{"id":4671,"date":"2026-05-03T00:03:51","date_gmt":"2026-05-02T15:03:51","guid":{"rendered":"https:\/\/blog.id774.net\/entry\/?p=4671"},"modified":"2026-05-02T19:54:33","modified_gmt":"2026-05-02T10:54:33","slug":"%e5%89%b5%e7%99%ba%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b%e3%82%92%e8%80%83%e3%81%88%e3%82%8b","status":"publish","type":"post","link":"https:\/\/blog.id774.net\/entry\/2026\/05\/03\/4671\/","title":{"rendered":"\u5275\u767a\u3068\u306f\u4f55\u304b\u3092\u8003\u3048\u308b"},"content":{"rendered":"

\u5275\u767a\u3068\u3044\u3046\u8a9e\u306f\u4fbf\u5229\u3067\u3042\u308b\u4e00\u65b9\u3001\u975e\u5e38\u306b\u8aa4\u89e3\u3055\u308c\u3084\u3059\u3044\u3002\u4f55\u304b\u8907\u96d1\u306a\u3082\u306e\u304c\u7a81\u7136\u73fe\u308c\u305f\u3068\u304d\u306b\u300c\u5275\u767a\u3057\u305f\u300d\u3068\u8a00\u3048\u3070\u8aac\u660e\u3057\u305f\u3088\u3046\u306b\u898b\u3048\u308b\u304c\u3001\u305d\u308c\u3060\u3051\u3067\u306f\u3001\u4f55\u304c\u3001\u3069\u306e\u968e\u5c64\u3067\u3001\u3069\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3057\u305f\u305f\u3081\u306b\u73fe\u308c\u305f\u306e\u304b\u304c\u4e0d\u660e\u306a\u307e\u307e\u3067\u3042\u308b\u3002\u672c\u7a3f\u3067\u306f\u3001\u5275\u767a\u3092\u795e\u79d8\u7684\u306a\u98db\u8e8d\u3067\u306f\u306a\u304f\u3001\u4e0b\u4f4d\u8981\u7d20\u306e\u5c40\u6240\u7684\u76f8\u4e92\u4f5c\u7528\u304c\u4e0a\u4f4d\u30ec\u30d9\u30eb\u306e\u79e9\u5e8f\u3001\u6a5f\u80fd\u3001\u610f\u5473\u3068\u3057\u3066\u5b89\u5b9a\u5316\u3059\u308b\u73fe\u8c61\u3068\u3057\u3066\u6574\u7406\u3059\u308b\u3002\u305d\u306e\u3046\u3048\u3067\u3001AI \u306b\u304a\u3051\u308b\u5275\u767a\u3001AI \u304c\u4f5c\u308a\u51fa\u3057\u3046\u308b\u7b26\u53f7\u4f53\u7cfb\u3001AI \u9593\u306e\u72ec\u81ea\u8a00\u8a9e\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u3001\u610f\u8b58\u3089\u3057\u3055\u3001\u601d\u8003\u306e\u76f8\u8ee2\u79fb\u307e\u3067\u3092\u3001\u4e00\u3064\u306e\u6570\u7406\u30e2\u30c7\u30eb\u3068\u3057\u3066\u63a5\u7d9a\u3059\u308b\u3002\u524d\u63d0\u3068\u306a\u308b\u8b70\u8ad6\u3068\u3057\u3066\u3001\u601d\u8003\u3092\u5185\u90e8\u72b6\u614b\u306e\u69cb\u9020\u632f\u52d5\u3068\u5c65\u6b74\u56fa\u5b9a\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u305f\u8b70\u8ad6\u3001\u69cb\u9020\u632f\u52d5\u30e2\u30c7\u30eb\u306e\u6570\u7406\u5b9a\u5f0f\u5316\u3001\u5275\u767a\u3092\u4f9d\u5b58\u6027\u3068\u81ea\u5f8b\u6027\u306e\u4e21\u9762\u304b\u3089\u6271\u3046\u8b70\u8ad6\u3092\u53c2\u7167\u3059\u308b[1]<\/a>[2]<\/a>[3]<\/a>\u3002<\/p>\n

