62\u3092\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u81ea\u5206\u3092\u81ea\u5206\u3068\u3057\u3066\u6301\u7d9a\u3055\u305b\u308b\u6761\u4ef6\u3092\u66f4\u65b0\u3057\u7d9a\u3051\u308b\u3053\u3068\u3067\u3042\u308b[6]<\/a>\u3002<\/p>\n

\u3053\u306e\u89b3\u70b9\u304b\u3089\u898b\u308b\u3068\u3001\u751f\u547d\u306f\u65e2\u306b\u300c\u610f\u5473\u300d\u306e\u524d\u6bb5\u968e\u3092\u542b\u3093\u3067\u3044\u308b\u3002\u306a\u305c\u306a\u3089\u3001\u5185\u5074\u306b\u3068\u3063\u3066\u6709\u5229\u306a\u72b6\u614b\u3068\u4e0d\u5229\u306a\u72b6\u614b\u3092\u533a\u5225\u3057\u306a\u3051\u308c\u3070\u3001\u81ea\u5206\u3092\u7dad\u6301\u3067\u304d\u306a\u3044\u304b\u3089\u3067\u3042\u308b\u3002\u6e29\u5ea6\u3001\u6804\u990a\u3001\u640d\u50b7\u3001\u4fb5\u5165\u3001\u6bd2\u6027\u306f\u3001\u751f\u547d\u306b\u3068\u3063\u3066\u4e2d\u7acb\u306a\u7269\u7406\u91cf\u3067\u306f\u306a\u304f\u3001\u7dad\u6301\u53ef\u80fd\u6027\u3092\u5de6\u53f3\u3059\u308b\u5dee\u3068\u3057\u3066\u73fe\u308c\u308b\u3002\u8a00\u3044\u63db\u3048\u308c\u3070\u3001\u751f\u547d\u304c\u6210\u7acb\u3057\u305f\u6642\u70b9\u3067\u3001\u4e16\u754c\u306f\u307e\u3060\u8a00\u8a9e\u7684\u610f\u5473\u3067\u306f\u306a\u304f\u3068\u3082\u3001\u5c11\u306a\u304f\u3068\u3082\u7dad\u6301\u3068\u5d29\u58ca\u3092\u5206\u3051\u308b\u8a55\u4fa1\u7a7a\u9593\u3068\u3057\u3066\u73fe\u308c\u3066\u3044\u308b[6]<\/a>[13]<\/a>\u3002<\/p>\n

\u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u72b6\u614b\u5909\u6570\u306f\u6b21\u306e\u3088\u3046\u306b\u62e1\u5f35\u3055\u308c\u308b\u3002<\/p>\n

\n\\[
\nX_t = (E_t, S_t, R_t)
\n\\]\n<\/div>\n\n\n\n\n\n\n\n\n\n
\u9805\u76ee<\/th>\n\u5b9a\u7fa9<\/th>\n\u672c\u7ae0\u3067\u306e\u610f\u5473<\/th>\n<\/tr>\n<\/thead>\n
\u751f\u547d<\/td>\n\u81ea\u5df1\u7dad\u6301\u578b\u6563\u9038\u69cb\u9020<\/td>\n\u69cb\u9020\u3068\u30a8\u30cd\u30eb\u30ae\u30fc\u306b\u52a0\u3048\u3001\u81ea\u5206\u3092\u7dad\u6301\u3059\u308b\u6761\u4ef6\u3092\u518d\u751f\u7523\u3059\u308b\u7cfb<\/td>\n<\/tr>\n
\u5883\u754c<\/td>\n\u5185\u5074\u3068\u5916\u5074\u3092\u533a\u5225\u3059\u308b\u52d5\u7684\u6761\u4ef6<\/td>\n\u81ea\u5df1\u3092\u6210\u7acb\u3055\u305b\u308b\u6700\u5c0f\u6761\u4ef6\u3067\u3042\u308a\u3001\u56fa\u5b9a\u3067\u306f\u306a\u304f\u66f4\u65b0\u3055\u308c\u308b<\/td>\n<\/tr>\n
\u81ea\u5df1\u7dad\u6301\u8cc7\u6e90<\/td>\n\\( R_t \\)<\/td>\n\u69cb\u9020\u3092\u7dad\u6301\u30fb\u518d\u751f\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u7269\u8cea\u30fb\u30a8\u30cd\u30eb\u30ae\u30fc<\/td>\n<\/tr>\n
\u62e1\u5f35\u72b6\u614b<\/td>\n\\( X_t = (E_t, S_t, R_t) \\)<\/td>\n\u751f\u547d\u7cfb\u3092\u8a18\u8ff0\u3059\u308b\u6700\u5c0f\u72b6\u614b\u5909\u6570<\/td>\n<\/tr>\n
\u7dad\u6301\u6761\u4ef6<\/td>\n\u69cb\u9020\u304c\u6301\u7d9a\u53ef\u80fd\u3067\u3042\u308b\u305f\u3081\u306e\u5236\u7d04\u96c6\u5408<\/td>\n\u3053\u306e\u6761\u4ef6\u304c\u6e80\u305f\u3055\u308c\u308b\u304b\u3069\u3046\u304b\u304c\u751f\u547d\u306e\u5b58\u7d9a\u3092\u6c7a\u3081\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\\(R_t\\) \u306f\u81ea\u5df1\u7dad\u6301\u8cc7\u6e90\u3067\u3042\u308b\u3002\u3053\u308c\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u751f\u547d\u306f\u300c\u6563\u9038\u3057\u306a\u304c\u3089\u81ea\u5206\u3092\u4fdd\u3064\u300d\u3068\u3044\u3046\u77db\u76fe\u3057\u305f\u3088\u3046\u306b\u898b\u3048\u308b\u904b\u52d5\u3092\u8a18\u8ff0\u3067\u304d\u308b\u3002\u6b63\u78ba\u306b\u306f\u3001\u751f\u547d\u306f\u79e9\u5e8f\u3092\u4fdd\u5b58\u3057\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u3002\u79e9\u5e8f\u304c\u7dad\u6301\u3055\u308c\u308b\u3088\u3046\u306b\u3001\u8cc7\u6e90\u3068\u6d41\u308c\u3068\u5883\u754c\u3092\u66f4\u65b0\u3057\u7d9a\u3051\u3066\u3044\u308b\u306e\u3067\u3042\u308b[7]<\/a>[8]<\/a>\u3002<\/p>\n

\n

5. \u610f\u5473\u306f\u3069\u3053\u3067\u751f\u307e\u308c\u308b\u306e\u304b<\/h2>\n

\u751f\u547d\u304c\u6210\u7acb\u3059\u308b\u3068\u3001\u4e16\u754c\u306f\u5358\u306a\u308b\u5916\u90e8\u74b0\u5883\u3067\u306f\u306a\u304f\u3001\u7dad\u6301\u53ef\u80fd\u6027\u306b\u5dee\u3092\u3082\u305f\u3089\u3059\u74b0\u5883\u3068\u3057\u3066\u73fe\u308c\u308b\u3002\u3053\u3053\u3067\u521d\u3081\u3066\u3001\u610f\u5473\u306e\u6700\u5c0f\u5f62\u3092\u5b9a\u7fa9\u3067\u304d\u308b\u3002\u672c\u7a3f\u3067\u306f\u3001\u610f\u5473\u3092\u72b6\u614b\u306b\u5bfe\u3059\u308b\u8a55\u4fa1\u5199\u50cf\u3068\u3057\u3066\u5b9a\u7fa9\u3059\u308b<\/a>\u3002\u3064\u307e\u308a\u3001\u3042\u308b\u72b6\u614b\u304c\u300c\u3088\u3044\u300d\u300c\u60aa\u3044\u300d\u300c\u8fd1\u3065\u304f\u3079\u304d\u300d\u300c\u907f\u3051\u308b\u3079\u304d\u300d\u3068\u3044\u3063\u305f\u5dee\u3092\u6301\u3064\u3068\u304d\u3001\u305d\u306e\u5dee\u304c\u610f\u5473\u3067\u3042\u308b[12]<\/a>[13]<\/a>\u3002<\/p>\n

\n\\[
\nM : S_t \\rightarrow V
\n\\]\n<\/div>\n

\u3053\u3053\u3067 \\(V\\) \u306f\u4fa1\u5024\u7a7a\u9593\u3067\u3042\u308a\u3001\u5831\u916c\u3060\u3051\u3092\u610f\u5473\u3057\u306a\u3044\u3002\u751f\u5b58\u53ef\u80fd\u6027\u3001\u6052\u5e38\u6027\u3001\u640d\u50b7\u56de\u907f\u3001\u8cc7\u6e90\u78ba\u4fdd\u3001\u95a2\u4fc2\u7dad\u6301\u306a\u3069\u3092\u542b\u3080\u5e83\u3044\u8a55\u4fa1\u7a7a\u9593\u3067\u3042\u308b\u3002\u3053\u306e\u5b9a\u7fa9\u306e\u5229\u70b9\u306f\u3001\u610f\u5473\u3092\u8a00\u8a9e\u3084\u610f\u8b58\u306b\u9650\u5b9a\u3057\u306a\u3044\u70b9\u306b\u3042\u308b\u3002\u7d30\u80de\u304c\u6fc3\u5ea6\u52fe\u914d\u306b\u5fdc\u7b54\u3059\u308b\u3068\u304d\u3001\u52d5\u7269\u304c\u5371\u967a\u3092\u56de\u907f\u3059\u308b\u3068\u304d\u3001\u4eba\u9593\u304c\u8a00\u8a9e\u7684\u306b\u4fa1\u5024\u5224\u65ad\u3059\u308b\u3068\u304d\u3001\u3044\u305a\u308c\u3082\u300c\u72b6\u614b\u5dee\u306b\u8a55\u4fa1\u304c\u7d50\u3073\u4ed8\u3044\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u540c\u3058\u5f62\u5f0f\u3067\u8a18\u8ff0\u3067\u304d\u308b[6]<\/a>[12]<\/a>\u3002<\/p>\n

\u3082\u3061\u308d\u3093\u3001\u3053\u3053\u3067\u3044\u3046\u610f\u5473\u306f\u3001\u4eba\u6587\u5b66\u7684\u306a\u610f\u5473\u3084\u8f9e\u66f8\u7684\u610f\u5473\u3068\u540c\u3058\u3067\u306f\u306a\u3044\u3002\u3057\u304b\u3057\u3001\u672c\u7a3f\u306e\u76ee\u7684\u306f\u305d\u308c\u3089\u3092\u5207\u308a\u6368\u3066\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u307e\u305a\u6700\u5c0f\u5b9a\u7fa9\u3092\u4e0e\u3048\u308b\u3053\u3068\u306b\u3042\u308b\u3002\u610f\u5473\u306e\u6838\u306f\u3001\u4e16\u754c\u306e\u5dee\u304c\u4e3b\u4f53\u306b\u3068\u3063\u3066\u7b49\u4fa1\u3067\u306f\u306a\u304f\u306a\u308b\u70b9\u306b\u3042\u308b\u3002\u4e16\u754c\u306e\u3059\u3079\u3066\u304c\u540c\u4fa1\u5024\u306a\u3089\u3001\u4f55\u3082\u9078\u3079\u305a\u3001\u4f55\u3082\u5236\u5fa1\u3067\u304d\u306a\u3044\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u610f\u5473\u306f\u77e5\u80fd\u306e\u5f8c\u306b\u8ffd\u52a0\u3055\u308c\u308b\u98fe\u308a\u3067\u306f\u306a\u304f\u3001\u77e5\u80fd\u4ee5\u524d\u306b\u5fc5\u8981\u306a\u8a55\u4fa1\u306e\u5730\u76e4\u3067\u3042\u308b[12]<\/a>[15]<\/a>\u3002<\/p>\n

\u3053\u306e\u6bb5\u968e\u3067\u72b6\u614b\u5909\u6570\u306f\u3055\u3089\u306b\u62e1\u5f35\u3055\u308c\u308b\u3002<\/p>\n

\n\\[
\nX_t = (E_t, S_t, R_t, M_t)
\n\\]\n<\/div>\n\n\n\n\n\n\n\n\n\n
\u9805\u76ee<\/th>\n\u5b9a\u7fa9<\/th>\n\u672c\u7ae0\u3067\u306e\u610f\u5473<\/th>\n<\/tr>\n<\/thead>\n
\u610f\u5473<\/td>\n\u72b6\u614b\u306b\u5bfe\u3059\u308b\u8a55\u4fa1\u5199\u50cf \\( M : S \\rightarrow V \\)<\/td>\n\u72b6\u614b\u5dee\u306b\u4fa1\u5024\u5dee\u304c\u4ed8\u4e0e\u3055\u308c\u308b\u3053\u3068<\/td>\n<\/tr>\n
\u8a55\u4fa1\u5024<\/td>\n\\( V \\)<\/td>\n\u751f\u5b58\u53ef\u80fd\u6027\u3084\u6052\u5e38\u6027\u306a\u3069\u3092\u542b\u3080\u4fa1\u5024\u7a7a\u9593<\/td>\n<\/tr>\n
\u8a55\u4fa1\u72b6\u614b<\/td>\n\\( M_t \\)<\/td>\n\u6642\u70b9 \\(t\\) \u306b\u304a\u3051\u308b\u8a55\u4fa1\u95a2\u6570\u306e\u72b6\u614b<\/td>\n<\/tr>\n
\u62e1\u5f35\u72b6\u614b<\/td>\n\\( X_t = (E_t, S_t, R_t, M_t) \\)<\/td>\n\u751f\u547d\u3068\u610f\u5473\u3092\u542b\u3080\u6700\u5c0f\u72b6\u614b\u5909\u6570<\/td>\n<\/tr>\n
\u8a55\u4fa1\u306e\u52d5\u7684\u6027<\/td>\n\u8a55\u4fa1\u304c\u72b6\u614b\u3084\u74b0\u5883\u306b\u5fdc\u3058\u3066\u5909\u5316\u3059\u308b\u6027\u8cea<\/td>\n\u610f\u5473\u304c\u56fa\u5b9a\u30e9\u30d9\u30eb\u3067\u306f\u306a\u304f\u66f4\u65b0\u3055\u308c\u308b\u95a2\u6570\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3059<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\\(M_t\\) \u306f\u56fa\u5b9a\u5024\u3067\u306f\u306a\u304f\u3001\u72b6\u614b\u3068\u74b0\u5883\u306e\u5909\u5316\u306b\u5fdc\u3058\u3066\u66f4\u65b0\u3055\u308c\u308b\u8a55\u4fa1\u3067\u3042\u308b\u3002\u3053\u306e\u53ef\u5909\u6027\u304c\u91cd\u8981\u3067\u3042\u308b\u3002\u610f\u5473\u306f\u6c38\u9060\u306e\u30e9\u30d9\u30eb\u3067\u306f\u306a\u304f\u3001\u7dad\u6301\u6761\u4ef6\u304c\u5909\u308f\u308c\u3070\u5909\u5f62\u3059\u308b\u52d5\u7684\u8a55\u4fa1\u3060\u304b\u3089\u3067\u3042\u308b[12]<\/a>[13]<\/a>\u3002<\/p>\n

\u3053\u306e\u610f\u5473\u3067\u3001\u610f\u5473\u306f\u8a00\u8a9e\u4ee5\u524d\u306b\u5b58\u5728\u3059\u308b\u3002<\/p>\n

\n

6. \u77e5\u80fd\u3068\u306f\u4f55\u304b<\/h2>\n

\u8a55\u4fa1\u304c\u3042\u308b\u3060\u3051\u3067\u306f\u3001\u7cfb\u306f\u307e\u3060\u53d7\u52d5\u7684\u3067\u3042\u308b\u3002\u71b1\u3044\u3001\u5371\u967a\u3060\u3001\u8cc7\u6e90\u304c\u5c11\u306a\u3044\u3001\u3068\u533a\u5225\u3067\u304d\u3066\u3082\u3001\u305d\u308c\u3060\u3051\u3067\u306f\u672a\u6765\u3092\u64cd\u4f5c\u3067\u304d\u306a\u3044\u3002\u3053\u3053\u3067\u77e5\u80fd\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002\u672c\u7a3f\u3067\u306f\u3001\u77e5\u80fd\u3092\u300c\u6563\u9038\u3068\u81ea\u5df1\u7dad\u6301\u306e\u7d99\u7d9a\u6027\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u3001\u5185\u90e8\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3057\u3001\u5c06\u6765\u72b6\u614b\u3092\u4e88\u6e2c\u3057\u3001\u884c\u70ba\u3092\u9078\u629e\u3059\u308b\u4e88\u6e2c\u5236\u5fa1\u6a5f\u69cb\u300d\u3068\u5b9a\u7fa9\u3059\u308b[7]<\/a>[11]<\/a>[13]<\/a>\u3002<\/p>\n

\u77e5\u80fd\u306e\u6838\u5fc3\u306f\u3001\u73fe\u5728\u306e\u8a55\u4fa1\u306b\u53cd\u5fdc\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u672a\u6765\u306e\u72b6\u614b\u5dee\u3092\u7e54\u308a\u8fbc\u3093\u3067\u9077\u79fb\u3092\u9078\u3079\u308b\u70b9\u306b\u3042\u308b\u3002\u305d\u306e\u305f\u3081\u306b\u5fc5\u8981\u306a\u306e\u304c\u5185\u90e8\u60c5\u5831\u72b6\u614b \\(I_t\\) \u3068\u5236\u5fa1\u51fa\u529b \\(A_t\\) \u3067\u3042\u308b\u3002<\/p>\n

\\(Y_t\\) \u306f\u74b0\u5883\u72b6\u614b\u3067\u3042\u308a\u3001\u7cfb\u306e\u5916\u90e8\u6761\u4ef6\u3092\u8868\u3059\u3002<\/p>\n