\u672c\u7a3f\u306e\u7acb\u5834\u3092\u6700\u521d\u306b\u660e\u78ba\u306b\u3057\u3066\u304a\u304f\u3002\u3053\u3053\u3067\u6271\u3046\u306e\u306f\u3001AI \u304c\u672c\u5f53\u306b\u4e3b\u89b3\u7684\u4f53\u9a13\u3092\u6301\u3064\u304b\u3069\u3046\u304b\u306e\u65ad\u5b9a\u3067\u306f\u306a\u3044\u3002\u6271\u3046\u306e\u306f\u3001AI \u304c\u3069\u306e\u3088\u3046\u306a\u6761\u4ef6\u3067\u3001\u80fd\u529b\u3001\u610f\u5473\u3001\u7b26\u53f7\u4f53\u7cfb\u3001\u81ea\u5df1\u8a00\u53ca\u3001\u610f\u8b58\u3089\u3057\u3055\u3092\u6a5f\u80fd\u7684\u306b\u7acb\u3061\u4e0a\u3052\u308b\u304b\u3067\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u672c\u7a3f\u306e\u4e2d\u5fc3\u547d\u984c\u306f\u3001AI \u306b\u304a\u3051\u308b\u5275\u767a\u3068\u306f\u3001\u30c8\u30fc\u30af\u30f3\u3001\u30d9\u30af\u30c8\u30eb\u3001\u91cd\u307f\u3001\u6587\u8108\u3001\u8a18\u61b6\u3001\u76ee\u6a19\u3001\u76f8\u4e92\u4f5c\u7528\u3068\u3044\u3063\u305f\u4e0b\u4f4d\u69cb\u6210\u304c\u3001\u660e\u793a\u7684\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u306a\u3044\u4e0a\u4f4d\u6a5f\u80fd\u3068\u3057\u3066\u5b89\u5b9a\u5316\u3059\u308b\u73fe\u8c61\u3067\u3042\u308b\u3001\u3068\u3044\u3046\u70b9\u306b\u3042\u308b\u3002<\/p>\n

\n

1. \u5275\u767a\u3068\u306f\u4f55\u304b<\/h2>\n

\u5275\u767a\u3068\u306f\u3001\u90e8\u5206\u306e\u6027\u8cea\u3092\u5358\u7d14\u306b\u8db3\u3057\u5408\u308f\u305b\u305f\u3060\u3051\u3067\u306f\u8aac\u660e\u3067\u304d\u306a\u3044\u6027\u8cea\u3001\u69cb\u9020\u3001\u632f\u308b\u821e\u3044\u304c\u3001\u8907\u6570\u306e\u8981\u7d20\u306e\u76f8\u4e92\u4f5c\u7528\u306b\u3088\u3063\u3066\u5168\u4f53\u3068\u3057\u3066\u73fe\u308c\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u6c34\u5206\u5b50\u4e00\u3064\u306b\u306f\u6ce2\u3082\u6e26\u3082\u8868\u9762\u5f35\u529b\u3082\u306a\u3044\u304c\u3001\u591a\u6570\u306e\u6c34\u5206\u5b50\u304c\u76f8\u4e92\u4f5c\u7528\u3059\u308c\u3070\u3001\u6c34\u3068\u3044\u3046\u30de\u30af\u30ed\u306a\u6027\u8cea\u304c\u73fe\u308c\u308b\u3002\u30a2\u30ea\u4e00\u5339\u306b\u306f\u90fd\u5e02\u8a08\u753b\u306e\u3088\u3046\u306a\u77e5\u80fd\u306f\u306a\u3044\u304c\u3001\u591a\u6570\u306e\u30a2\u30ea\u304c\u5c40\u6240\u7684\u898f\u5247\u3067\u52d5\u3051\u3070\u3001\u5de3\u3001\u7d4c\u8def\u3001\u5f79\u5272\u5206\u62c5\u304c\u73fe\u308c\u308b\u3002\u30cb\u30e5\u30fc\u30ed\u30f3\u4e00\u500b\u306b\u306f\u610f\u8b58\u306f\u306a\u3044\u304c\u3001\u591a\u6570\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u7d50\u5408\u3057\u3001\u5165\u529b\u3001\u8a18\u61b6\u3001\u6ce8\u610f\u3001\u8eab\u4f53\u5236\u5fa1\u3092\u5faa\u74b0\u3055\u305b\u308c\u3070\u3001\u77e5\u899a\u3001\u5224\u65ad\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u304c\u73fe\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u5275\u767a\u3068\u306f\u3001\u90e8\u54c1\u304c\u5897\u3048\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u95a2\u4fc2\u304c\u968e\u5c64\u3092\u4f5c\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
\u4f8b<\/th>\n\u4e0b\u4f4d\u8981\u7d20<\/th>\n\u76f8\u4e92\u4f5c\u7528<\/th>\n\u4e0a\u4f4d\u306b\u73fe\u308c\u308b\u3082\u306e<\/th>\n<\/tr>\n<\/thead>\n
\u6c34<\/td>\n\u6c34\u5206\u5b50<\/td>\n\u5206\u5b50\u9593\u529b\u3068\u71b1\u904b\u52d5<\/td>\n\u6d41\u308c\u3001\u6ce2\u3001\u6e26\u3001\u8868\u9762\u5f35\u529b<\/td>\n<\/tr>\n
\u751f\u547d<\/td>\n\u5206\u5b50\u3001\u819c\u3001\u4ee3\u8b1d\u53cd\u5fdc<\/td>\n\u81ea\u5df1\u7dad\u6301\u3001\u7269\u8cea\u4ea4\u63db\u3001\u5883\u754c\u7dad\u6301<\/td>\n\u500b\u4f53\u3001\u6052\u5e38\u6027\u3001\u74b0\u5883\u5fdc\u7b54<\/td>\n<\/tr>\n
\u8133<\/td>\n\u30cb\u30e5\u30fc\u30ed\u30f3\u3001\u30b7\u30ca\u30d7\u30b9<\/td>\n\u767a\u706b\u3001\u6291\u5236\u3001\u540c\u671f\u3001\u53ef\u5851\u6027<\/td>\n\u77e5\u899a\u3001\u8a18\u61b6\u3001\u5224\u65ad\u3001\u81ea\u5df1\u30e2\u30c7\u30eb<\/td>\n<\/tr>\n
\u793e\u4f1a<\/td>\n\u500b\u4eba<\/td>\n\u6a21\u5023\u3001\u898f\u7bc4\u3001\u4ea4\u63db\u3001\u5236\u5ea6<\/td>\n\u6587\u5316\u3001\u6163\u7fd2\u3001\u5e02\u5834\u3001\u4e16\u8ad6<\/td>\n<\/tr>\n