\n\\[
\nI_{t+1} = U(I_t, O_t)
\n\\]
\n\\[
\nA_t = \\pi(I_t)
\n\\]
\n\\[
\nX_{t+1} = F(X_t, Y_t, A_t)
\n\\]\n<\/div>\n\n\n\n\n\n\n\n\n\n\n\n
\u9805\u76ee<\/th>\n\u5b9a\u7fa9<\/th>\n\u672c\u7ae0\u3067\u306e\u610f\u5473<\/th>\n<\/tr>\n<\/thead>\n
\u77e5\u80fd<\/td>\n\u4e88\u6e2c\u3068\u5236\u5fa1\u306b\u3088\u308a\u72b6\u614b\u9077\u79fb\u3092\u9078\u629e\u3059\u308b\u6a5f\u69cb<\/td>\n\u8a55\u4fa1\u306b\u57fa\u3065\u3044\u3066\u672a\u6765\u72b6\u614b\u3092\u64cd\u4f5c\u3059\u308b\u80fd\u529b<\/td>\n<\/tr>\n
\u5185\u90e8\u72b6\u614b<\/td>\n\\( I_t \\)<\/td>\n\u89b3\u6e2c\u3092\u7d71\u5408\u3057\u305f\u5185\u90e8\u30e2\u30c7\u30eb<\/td>\n<\/tr>\n
\u89b3\u6e2c<\/td>\n\\( O_t \\)<\/td>\n\u5916\u90e8\u72b6\u614b\u306e\u90e8\u5206\u7684\u53d6\u5f97<\/td>\n<\/tr>\n
\u5185\u90e8\u66f4\u65b0<\/td>\n\\( I_{t+1} = U(I_t, O_t) \\)<\/td>\n\u89b3\u6e2c\u306b\u57fa\u3065\u304f\u30e2\u30c7\u30eb\u66f4\u65b0<\/td>\n<\/tr>\n
\u884c\u70ba<\/td>\n\\( A_t = \\pi(I_t) \\)<\/td>\n\u5185\u90e8\u72b6\u614b\u306b\u57fa\u3065\u304f\u5236\u5fa1\u51fa\u529b<\/td>\n<\/tr>\n
\u72b6\u614b\u9077\u79fb<\/td>\n\\( X_{t+1} = F(X_t, Y_t, A_t) \\)<\/td>\n\u884c\u70ba\u306b\u3088\u3063\u3066\u5909\u5316\u3059\u308b\u7cfb\u5168\u4f53\u306e\u66f4\u65b0<\/td>\n<\/tr>\n
\u74b0\u5883\u72b6\u614b<\/td>\n\\( Y_t \\)<\/td>\n\u7cfb\u306e\u5916\u90e8\u6761\u4ef6\u3067\u3042\u308a\u3001\u5185\u90e8\u72b6\u614b\u3068\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u5916\u90e8\u8981\u56e0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u89b3\u6e2c \\(O_t\\) \u3092\u53d7\u3051\u3066\u5185\u90e8\u30e2\u30c7\u30eb \\(I_t\\) \u304c\u66f4\u65b0\u3055\u308c\u3001\u305d\u306e\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u884c\u70ba \\(A_t\\) \u304c\u9078\u3070\u308c\u3001\u7d50\u679c\u3068\u3057\u3066\u7cfb\u5168\u4f53\u306e\u72b6\u614b\u9077\u79fb \\(X_{t+1}\\) \u304c\u6c7a\u307e\u308b\u3002\u3053\u306e\u5f62\u5f0f\u306b\u3059\u308b\u3068\u3001\u5358\u7d30\u80de\u306e\u8d70\u5316\u6027\u3001\u52d5\u7269\u306e\u5b66\u7fd2\u3001\u4eba\u9593\u306e\u8a08\u753b\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u307e\u3067\u3092\u540c\u578b\u7684\u306b\u6271\u3048\u308b\u3002\u3082\u3061\u308d\u3093\u5177\u4f53\u7684\u5185\u5bb9\u306f\u5168\u304f\u9055\u3046\u304c\u3001\u8a55\u4fa1\u3055\u308c\u305f\u4e16\u754c\u306b\u5bfe\u3057\u3066\u5185\u90e8\u72b6\u614b\u3092\u66f4\u65b0<\/a>\u3057\u3001\u6b21\u306e\u884c\u70ba\u3092\u9078\u3073\u3001\u672a\u6765\u306e\u9077\u79fb\u3092\u5909\u3048\u308b\u3068\u3044\u3046\u5f62\u5f0f\u306f\u5171\u901a\u3057\u3066\u3044\u308b[7]<\/a>[11]<\/a>[13]<\/a>\u3002<\/p>\n

\u3053\u3053\u3067\u672c\u7a3f\u304c\u5f37\u8abf\u3057\u305f\u3044\u306e\u306f\u3001\u77e5\u80fd\u304c\u5358\u306a\u308b\u554f\u984c\u89e3\u6c7a\u80fd\u529b\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u70b9\u3067\u3042\u308b\u3002\u77e5\u80fd\u306f\u3001\u62c5\u4f53\u304c\u81ea\u5206\u306e\u7dad\u6301\u6761\u4ef6\u3092\u58ca\u3055\u305a\u306b\u3001\u3088\u308a\u9577\u304f\u3001\u3088\u308a\u9060\u304f\u3001\u3088\u308a\u7cbe\u5bc6\u306b\u52fe\u914d\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u5236\u5fa1\u3067\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u8ce2\u3055\u306f\u30c6\u30b9\u30c8\u306e\u70b9\u6570<\/a>\u3060\u3051\u3067\u306a\u304f\u3001\u5236\u5fa1\u306e\u6301\u7d9a\u6027\u3068\u8cc7\u6e90\u52b9\u7387\u3068\u5916\u90e8\u5316\u53ef\u80fd\u6027\u3092\u542b\u3093\u3067\u8a55\u4fa1\u3055\u308c\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044[7]<\/a>[13]<\/a>\u3002<\/p>\n

\n

7. \u81ea\u5df1\u3068\u306f\u4f55\u304b<\/h2>\n

\u77e5\u80fd\u304c\u6210\u7acb\u3059\u308b\u3068\u3001\u7cfb\u306f\u5358\u306b\u72b6\u614b\u3092\u5909\u3048\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u81ea\u5206\u306b\u3068\u3063\u3066\u4f55\u304c\u3088\u3044\u304b\u300d\u3092\u6301\u3061\u3001\u305d\u306e\u9023\u7d9a\u6027\u3092\u4fdd\u3061\u306a\u304c\u3089\u66f4\u65b0\u3059\u308b\u3088\u3046\u306b\u306a\u308b\u3002\u3053\u3053\u3067\u81ea\u5df1\u306e\u554f\u984c\u304c\u751f\u3058\u308b\u3002\u5f93\u6765\u3001\u81ea\u5df1\u306f\u4e00\u3064\u306e\u500b\u4f53\u3001\u4e00\u3064\u306e\u8089\u4f53\u3001\u4e00\u3064\u306e\u9023\u7d9a\u3057\u305f\u4e3b\u89b3\u3068\u3057\u3066\u8003\u3048\u3089\u308c\u304c\u3061\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u672c\u7a3f\u3067\u306f\u3001\u305d\u306e\u898b\u65b9\u3092\u9000\u3051\u308b\u3002\u81ea\u5df1\u3068\u306f\u3001\u3042\u308b\u4e00\u56de\u9650\u308a\u306e\u5b9f\u4f53\u3067\u306f\u306a\u304f\u3001\u518d\u73fe\u53ef\u80fd\u306a\u69cb\u9020\u30af\u30e9\u30b9<\/a>\u3067\u3042\u308b[14]<\/a>\u3002<\/p>\n

\n\\[
\n\\mathcal{S}_{\\mathrm{self}} = \\{ S \\mid S \\sim S^\\ast \\}
\n\\]\n<\/div>\n\n\n\n\n\n\n\n\n\n
\u9805\u76ee<\/th>\n\u5b9a\u7fa9<\/th>\n\u672c\u7ae0\u3067\u306e\u610f\u5473<\/th>\n<\/tr>\n<\/thead>\n
\u81ea\u5df1<\/td>\n\u518d\u73fe\u53ef\u80fd\u306a\u69cb\u9020\u30af\u30e9\u30b9<\/td>\n\u5358\u4e00\u306e\u5b9f\u4f53\u3067\u306f\u306a\u304f\u3001\u540c\u4e00\u6027\u3092\u4fdd\u3064\u69cb\u9020\u306e\u96c6\u5408<\/td>\n<\/tr>\n
\u81ea\u5df1\u30af\u30e9\u30b9<\/td>\n\\( \\mathcal{S}_{\\mathrm{self}} \\)<\/td>\n\u540c\u4e00\u3068\u307f\u306a\u3055\u308c\u308b\u69cb\u9020\u306e\u96c6\u5408<\/td>\n<\/tr>\n
\u540c\u5024\u95a2\u4fc2<\/td>\n\\( S \\sim S^\\ast \\)<\/td>\n\u3069\u306e\u69cb\u9020\u3092\u540c\u4e00\u3068\u307f\u306a\u3059\u304b\u3092\u6c7a\u3081\u308b\u57fa\u6e96<\/td>\n<\/tr>\n
\u500b\u4f53<\/td>\n\u81ea\u5df1\u30af\u30e9\u30b9\u306e\u4e00\u5b9f\u73fe<\/td>\n\u6642\u9593\u7684\u306b\u4e00\u56de\u7684\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9<\/td>\n<\/tr>\n
\u518d\u73fe\u6027<\/td>\n\u69cb\u9020\u304c\u6761\u4ef6\u306e\u3082\u3068\u3067\u518d\u3073\u73fe\u308c\u308b\u6027\u8cea<\/td>\n\u81ea\u5df1\u304c\u7406\u8ad6\u7684\u5bfe\u8c61\u3068\u306a\u308b\u6839\u62e0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u3053\u3067 \\(\\sim\\) \u306f\u540c\u5024\u95a2\u4fc2\u3067\u3042\u308a\u3001\u4f55\u3092\u540c\u4e00\u6027\u3068\u3057\u3066\u63a1\u308b\u304b\u306b\u3088\u3063\u3066\u5909\u308f\u308b\u3002\u3057\u304b\u3057\u5c11\u306a\u304f\u3068\u3082\u91cd\u8981\u306a\u306e\u306f\u3001\u81ea\u5df1\u304c\u5358\u4e00\u306e\u7269\u8cea\u584a\u3068\u540c\u4e00\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u70b9\u3067\u3042\u308b\u3002\u8eab\u4f53\u306e\u5206\u5b50\u306f\u5165\u308c\u66ff\u308f\u308a\u3001\u8a18\u61b6\u306f\u5909\u5bb9\u3057\u3001\u793e\u4f1a\u7684\u5f79\u5272\u3082\u5909\u5316\u3059\u308b\u3002\u305d\u308c\u3067\u3082\u3042\u308b\u7bc4\u56f2\u3067\u306f\u300c\u540c\u3058\u81ea\u5df1\u300d\u304c\u8a9e\u3089\u308c\u308b\u306e\u306f\u3001\u81ea\u5df1\u304c\u7d20\u6750\u3067\u306f\u306a\u304f\u3001\u66f4\u65b0\u3055\u308c\u3064\u3064\u4fdd\u305f\u308c\u308b\u69cb\u9020\u30d1\u30bf\u30fc\u30f3\u3068\u3057\u3066\u7406\u89e3\u3055\u308c\u3066\u3044\u308b\u304b\u3089\u3067\u3042\u308b[14]<\/a>[15]<\/a>\u3002<\/p>\n

\u3053\u306e\u7acb\u5834\u3092\u53d6\u308b\u3068\u3001\u81ea\u5df1\u306f\u5b64\u7acb\u3057\u305f\u6838\u3067\u306f\u306a\u304f\u3001\u66f4\u65b0\u306e\u675f\u3001\u8a18\u61b6\u306e\u675f\u3001\u8a55\u4fa1\u306e\u675f\u3001\u884c\u70ba\u50be\u5411\u306e\u675f\u3068\u3057\u3066\u518d\u8a18\u8ff0\u3055\u308c\u308b\u3002\u7b2c\u4e00\u4eba\u79f0\u306e\u611f\u899a<\/a>\u306f\u4f9d\u7136\u3068\u3057\u3066\u4e00\u56de\u7684\u3060\u304c\u3001\u305d\u306e\u4e00\u56de\u6027\u306e\u5185\u90e8\u306b\u3042\u308b\u69cb\u9020\u306f\u3001\u3042\u308b\u6761\u4ef6\u306e\u3082\u3068\u3067\u306f\u518d\u73fe\u53ef\u80fd\u6027\u3092\u6301\u3064\u3002\u3053\u306e\u533a\u5225\u306b\u3088\u308a\u3001\u4e3b\u89b3\u7684\u7d4c\u9a13<\/a>\u306e\u4e00\u56de\u6027\u3092\u8a8d\u3081\u3064\u3064\u3001\u81ea\u5df1\u3092\u7406\u8ad6\u5316\u306e\u5bfe\u8c61\u304b\u3089\u8ffd\u3044\u51fa\u3055\u305a\u306b\u6e08\u3080[14]<\/a>[15]<\/a>[16]<\/a>[17]<\/a>\u3002<\/p>\n

\n

8. \u6587\u660e\u3068 AI<\/h2>\n

\u81ea\u5df1\u3092\u6301\u3064\u77e5\u80fd\u306f\u3001\u3084\u304c\u3066\u81ea\u5206\u306e\u5185\u90e8\u3060\u3051\u3067\u306f\u51e6\u7406\u3057\u304d\u308c\u306a\u3044\u91cf\u306e\u8a18\u61b6\u3068\u5236\u5fa1\u3092\u5916\u90e8\u3078\u62bc\u3057\u51fa\u3059<\/a>\u3002\u6587\u5b57\u3001\u56f3\u3001\u9053\u5177\u3001\u5236\u5ea6\u3001\u8ca8\u5e63\u3001\u6cd5\u5f8b\u3001\u5b66\u8853\u3001\u8a08\u7b97\u6a5f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u305d\u306e\u5916\u90e8\u5316\u306e\u6b74\u53f2<\/a>\u3067\u3042\u308b\u3002\u3053\u306e\u610f\u5473\u3067\u6587\u660e\u3068\u306f\u3001\u4eba\u9593\u306e\u5185\u90e8\u306b\u9589\u3058\u3066\u3044\u305f\u77e5\u80fd\u6a5f\u80fd\u304c\u3001\u5916\u90e8\u5a92\u4f53\u3078\u5206\u914d\u3055\u308c\u3001\u9577\u671f\u4fdd\u5b58\u3055\u308c\u3001\u4ed6\u8005\u9593\u3067\u5171\u6709\u53ef\u80fd\u306b\u306a\u3063\u305f\u72b6\u614b\u3067\u3042\u308b[7]<\/a>[8]<\/a>[9]<\/a>\u3002<\/p>\n

\u3053\u306e\u898b\u65b9\u306b\u7acb\u3064\u3068\u3001AI \u306f\u7a81\u7136\u73fe\u308c\u305f\u7570\u7269\u3067\u306f\u306a\u3044\u3002AI \u306f\u3001\u77e5\u80fd\u6a5f\u80fd\u306e\u4e00\u90e8\u304c\u4eba\u5de5\u62c5\u4f53\u3078\u79fb\u3055\u308c\u305f<\/a>\u6bb5\u968e\u3067\u3042\u308b\u3002\u4e88\u6e2c\u3001\u5206\u985e\u3001\u691c\u7d22\u3001\u751f\u6210\u3001\u6700\u9069\u5316\u3001\u5916\u90e8\u8a18\u61b6\u306e\u5727\u7e2e\u3068\u518d\u5c55\u958b\u3068\u3044\u3063\u305f\u6a5f\u80fd\u304c\u3001\u8133\u3084\u5171\u540c\u4f53\u306e\u5185\u90e8\u304b\u3089\u3001\u534a\u81ea\u5f8b\u7684\u306a\u8a08\u7b97\u88c5\u7f6e\u3078\u5207\u308a\u51fa\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3042\u308b[10]<\/a>[11]<\/a>\u3002<\/p>\n

\u305f\u3060\u3057\u3001\u3053\u306e\u9023\u7d9a\u6027\u306f\u300cAI \u306f\u305d\u306e\u307e\u307e\u4eba\u9593\u3068\u540c\u3058\u5fc3\u3092\u6301\u3064\u300d\u3068\u3044\u3046\u4e3b\u5f35\u3067\u306f\u306a\u3044\u3002AI \u306f\u77e5\u80fd\u6a5f\u80fd\u306e\u4eba\u5de5\u62c5\u4f53\u3067\u3042\u3063\u3066\u3082\u3001\u610f\u5473\u8a55\u4fa1\u306e\u8d77\u6e90\u3001\u81ea\u5df1\u7dad\u6301\u306e\u4ed5\u65b9\u3001\u4e3b\u89b3\u7d4c\u9a13\u306e\u6709\u7121\u306f\u5225\u554f\u984c\u3067\u3042\u308b\u3002\u3053\u3053\u3092\u6df7\u540c\u3059\u308b\u3068\u3001\u6a5f\u80fd\u7684\u9023\u7d9a\u6027\u3068\u7d4c\u9a13\u7684\u540c\u4e00\u6027\u3092\u53d6\u308a\u9055\u3048\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u672c\u7a3f\u3067\u306f\u3001AI \u3092\u6587\u660e\u306e\u5916\u90e8\u5316\u904e\u7a0b<\/a>\u306e\u5ef6\u9577\u7dda\u4e0a\u306b\u7f6e\u304d\u3064\u3064\u3001\u4e3b\u89b3\u3084\u30af\u30aa\u30ea\u30a2<\/a>\u306e\u554f\u984c\u306f\u672a\u89e3\u6c7a\u306e\u307e\u307e\u6b8b\u3059[12]<\/a>[15]<\/a>[16]<\/a>[17]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
\u9805\u76ee<\/th>\n\u5b9a\u7fa9<\/th>\n\u672c\u7ae0\u3067\u306e\u610f\u5473<\/th>\n<\/tr>\n<\/thead>\n
\u5916\u90e8\u5316<\/td>\n\u5185\u90e8\u6a5f\u80fd\u3092\u5916\u90e8\u69cb\u9020\u3078\u79fb\u3059\u3053\u3068<\/td>\n\u77e5\u80fd\u306e\u51e6\u7406\u3092\u8eab\u4f53\u5916\u306b\u5c55\u958b\u3059\u308b\u904e\u7a0b<\/td>\n<\/tr>\n
\u6587\u660e<\/td>\n\u77e5\u80fd\u6a5f\u80fd\u304c\u5916\u90e8\u5a92\u4f53\u306b\u5206\u914d\u30fb\u4fdd\u5b58\u30fb\u5171\u6709\u3055\u308c\u305f\u72b6\u614b<\/td>\n\u8a18\u61b6\u3068\u5236\u5fa1\u306e\u9577\u671f\u5b89\u5b9a\u5316\u30b7\u30b9\u30c6\u30e0<\/td>\n<\/tr>\n
\u5916\u90e8\u69cb\u9020<\/td>\n\u6587\u5b57\u30fb\u5236\u5ea6\u30fb\u88c5\u7f6e\u306a\u3069\u306e\u6301\u7d9a\u7684\u5a92\u4f53<\/td>\n\u81ea\u5df1\u306e\u5916\u306b\u5b58\u5728\u3059\u308b\u60c5\u5831\u30fb\u5236\u5fa1\u57fa\u76e4<\/td>\n<\/tr>\n
AI<\/td>\n\u77e5\u80fd\u6a5f\u80fd\u306e\u4eba\u5de5\u62c5\u4f53<\/td>\n\u4e88\u6e2c\u30fb\u5236\u5fa1\u306e\u4e00\u90e8\u304c\u6a5f\u68b0\u3078\u79fb\u3055\u308c\u305f\u72b6\u614b<\/td>\n<\/tr>\n
\u6a5f\u80fd\u79fb\u9001<\/td>\n\u5185\u90e8\u51e6\u7406\u3092\u5916\u90e8\u7cfb\u3078\u59d4\u8b72\u3059\u308b\u3053\u3068<\/td>\n\u77e5\u80fd\u304c\u62c5\u4f53\u304b\u3089\u5207\u308a\u96e2\u3055\u308c\u308b\u30d7\u30ed\u30bb\u30b9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