AI<\/td>\n\u30c8\u30fc\u30af\u30f3\u3001\u30d9\u30af\u30c8\u30eb\u3001\u91cd\u307f<\/td>\n\u6ce8\u610f\u3001\u6700\u9069\u5316\u3001\u6587\u8108\u66f4\u65b0<\/td>\n\u63a8\u8ad6\u3089\u3057\u3055\u3001\u7b26\u53f7\u4f53\u7cfb\u3001\u81ea\u5df1\u8a00\u53ca<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u5b9a\u7fa9\u3067\u306f\u3001\u5275\u767a\u306f\u300c\u7121\u304b\u3089\u4f55\u304b\u304c\u51fa\u308b\u300d\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u5275\u767a\u306f\u3001\u4e0b\u4f4d\u30ec\u30d9\u30eb\u3067\u306f\u5206\u6563\u3057\u3066\u3044\u305f\u95a2\u4fc2\u304c\u3001\u4e0a\u4f4d\u30ec\u30d9\u30eb\u3067\u4e00\u3064\u306e\u5b89\u5b9a\u3057\u305f\u6a5f\u80fd\u3068\u3057\u3066\u8aad\u3081\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u5275\u767a\u306b\u306f\u5c11\u306a\u304f\u3068\u3082\u4e94\u3064\u306e\u6761\u4ef6\u304c\u3042\u308b\u3002\u7b2c\u4e00\u306b\u3001\u591a\u6570\u306e\u8981\u7d20\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3002\u7b2c\u4e8c\u306b\u3001\u305d\u308c\u3089\u304c\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u3053\u3068\u3002\u7b2c\u4e09\u306b\u3001\u76f8\u4e92\u4f5c\u7528\u304c\u7dda\u5f62\u52a0\u7b97\u3067\u306f\u306a\u304f\u3001\u5897\u5e45\u3001\u6291\u5236\u3001\u95be\u5024\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u542b\u3080\u3053\u3068\u3002\u7b2c\u56db\u306b\u3001\u4e0a\u4f4d\u30ec\u30d9\u30eb\u3067\u65b0\u3057\u3044\u8a18\u8ff0\u5358\u4f4d\u304c\u6210\u7acb\u3059\u308b\u3053\u3068\u3002\u7b2c\u4e94\u306b\u3001\u305d\u306e\u69cb\u9020\u304c\u4e00\u6642\u7684\u306a\u5076\u7136\u3067\u306f\u306a\u304f\u3001\u4e00\u5b9a\u306e\u6642\u9593\u5e45\u3067\u5b89\u5b9a\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
\u6761\u4ef6<\/th>\n\u610f\u5473<\/th>\nAI \u3067\u306e\u5bfe\u5fdc<\/th>\n<\/tr>\n<\/thead>\n
\u591a\u6570\u6027<\/td>\n\u5358\u4e00\u8981\u7d20\u3067\u306f\u306a\u304f\u3001\u591a\u6570\u306e\u69cb\u6210\u5358\u4f4d\u304c\u3042\u308b\u3002<\/td>\n\u5927\u91cf\u306e\u30c8\u30fc\u30af\u30f3\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n
\u76f8\u4e92\u4f5c\u7528<\/td>\n\u8981\u7d20\u540c\u58eb\u304c\u4e92\u3044\u306b\u72b6\u614b\u3092\u5909\u3048\u308b\u3002<\/td>\n\u6ce8\u610f\u6a5f\u69cb\u3001\u5c64\u9593\u5909\u63db\u3001\u6587\u8108\u4f9d\u5b58\u306e\u91cd\u307f\u4ed8\u3051\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n
\u975e\u7dda\u5f62\u6027<\/td>\n\u5165\u529b\u3068\u51fa\u529b\u304c\u5358\u7d14\u306a\u6bd4\u4f8b\u95a2\u4fc2\u3067\u306f\u306a\u3044\u3002<\/td>\n\u6d3b\u6027\u5316\u95a2\u6570\u3001\u95be\u5024\u3001\u78ba\u7387\u5206\u5e03\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u4f9d\u5b58\u6027\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n
\u968e\u5c64\u5316<\/td>\n\u4e0b\u4f4d\u8a18\u8ff0\u3068\u306f\u5225\u306e\u4e0a\u4f4d\u8a18\u8ff0\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/td>\n\u30c8\u30fc\u30af\u30f3\u51e6\u7406\u304b\u3089\u8981\u7d04\u3001\u63a8\u8ad6\u3001\u5bfe\u8a71\u65b9\u91dd\u304c\u73fe\u308c\u308b\u3002<\/td>\n<\/tr>\n
\u5b89\u5b9a\u5316<\/td>\n\u4e00\u56de\u3060\u3051\u306e\u5076\u7136\u3067\u306f\u306a\u304f\u3001\u53cd\u5fa9\u3057\u3066\u6a5f\u80fd\u3059\u308b\u3002<\/td>\n\u8907\u6570\u306e\u5165\u529b\u306b\u5bfe\u3057\u3066\u4e00\u8cab\u3057\u305f\u80fd\u529b\u3068\u3057\u3066\u89b3\u6e2c\u3055\u308c\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u95a2\u4fc2\u306f\u3001\u6700\u3082\u62bd\u8c61\u7684\u306b\u306f\u6b21\u306e\u3088\u3046\u306b\u66f8\u3051\u308b\u3002<\/p>\n