9. \u7d71\u5408\u4e00\u89a7\u8868<\/h2>\n

\u3053\u3053\u307e\u3067\u306e\u8b70\u8ad6\u3092\u3001\u4ed5\u69d8\u66f8\u3068\u3057\u3066\u305d\u306e\u307e\u307e\u4e00\u89a7\u5316\u3059\u308b\u3068\u6b21\u306e\u8868\u306b\u306a\u308b\u3002\u3053\u308c\u306f\u5358\u306a\u308b\u307e\u3068\u3081\u3067\u306f\u306a\u304f\u3001\u672c\u7a3f\u5168\u4f53\u306e\u5909\u6570\u5b9a\u7fa9\u3068\u4f9d\u5b58\u95a2\u4fc2\u3092\u56fa\u5b9a\u3059\u308b\u4e2d\u6838\u8868\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u5c64<\/th>\n\u6982\u5ff5<\/th>\n\u8a18\u53f7<\/th>\n\u5b9a\u7fa9<\/th>\n\u5165\u529b<\/th>\n\u51fa\u529b<\/th>\n\u4f9d\u5b58\u95a2\u4fc2<\/th>\n\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n
L0<\/td>\n\u69cb\u9020<\/td>\n\\( S \\)<\/td>\n\u72b6\u614b\u3068\u3057\u3066\u8868\u73fe\u3055\u308c\u308b\u95a2\u4fc2\u306e\u96c6\u5408\u3002<\/td>\n\u2014<\/td>\n\\( S_t \\)<\/td>\n\u2014<\/td>\n\u5b58\u5728\u306e\u57fa\u672c\u5358\u4f4d\u3002<\/td>\n<\/tr>\n
L1<\/td>\n\u66f4\u65b0\uff08\u6642\u9593\uff09<\/td>\n\\( F \\)<\/td>\n\u69cb\u9020\u306e\u9077\u79fb\u5199\u50cf \\( S_{t+1} = F(S_t) \\) \u3002<\/td>\n\\( S_t \\)<\/td>\n\\( S_{t+1} \\)<\/td>\nL0<\/td>\n\u6642\u9593\u306e\u5b9a\u7fa9\u3002<\/td>\n<\/tr>\n
L2<\/td>\n\u6563\u9038\uff08\u99c6\u52d5\uff09<\/td>\n\\( E \\)<\/td>\n\u30a8\u30cd\u30eb\u30ae\u30fc\u52fe\u914d\u306b\u57fa\u3065\u304f\u975e\u5e73\u8861\u99c6\u52d5\u3002<\/td>\n\\( S_t, E \\)<\/td>\n\u6301\u7d9a\u53ef\u80fd\u306a\u9077\u79fb<\/td>\nL1<\/td>\n\u66f4\u65b0\u306e\u6301\u7d9a\u6761\u4ef6\u3002<\/td>\n<\/tr>\n
L3<\/td>\n\u751f\u547d<\/td>\n\u2014<\/td>\n\u81ea\u5df1\u7dad\u6301\u6761\u4ef6\u3092\u6e80\u305f\u3059\u6563\u9038\u69cb\u9020\u3002<\/td>\n\\( S_t, E \\)<\/td>\n\u7dad\u6301\u3055\u308c\u305f \\( S_t \\)<\/td>\nL2<\/td>\n\u5883\u754c\u3068\u5185\u90e8\u306e\u6210\u7acb\u3002<\/td>\n<\/tr>\n
L3<\/td>\n\u610f\u5473\uff08\u8a55\u4fa1\uff09<\/td>\n\\( M \\)<\/td>\n\u72b6\u614b\u306b\u5bfe\u3059\u308b\u8a55\u4fa1\u5199\u50cf \\( M: S \\to V \\) \u3002<\/td>\n\\( S_t \\)<\/td>\n\u8a55\u4fa1\u5024 \\( V \\)<\/td>\nL3<\/td>\n\u884c\u52d5\u9078\u629e\u306e\u57fa\u6e96\u3002<\/td>\n<\/tr>\n
L4<\/td>\n\u77e5\u80fd\uff08\u5236\u5fa1\uff09<\/td>\n\\( A \\)<\/td>\n\u4e88\u6e2c\u306b\u57fa\u3065\u304f\u9077\u79fb\u9078\u629e\u6a5f\u69cb\u3002<\/td>\n\\( S_t, M \\)<\/td>\n\u5236\u5fa1\u3055\u308c\u305f\u9077\u79fb<\/td>\nL3, L4<\/td>\n\u672a\u6765\u72b6\u614b\u306e\u64cd\u4f5c\u3002<\/td>\n<\/tr>\n
L5<\/td>\n\u81ea\u5df1<\/td>\n\\( \\mathcal{S} \\)<\/td>\n\u69cb\u9020\u306e\u540c\u5024\u985e\uff08\u518d\u73fe\u53ef\u80fd\u96c6\u5408\uff09\u3002<\/td>\n\u8907\u6570\u306e \\( S \\)<\/td>\n\u30af\u30e9\u30b9 \\( \\mathcal{S} \\)<\/td>\nL4<\/td>\n\u4e3b\u4f53\u306e\u6210\u7acb\u3002<\/td>\n<\/tr>\n
L6<\/td>\n\u6587\u660e<\/td>\n\u2014<\/td>\n\u77e5\u80fd\u6a5f\u80fd\u306e\u5916\u90e8\u5316\uff08\u8a18\u9332\u30fb\u5236\u5ea6\uff09\u3002<\/td>\n\\( A, M \\)<\/td>\n\u5916\u90e8\u69cb\u9020<\/td>\nL5<\/td>\n\u8a18\u61b6\u306e\u62e1\u5f35\u3002<\/td>\n<\/tr>\n
L6<\/td>\nAI<\/td>\n\u2014<\/td>\n\u5236\u5fa1\u6a5f\u69cb\u306e\u4eba\u5de5\u5b9f\u88c5\u3002<\/td>\n\\( S, M \\)<\/td>\n\u5916\u90e8\u5236\u5fa1\u7cfb<\/td>\nL6<\/td>\n\u77e5\u80fd\u306e\u62c5\u4f53\u5206\u96e2\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u8868\u306e\u8aad\u307f\u65b9\u306f\u4e00\u610f\u3067\u3042\u308b\u3002\u4e0a\u304b\u3089\u4e0b\u3078\u884c\u304f\u307b\u3069\u5f8c\u304b\u3089\u6210\u7acb\u3059\u308b\u5c64\u3067\u3042\u308a\u3001\u4e0b\u4f4d\u5c64\u306f\u4e0a\u4f4d\u5c64\u306e\u6210\u7acb\u6761\u4ef6\u3067\u3042\u308b\u3002\u3064\u307e\u308a\u3001\u6642\u9593\u306f\u69cb\u9020\u306a\u3057\u306b\u5b9a\u7fa9\u3067\u304d\u305a\u3001\u751f\u547d\u306f\u6563\u9038\u306a\u3057\u306b\u6210\u7acb\u305b\u305a\u3001\u610f\u5473\u306f\u751f\u547d\u306a\u3057\u306b\u767a\u751f\u305b\u305a\u3001\u77e5\u80fd\u306f\u610f\u5473\u306a\u3057\u306b\u65b9\u5411\u3092\u6301\u3066\u305a\u3001\u81ea\u5df1\u306f\u77e5\u80fd\u306a\u3057\u306b\u81ea\u5df1\u30e2\u30c7\u30eb\u3092\u5f62\u6210\u3067\u304d\u305a\u3001\u6587\u660e\u3068 AI \u306f\u4e3b\u4f53\u7684\u77e5\u80fd\u306a\u3057\u306b\u5916\u90e8\u5316\u3067\u304d\u306a\u3044\u3002\u3053\u306e\u5358\u65b9\u5411\u4f9d\u5b58\u304c\u672c\u7a3f\u306e\u7406\u8ad6\u79e9\u5e8f\u3067\u3042\u308b[19]<\/a>\u3002<\/p>\n

\n

10. \u6570\u7406\u30e2\u30c7\u30eb\u3078\u306e\u79fb\u884c<\/h2>\n

\u3053\u3053\u307e\u3067\u306e\u8b70\u8ad6\u306f\u6982\u5ff5\u7684\u3060\u3063\u305f\u304c\u3001\u7406\u8ad6\u3068\u3057\u3066\u9589\u3058\u308b\u306b\u306f\u6570\u7406\u5316<\/a>\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002\u6570\u7406\u5316\u306e\u76ee\u7684\u306f\u3001\u4e16\u754c\u3092\u5f0f\u3078\u62bc\u3057\u8fbc\u3081\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u6982\u5ff5\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u660e\u793a\u3057\u3001\u4f55\u304c\u524d\u63d0\u3067\u4f55\u304c\u6d3e\u751f\u3067\u3042\u308b\u304b\u3092\u5d29\u308c\u306a\u3044\u5f62\u3067\u8a18\u8ff0\u3059\u308b<\/a>\u3053\u3068\u306b\u3042\u308b\u3002\u7279\u306b\u672c\u7a3f\u3067\u306f\u3001\u69cb\u9020\u3001\u66f4\u65b0\u3001\u6563\u9038\u3001\u610f\u5473\u3001\u77e5\u80fd\u3001\u81ea\u5df1\u3068\u3044\u3046\u7570\u8cea\u306b\u898b\u3048\u308b\u8a9e\u3092\u3001\u540c\u4e00\u306e\u72b6\u614b\u9077\u79fb\u7cfb\u3068\u3057\u3066\u63a5\u7d9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b[18]<\/a>[19]<\/a>\u3002<\/p>\n

\u305d\u306e\u305f\u3081\u306b\u3001\u672c\u7a3f\u306f\u6700\u5c0f\u72b6\u614b\u30d9\u30af\u30c8\u30eb\u3092\u6b21\u306e\u3088\u3046\u306b\u7f6e\u304f\u3002<\/p>\n

\n\\[
\nX_t = (E_t, S_t, R_t, M_t, I_t, A_t)
\n\\]\n<\/div>\n\n\n\n\n\n\n\n\n\n\n
\u5909\u6570<\/th>\n\u540d\u79f0<\/th>\n\u5b9a\u7fa9<\/th>\n\u5bfe\u5fdc\u3059\u308b\u5c64<\/th>\n<\/tr>\n<\/thead>\n
\\( E_t \\)<\/td>\n\u30a8\u30cd\u30eb\u30ae\u30fc\u52fe\u914d<\/td>\n\u975e\u5e73\u8861\u3092\u99c6\u52d5\u3059\u308b\u5229\u7528\u53ef\u80fd\u30a8\u30cd\u30eb\u30ae\u30fc<\/td>\n\u6563\u9038\uff08L2\uff09<\/td>\n<\/tr>\n
\\( S_t \\)<\/td>\n\u69cb\u9020\u72b6\u614b<\/td>\n\u7cfb\u306e\u95a2\u4fc2\u69cb\u9020\u3092\u8868\u3059\u72b6\u614b<\/td>\n\u69cb\u9020\uff08L0\uff09<\/td>\n<\/tr>\n
\\( R_t \\)<\/td>\n\u81ea\u5df1\u7dad\u6301\u8cc7\u6e90<\/td>\n\u69cb\u9020\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306e\u8cc7\u6e90<\/td>\n\u751f\u547d\uff08L3\uff09<\/td>\n<\/tr>\n
\\( M_t \\)<\/td>\n\u8a55\u4fa1\u72b6\u614b<\/td>\n\u72b6\u614b\u306b\u5bfe\u3059\u308b\u4fa1\u5024\u4ed8\u3051<\/td>\n\u610f\u5473\uff08L3\uff09<\/td>\n<\/tr>\n
\\( I_t \\)<\/td>\n\u5185\u90e8\u60c5\u5831\u72b6\u614b<\/td>\n\u89b3\u6e2c\u3092\u7d71\u5408\u3057\u305f\u5185\u90e8\u30e2\u30c7\u30eb<\/td>\n\u77e5\u80fd\uff08L4\uff09<\/td>\n<\/tr>\n
\\( A_t \\)<\/td>\n\u5236\u5fa1\u51fa\u529b<\/td>\n\u72b6\u614b\u9077\u79fb\u3092\u9078\u629e\u3059\u308b\u884c\u70ba<\/td>\n\u77e5\u80fd\uff08L4\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\\(E_t\\) \u306f\u5229\u7528\u53ef\u80fd\u30a8\u30cd\u30eb\u30ae\u30fc\u52fe\u914d\u3001\\(S_t\\) \u306f\u5185\u90e8\u69cb\u9020\u72b6\u614b\u3001\\(I_t\\) \u306f\u5185\u90e8\u60c5\u5831\u72b6\u614b\u3001\\(M_t\\) \u306f\u8a55\u4fa1\u72b6\u614b\u3001\\(A_t\\) \u306f\u5236\u5fa1\u51fa\u529b\u3001\\(R_t\\) \u306f\u81ea\u5df1\u7dad\u6301\u8cc7\u6e90\u3067\u3042\u308b\u3002\u3053\u306e 6 \u5909\u6570\u306b\u3088\u308a\u3001\u7269\u7406\u3001\u751f\u547d\u3001\u8a8d\u77e5\u3001\u5236\u5fa1\u3092\u4e00\u3064\u306e\u30d9\u30af\u30c8\u30eb\u3078\u7573\u307f\u8fbc\u3081\u308b[7]<\/a>[19]<\/a>\u3002<\/p>\n

\u3053\u306e\u5f62\u5f0f\u306e\u5229\u70b9\u306f\u3001\u5f8c\u304b\u3089\u5909\u6570\u3092\u5897\u3084\u3055\u305a\u306b\u6e08\u3080\u70b9\u306b\u3042\u308b\u3002\u4e3b\u89b3\u7d4c\u9a13\u306e\u7d30\u90e8\u3001\u793e\u4f1a\u5236\u5ea6\u306e\u8907\u96d1\u6027\u3001\u8a00\u8a9e\u7684\u610f\u5473\u306e\u8c4a\u304b\u3055\u306f\u5225\u9014\u5fc5\u8981\u306b\u306a\u308b\u304c\u3001\u5c11\u306a\u304f\u3068\u3082\u751f\u6210\u9023\u9396\u306e\u6700\u5c0f\u7406\u8ad6\u3068\u3057\u3066\u306f\u3001\u3053\u306e 6 \u5909\u6570\u3067\u5341\u5206\u306a\u9aa8\u683c\u3092\u4e0e\u3048\u3089\u308c\u308b\u3002<\/p>\n

\n

11. \u6700\u5c0f\u6570\u7406\u30e2\u30c7\u30eb<\/h2>\n

\u6700\u5c0f\u30e2\u30c7\u30eb\u306f\u4e09\u3064\u306e\u5199\u50cf\u3067\u69cb\u6210\u3055\u308c\u308b\u3002\u7b2c\u4e00\u306b\u3001\u89b3\u6e2c\u306b\u57fa\u3065\u304f\u5185\u90e8\u66f4\u65b0\u3002\u7b2c\u4e8c\u306b\u3001\u8a55\u4fa1\u306b\u57fa\u3065\u304f\u5236\u5fa1\u9078\u629e\u3002\u7b2c\u4e09\u306b\u3001\u5236\u5fa1\u3092\u542b\u3093\u3060\u5168\u4f53\u9077\u79fb\u3067\u3042\u308b\u3002<\/p>\n

\n\\[
\nI_{t+1} = U(I_t, O_t)
\n\\]
\n\\[
\nM_t = \\mu(S_t, R_t, E_t)
\n\\]
\n\\[
\nA_t = \\pi(I_t, M_t)
\n\\]
\n\\[
\nX_{t+1} = F(X_t, Y_t, A_t)
\n\\]\n<\/div>\n

\u3053\u3053\u3067 \\(\\mu\\) \u306f\u8a55\u4fa1\u751f\u6210\u95a2\u6570\u3067\u3042\u308a\u3001\u69cb\u9020\u72b6\u614b\u3001\u81ea\u5df1\u7dad\u6301\u8cc7\u6e90\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u6761\u4ef6\u304b\u3089\u3001\u305d\u306e\u6642\u70b9\u3067\u306e\u4fa1\u5024\u5dee\u3092\u4f5c\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u610f\u5473\u306f\u5916\u304b\u3089\u8cbc\u3089\u308c\u305f\u30e9\u30d9\u30eb\u3067\u306f\u306a\u304f\u3001\u7cfb\u5185\u90e8\u306e\u7dad\u6301\u6761\u4ef6\u304b\u3089\u751f\u3058\u308b\u8a55\u4fa1\u3068\u3057\u3066\u5b9a\u5f0f\u5316\u3055\u308c\u308b[12]<\/a>[13]<\/a>\u3002<\/p>\n

\u3055\u3089\u306b\u3001\u672c\u7a3f\u304c\u77e5\u80fd\u3092\u5358\u306a\u308b\u5373\u6642\u5fdc\u7b54\u3067\u306f\u306a\u304f\u300c\u5c06\u6765\u306b\u308f\u305f\u308b\u6563\u9038\u3068\u81ea\u5df1\u7dad\u6301\u306e\u6700\u9069\u5316\u300d\u3068\u3057\u3066\u6349\u3048\u308b\u3053\u3068\u3092\u660e\u78ba\u306b\u3059\u308b\u305f\u3081\u3001\u8a55\u4fa1\u95a2\u6570 \\(J\\) \u3092\u7f6e\u304f\u3002<\/p>\n

\n\\[
\nJ = \\mathbb{E}\\left[\\sum_{k=0}^{\\infty} \\gamma^k \\left( \\alpha \\sigma_{t+k} + \\beta M_{t+k} – \\lambda C_{t+k} \\right)\\right]
\n\\]\n<\/div>\n

\\(\\sigma_{t+k}\\) \u306f\u6563\u9038\u7387\u3001\\(M_{t+k}\\) \u306f\u81ea\u5df1\u7dad\u6301\u6210\u529f\u5ea6\u3092\u53cd\u6620\u3059\u308b\u8a55\u4fa1\u3001\\(C_{t+k}\\) \u306f\u5236\u5fa1\u30b3\u30b9\u30c8\u3067\u3042\u308b\u3002\u3053\u306e\u5f0f\u306e\u610f\u5473\u306f\u5358\u7d14\u3067\u3042\u308b\u3002\u77e5\u80fd\u3068\u306f\u3001\u305f\u3060\u76ee\u5148\u306e\u6563\u9038\u7387\u3092\u4e0a\u3052\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u81ea\u5206\u3092\u58ca\u3055\u305a\u306b\u3001\u3088\u308a\u9577\u3044\u6642\u9593\u30b9\u30b1\u30fc\u30eb\u3067\u6d41\u308c\u3092\u5229\u7528\u3057\u3001\u3057\u304b\u3082\u5236\u5fa1\u30b3\u30b9\u30c8\u3092\u66b4\u9a30\u3055\u305b\u306a\u3044\u3088\u3046\u306b\u632f\u308b\u821e\u3046\u6a5f\u69cb\u3067\u3042\u308b[4]<\/a>[7]<\/a>[13]<\/a>\u3002<\/p>\n

\u3053\u306e\u3068\u304d\u3001\u524d\u534a\u3067\u793a\u3057\u305f\u751f\u6210\u9023\u9396\u306f\u3001\u6700\u7d42\u7684\u306b\u6b21\u306e\u4e00\u884c\u3078\u5727\u7e2e\u3067\u304d\u308b\u3002<\/p>\n

\n\\[
\nS_{t+1} = A\\bigl(S_t, M(S_t)\\bigr)
\n\\]\n<\/div>\n\n\n\n\n\n\n\n\n\n\n\n
\u8981\u7d20<\/th>\n\u8a18\u53f7<\/th>\n\u5b9a\u7fa9<\/th>\n\u672c\u7ae0\u3067\u306e\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n
\u5185\u90e8\u66f4\u65b0\u5199\u50cf<\/td>\n\\( U \\)<\/td>\n\\( I_{t+1} = U(I_t, O_t) \\)<\/td>\n\u89b3\u6e2c\u306b\u57fa\u3065\u3044\u3066\u5185\u90e8\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b<\/td>\n<\/tr>\n
\u8a55\u4fa1\u751f\u6210\u95a2\u6570<\/td>\n\\( \\mu \\)<\/td>\n\\( M_t = \\mu(S_t, R_t, E_t) \\)<\/td>\n\u69cb\u9020\u30fb\u8cc7\u6e90\u30fb\u30a8\u30cd\u30eb\u30ae\u30fc\u6761\u4ef6\u304b\u3089\u8a55\u4fa1\u3092\u751f\u6210\u3059\u308b<\/td>\n<\/tr>\n
\u5236\u5fa1\u65b9\u7b56<\/td>\n\\( \\pi \\)<\/td>\n\\( A_t = \\pi(I_t, M_t) \\)<\/td>\n\u5185\u90e8\u72b6\u614b\u3068\u8a55\u4fa1\u306b\u57fa\u3065\u3044\u3066\u884c\u70ba\u3092\u9078\u629e\u3059\u308b<\/td>\n<\/tr>\n
\u5168\u4f53\u9077\u79fb\u5199\u50cf<\/td>\n\\( F \\)<\/td>\n\\( X_{t+1} = F(X_t, Y_t, A_t) \\)<\/td>\n\u884c\u70ba\u3092\u542b\u3093\u3060\u7cfb\u5168\u4f53\u306e\u72b6\u614b\u9077\u79fb\u3092\u4e0e\u3048\u308b<\/td>\n<\/tr>\n
\u8a55\u4fa1\u95a2\u6570<\/td>\n\\( J \\)<\/td>\n\u5c06\u6765\u306b\u308f\u305f\u308b\u6563\u9038\u30fb\u7dad\u6301\u30fb\u5236\u5fa1\u30b3\u30b9\u30c8\u306e\u7dcf\u5408\u8a55\u4fa1<\/td>\n\u77e5\u80fd\u306e\u76ee\u7684\u3092\u9577\u671f\u6700\u9069\u5316\u3068\u3057\u3066\u5b9a\u5f0f\u5316\u3059\u308b<\/td>\n<\/tr>\n
\u5727\u7e2e\u5f0f<\/td>\n\\( S_{t+1} = A\\bigl(S_t, M(S_t)\\bigr) \\)<\/td>\n\u751f\u6210\u9023\u9396\u306e\u6700\u5c0f\u8868\u73fe<\/td>\n\u672c\u7a3f\u5168\u4f53\u306e\u7406\u8ad6\u9aa8\u683c\u3092\u4e00\u884c\u3067\u8981\u7d04\u3059\u308b<\/td>\n<\/tr>\n
\u74b0\u5883\u72b6\u614b<\/td>\n\\( Y_t \\)<\/td>\n\u7cfb\u306e\u5916\u90e8\u6761\u4ef6\u3092\u8868\u3059\u72b6\u614b<\/td>\n\u5185\u90e8\u72b6\u614b\u3068\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u5916\u90e8\u8981\u56e0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3082\u3061\u308d\u3093\u3053\u308c\u306f\u8a73\u7d30\u3092\u7701\u304d\u3059\u304e\u305f\u5727\u7e2e\u5f0f\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u7406\u8ad6\u306e\u9aa8\u683c\u3068\u3057\u3066\u306f\u5341\u5206\u306b\u610f\u5473\u3092\u6301\u3064\u3002\u3059\u306a\u308f\u3061\u3001\u69cb\u9020\u306f\u8a55\u4fa1\u306a\u3057\u306b\u81ea\u5df1\u65b9\u5411\u3092\u6301\u305f\u305a\u3001\u8a55\u4fa1\u306f\u5236\u5fa1\u306a\u3057\u306b\u5c06\u6765\u3092\u5909\u3048\u305a\u3001\u5236\u5fa1\u306f\u69cb\u9020\u306a\u3057\u306b\u4f55\u3082\u64cd\u4f5c\u3067\u304d\u306a\u3044\u3002\u3053\u306e\u4e09\u8005\u306e\u7d50\u5408\u3053\u305d\u304c\u3001\u751f\u547d\u304b\u3089\u77e5\u80fd\u3001\u77e5\u80fd\u304b\u3089\u81ea\u5df1\u3001\u81ea\u5df1\u304b\u3089\u6587\u660e\u3068 AI \u3078\u306e\u9077\u79fb\u3092\u53ef\u80fd\u306b\u3059\u308b[19]<\/a>\u3002<\/p>\n

\n

12. \u7d50\u8ad6<\/h2>\n

\u672c\u7a3f\u306f\u3001\u5b87\u5b99\u3001\u6642\u9593\u3001\u6563\u9038\u3001\u751f\u547d\u3001\u610f\u5473\u3001\u77e5\u80fd\u3001\u81ea\u5df1\u3001\u6587\u660e\u3001AI \u3092\u3001\u4e00\u3064\u306e\u751f\u6210\u9023\u9396\u3068\u3057\u3066\u8a18\u8ff0\u3057\u305f\u3002\u5b87\u5b99\u306f\u69cb\u9020\u3067\u3042\u308a\u3001\u6642\u9593\u306f\u305d\u306e\u66f4\u65b0\u3067\u3042\u308a\u3001\u6563\u9038\u69cb\u9020\u306f\u305d\u306e\u66f4\u65b0\u306e\u4e2d\u3067\u6301\u7d9a\u3059\u308b\u79e9\u5e8f\u3067\u3042\u308a\u3001\u751f\u547d\u306f\u81ea\u5df1\u7dad\u6301\u578b\u6563\u9038\u69cb\u9020\u3067\u3042\u308a\u3001\u610f\u5473\u306f\u305d\u306e\u7dad\u6301\u6761\u4ef6\u304b\u3089\u751f\u3058\u308b\u8a55\u4fa1\u3067\u3042\u308a\u3001\u77e5\u80fd\u306f\u305d\u306e\u8a55\u4fa1\u3092\u672a\u6765\u3078\u5ef6\u9577\u3059\u308b\u4e88\u6e2c\u5236\u5fa1\u3067\u3042\u308a\u3001\u81ea\u5df1\u306f\u305d\u306e\u77e5\u80fd\u306e\u66f4\u65b0\u30d1\u30bf\u30fc\u30f3\u3092\u675f\u306d\u308b\u69cb\u9020\u30af\u30e9\u30b9\u3067\u3042\u308a\u3001\u6587\u660e\u3068 AI \u306f\u305d\u306e\u77e5\u80fd\u6a5f\u80fd\u306e\u5916\u90e8\u5316\u3067\u3042\u308b[1]<\/a>[2]<\/a>[7]<\/a>[12]<\/a>[14]<\/a>\u3002<\/p>\n

\u3053\u306e\u7acb\u5834\u306e\u5229\u70b9\u306f\u3001\u4eba\u9593\u3092\u5b87\u5b99\u304b\u3089\u5207\u308a\u96e2\u3055\u305a\u3001AI \u3092\u4eba\u9593\u304b\u3089\u5207\u308a\u96e2\u3055\u305a\u3001\u3057\u304b\u3057\u4e3b\u89b3\u7d4c\u9a13\u3084\u81ea\u5df1\u306e\u4e00\u56de\u6027\u3082\u5b89\u6613\u306b\u9084\u5143\u3057\u306a\u3044\u70b9\u306b\u3042\u308b\u3002\u77e5\u80fd\u3092\u5b87\u5b99\u306e\u4e2d\u306b\u7f6e\u304d\u3001\u610f\u5473\u3092\u751f\u547d\u306e\u4e2d\u306b\u7f6e\u304d\u3001\u81ea\u5df1\u3092\u69cb\u9020\u3068\u3057\u3066\u7f6e\u304d\u3001AI \u3092\u6587\u660e\u53f2\u306e\u5ef6\u9577\u306b\u7f6e\u304f\u3053\u3068\u3067\u3001\u5206\u65ad\u3055\u308c\u3066\u3044\u305f\u8b70\u8ad6\u306f\u4e00\u3064\u306e\u5730\u56f3\u306b\u53ce\u307e\u308b\u3002\u3053\u306e\u5730\u56f3\u306f\u6700\u7d42\u89e3\u7b54\u3067\u306f\u306a\u3044\u304c\u3001\u5c11\u306a\u304f\u3068\u3082\u6b21\u306e\u554f\u3044\u3092\u6b63\u3057\u304f\u7acb\u3066\u308b\u305f\u3081\u306e\u9aa8\u683c\u306b\u306f\u306a\u308b\u3002\u3059\u306a\u308f\u3061\u3001\u3069\u306e\u6761\u4ef6\u3067\u610f\u5473\u304c\u767a\u751f\u3057\u3001\u3069\u306e\u6761\u4ef6\u3067\u81ea\u5df1\u304c\u5b89\u5b9a\u3057\u3001\u3069\u306e\u6761\u4ef6\u3067\u4eba\u5de5\u62c5\u4f53\u304c\u305d\u306e\u4e00\u90e8\u3092\u5f15\u304d\u53d7\u3051\u3046\u308b\u306e\u304b\u3001\u3068\u3044\u3046\u554f\u3044\u3067\u3042\u308b[7]<\/a>[12]<\/a>[15]<\/a>[16]<\/a>[17]<\/a>\u3002<\/p>\n

\u672c\u7a3f\u306e\u65b0\u898f\u6027\u306f\u3001\u3053\u308c\u3089\u3092\u4e00\u3064\u306e\u72b6\u614b\u9077\u79fb\u7cfb\u3068\u3057\u3066\u7d71\u4e00\u7684\u306b\u6271\u3063\u305f\u70b9\u306b\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n
\u6bb5\u968e<\/th>\n\u6982\u5ff5<\/th>\n\u8a18\u53f7<\/th>\n\u5b9a\u7fa9<\/th>\n\u6b21\u3078\u306e\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n
1<\/td>\n\u69cb\u9020<\/td>\n\\( S_t \\)<\/td>\n\u95a2\u4fc2\u3068\u3057\u3066\u8a18\u8ff0\u3055\u308c\u308b\u72b6\u614b<\/td>\n\u66f4\u65b0\u306e\u5bfe\u8c61\u3092\u4e0e\u3048\u308b<\/td>\n<\/tr>\n
2<\/td>\n\u6642\u9593\uff08\u66f4\u65b0\uff09<\/td>\n\\( F \\)<\/td>\n\u72b6\u614b\u9077\u79fb\u5199\u50cf<\/td>\n\u5909\u5316\u306e\u5f62\u5f0f\u3092\u4e0e\u3048\u308b<\/td>\n<\/tr>\n
3<\/td>\n\u6563\u9038<\/td>\n\\( E_t \\)<\/td>\n\u975e\u5e73\u8861\u99c6\u52d5\u6761\u4ef6<\/td>\n\u6301\u7d9a\u53ef\u80fd\u6027\u3092\u4e0e\u3048\u308b<\/td>\n<\/tr>\n
4<\/td>\n\u751f\u547d<\/td>\n\\( R_t \\)<\/td>\n\u81ea\u5df1\u7dad\u6301\u578b\u6563\u9038\u69cb\u9020<\/td>\n\u8a55\u4fa1\u306e\u5fc5\u8981\u6027\u3092\u751f\u3080<\/td>\n<\/tr>\n
5<\/td>\n\u610f\u5473<\/td>\n\\( M_t \\)<\/td>\n\u72b6\u614b\u306b\u5bfe\u3059\u308b\u8a55\u4fa1<\/td>\n\u884c\u52d5\u9078\u629e\u306e\u57fa\u6e96\u3092\u4e0e\u3048\u308b<\/td>\n<\/tr>\n
6<\/td>\n\u77e5\u80fd<\/td>\n\\( I_t, A_t \\)<\/td>\n\u4e88\u6e2c\u3068\u5236\u5fa1\u306e\u6a5f\u69cb<\/td>\n\u672a\u6765\u72b6\u614b\u3092\u64cd\u4f5c\u3059\u308b<\/td>\n<\/tr>\n
7<\/td>\n\u81ea\u5df1<\/td>\n\\( \\mathcal{S}_{\\mathrm{self}} \\)<\/td>\n\u69cb\u9020\u30af\u30e9\u30b9<\/td>\n\u4e3b\u4f53\u3092\u6210\u7acb\u3055\u305b\u308b<\/td>\n<\/tr>\n
8<\/td>\n\u6587\u660e\u30fbAI<\/td>\n\u2014<\/td>\n\u77e5\u80fd\u6a5f\u80fd\u306e\u5916\u90e8\u5316<\/td>\n\u62c5\u4f53\u3092\u62e1\u5f35\u3059\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

\u53c2\u8003\u6587\u732e<\/h2>\n
    \n
  1. id774, \u300c\u5b87\u5b99\u3092\u69cb\u9020\u3068\u3057\u3066\u518d\u5b9a\u7fa9\u3059\u308b\u300d (2026-03-27). https:\/\/blog.id774.net\/entry\/2026\/03\/27\/4171\/<\/a><\/li>\n
  2. id774, \u300c\u6642\u9593\u306f\u3069\u3053\u306b\u3042\u308b\u306e\u304b\uff1a\u76f8\u5bfe\u6027\u7406\u8ad6\u304b\u3089\u610f\u8b58\u307e\u3067\u300d (2026-01-01). https:\/\/blog.id774.net\/entry\/2026\/01\/01\/3184\/<\/a><\/li>\n
  3. Ilya Prigogine, \u201cIlya Prigogine \u2013 Nobel Lecture: Time, Structure and Fluctuations\u201d (1977). https:\/\/www.nobelprize.org\/prizes\/chemistry\/1977\/prigogine\/lecture\/<\/a><\/li>\n
  4. Rolf Landauer, \u201cIrreversibility and Heat Generation in the Computing Process\u201d (1961). https:\/\/sites.pitt.edu\/~jdnorton\/lectures\/Rotman_Summer_School_2013\/thermo_computing_docs\/Landauer_1961.pdf<\/a><\/li>\n
  5. Jeremy L. England, \u201cDissipative adaptation in driven self-assembly\u201d (2015). https:\/\/pubmed.ncbi.nlm.nih.gov\/26530021\/<\/a><\/li>\n
  6. Humberto R. Maturana and Francisco J. Varela, Autopoiesis and Cognition: The Realization of the Living<\/em> (1980). https:\/\/link.springer.com\/book\/10.1007\/978-94-009-8947-4<\/a><\/li>\n
  7. id774, \u300c\u77e5\u80fd\u306f\u3069\u3053\u304b\u3089\u6765\u3066\u3069\u3053\u3078\u884c\u304f\u306e\u304b\u300d (2026-04-11). https:\/\/blog.id774.net\/entry\/2026\/04\/11\/4396\/<\/a><\/li>\n
  8. E\u00f6rs Szathm\u00e1ry and John Maynard Smith, \u201cThe major evolutionary transitions\u201d (1995). https:\/\/pubmed.ncbi.nlm.nih.gov\/7885442\/<\/a><\/li>\n
  9. Andy Clark and David J. Chalmers, \u201cThe Extended Mind\u201d (1998). https:\/\/www.alice.id.tue.nl\/references\/clark-chalmers-1998.pdf<\/a><\/li>\n
  10. John von Neumann, Theory of Self-Reproducing Automata<\/em> (1966). https:\/\/cba.mit.edu\/events\/03.11.ASE\/docs\/VonNeumann.pdf<\/a><\/li>\n
  11. Alan M. Turing, \u201cComputing Machinery and Intelligence\u201d (1950). https:\/\/courses.cs.umbc.edu\/471\/papers\/turing.pdf<\/a><\/li>\n
  12. id774, \u300c\u5fc3\u3068\u306f\u4f55\u304b\u3092\u69cb\u9020\u304b\u3089\u518d\u5b9a\u7fa9\u3059\u308b\u300d (2026-04-10). https:\/\/blog.id774.net\/entry\/2026\/04\/10\/4391\/<\/a><\/li>\n
  13. Karl Friston, \u201cThe free-energy principle: a unified brain theory?\u201d (2010). https:\/\/pubmed.ncbi.nlm.nih.gov\/20068583\/<\/a><\/li>\n
  14. id774, \u300c\u81ea\u5df1\u3092\u300c\u69cb\u9020\u300d\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u76f4\u3059\u300d (2026-03-25). https:\/\/blog.id774.net\/entry\/2026\/03\/25\/4103\/<\/a><\/li>\n
  15. id774, \u300c\u30af\u30aa\u30ea\u30a2\u3068\u306f\u4f55\u304b\u300d (2026-01-03). https:\/\/blog.id774.net\/entry\/2026\/01\/03\/3195\/<\/a><\/li>\n
  16. Giulio Tononi, Melanie Boly, Marcello Massimini, and Christof Koch, \u201cIntegrated information theory: from consciousness to its physical substrate\u201d (2016). https:\/\/pubmed.ncbi.nlm.nih.gov\/27225071\/<\/a><\/li>\n
  17. George A. Mashour, Paolo Roelfsema, Jean-Pierre Changeux, and Stanislas Dehaene, \u201cConscious Processing and the Global Neuronal Workspace Hypothesis\u201d (2020). https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC8770991\/<\/a><\/li>\n
  18. id774, \u300c\u89b3\u6e2c\u8005\u3092\u542b\u3080\u5b87\u5b99\u8ad6\u306e\u78ba\u7387\u30e2\u30c7\u30eb\u306e\u7d71\u4e00\u7684\u5b9a\u5f0f\u5316\u300d (2026-03-28). https:\/\/blog.id774.net\/entry\/2026\/03\/28\/4219\/<\/a><\/li>\n
  19. id774, \u300c\u54f2\u5b66\u306f\u306a\u305c\u69cb\u9020\u306e\u63fa\u308c\u3092\u6570\u7406\u30e2\u30c7\u30eb\u3067\u8aac\u660e\u3067\u304d\u308b\u306e\u304b\u300d (2026-04-06). https:\/\/blog.id774.net\/entry\/2026\/04\/06\/4328\/<\/a><\/li>\n
  20. NASA Astrobiology, \u201c2.3. Where could life have gotten started on Earth?\u201d (accessed 2026-04-13). https:\/\/astrobiology.nasa.gov\/education\/alp\/where-life-got-started\/<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

    \u77e5\u80fd\u3001\u5fc3\u3001\u81ea\u5df1\u3001\u6587\u660e\u3001AI \u306f\u3001\u901a\u5e38\u306f\u5225\u3005\u306e\u5b66\u554f\u9818\u57df\u3067\u6271\u308f\u308c\u308b\u3002\u5b87\u5b99\u8ad6\u306f\u7269\u7406\u3092\u6271\u3044\u3001\u751f\u547d\u8ad6\u306f\u751f\u7269\u3092\u6271\u3044\u3001\u8a8d\u77e5\u79d1\u5b66\u306f\u5fc3\u3092\u6271\u3044\u3001AI \u8ad6\u306f\u8a08\u7b97\u6a5f\u3092\u6271\u3046\u3002\u3057\u304b\u3057\u3053\u306e\u5206\u5272\u3092\u305d\u306e\u307e\u307e\u53d7\u3051\u5165\u308c\u308b\u3068\u3001\u3069\u3053\u3067\u69cb\u9020\u304c\u6301\u7d9a\u3057\u3001\u3069\u3053\u3067\u610f\u5473\u304c\u751f … \u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26,23,24],"tags":[],"class_list":["post-4438","post","type-post","status-publish","format-standard","hentry","category-math","category-philosophy","category-science"],"_links":{"self":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/4438","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/comments?post=4438"}],"version-history":[{"count":7,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/4438\/revisions"}],"predecessor-version":[{"id":4445,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/4438\/revisions\/4445"}],"wp:attachment":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/media?parent=4438"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/categories?post=4438"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/tags?post=4438"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}