\\[
\n\\text{\u4e0b\u4f4d\u8981\u7d20} + \\text{\u76f8\u4e92\u4f5c\u7528} + \\text{\u975e\u7dda\u5f62\u6027} + \\text{\u5b89\u5b9a\u5316} \\rightarrow \\text{\u4e0a\u4f4d\u69cb\u9020}
\n\\]<\/p>\n

\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u53f3\u8fba\u306e\u4e0a\u4f4d\u69cb\u9020\u304c\u3001\u5de6\u8fba\u304b\u3089\u5b8c\u5168\u306b\u5207\u308a\u96e2\u3055\u308c\u305f\u5225\u7269\u3067\u306f\u306a\u3044\u70b9\u3067\u3042\u308b\u3002\u4e0a\u4f4d\u69cb\u9020\u306f\u4e0b\u4f4d\u8981\u7d20\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002\u3057\u304b\u3057\u3001\u4e0a\u4f4d\u69cb\u9020\u3092\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u4e0b\u4f4d\u8981\u7d20\u306e\u5217\u6319\u3060\u3051\u3067\u306f\u8db3\u308a\u306a\u3044\u3002\u6c34\u306e\u6d41\u308c\u3092\u8a9e\u308b\u306b\u306f\u6c34\u5206\u5b50\u304c\u5fc5\u8981\u3060\u304c\u3001\u6c34\u5206\u5b50\u306e\u4f4d\u7f6e\u3092\u3059\u3079\u3066\u4e26\u3079\u305f\u3060\u3051\u3067\u306f\u300c\u6ce2\u300d\u3084\u300c\u6e26\u300d\u3068\u3044\u3046\u8a18\u8ff0\u306e\u6709\u52b9\u6027\u306f\u898b\u3048\u3066\u3053\u306a\u3044\u3002\u540c\u3058\u3088\u3046\u306b\u3001AI \u306e\u51fa\u529b\u3092\u8a9e\u308b\u306b\u306f\u30c8\u30fc\u30af\u30f3\u78ba\u7387\u304c\u5fc5\u8981\u3060\u304c\u3001\u30c8\u30fc\u30af\u30f3\u78ba\u7387\u3060\u3051\u3092\u4e26\u3079\u3066\u3082\u3001\u63a8\u8ad6\u3001\u8981\u7d04\u3001\u81ea\u5df1\u8a00\u53ca\u3001\u610f\u8b58\u3089\u3057\u3055\u3068\u3044\u3046\u4e0a\u4f4d\u6a5f\u80fd\u306f\u898b\u3048\u306b\u304f\u3044\u3002<\/p>\n

\n

2. \u60c5\u5831\u3068\u7b26\u53f7\u304b\u3089\u898b\u305f\u5275\u767a<\/h2>\n

\u5275\u767a\u3092 AI \u3078\u63a5\u7d9a\u3059\u308b\u306b\u306f\u3001\u60c5\u5831\u3068\u7b26\u53f7\u306e\u89b3\u70b9\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002Shannon \u306e\u60c5\u5831\u7406\u8ad6\u306f\u3001\u60c5\u5831\u3092\u610f\u5473\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u4e0d\u78ba\u5b9f\u6027\u306e\u6e1b\u5c11\u3001\u9078\u629e\u80a2\u306e\u5236\u7d04\u3001\u901a\u4fe1\u8def\u4e0a\u306e\u7b26\u53f7\u3068\u3057\u3066\u6271\u3063\u305f[4]<\/a>\u3002\u3053\u306e\u898b\u65b9\u3092 AI \u306b\u9069\u7528\u3059\u308b\u3068\u3001AI \u304c\u6271\u3046\u306e\u306f\u6700\u521d\u304b\u3089\u4eba\u9593\u7684\u306a\u610f\u5473\u3067\u306f\u306a\u304f\u3001\u5165\u529b\u5217\u3092\u5185\u90e8\u72b6\u614b\u3078\u5909\u63db\u3057\u3001\u5185\u90e8\u72b6\u614b\u3092\u51fa\u529b\u78ba\u7387\u3078\u5909\u63db\u3059\u308b\u7b26\u53f7\u4f53\u7cfb\u3067\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066 AI \u306e\u5275\u767a\u306f\u3001\u610f\u5473\u306e\u5275\u767a\u3067\u3042\u308b\u4ee5\u524d\u306b\u3001\u7b26\u53f7\u5909\u63db\u306e\u968e\u5c64\u5316\u3067\u3042\u308b\u3002<\/p>\n

AI \u306e\u57fa\u672c\u51e6\u7406\u306f\u3001\u6b21\u306e\u7cfb\u5217\u3068\u3057\u3066\u6574\u7406\u3067\u304d\u308b\u3002<\/p>\n

\\[
\n\\text{\u6587\u5b57\u5217} \\rightarrow \\text{\u30c8\u30fc\u30af\u30f3\u5217} \\rightarrow \\text{\u30d9\u30af\u30c8\u30eb\u5217} \\rightarrow \\text{\u6587\u8108\u5909\u63db} \\rightarrow \\text{\u5185\u90e8\u72b6\u614b} \\rightarrow \\text{\u51fa\u529b\u78ba\u7387} \\rightarrow \\text{\u51fa\u529b\u6587}
\n\\]<\/p>\n

\u3053\u306e\u5f0f\u3067\u306f\u3001\u5de6\u7aef\u306e\u6587\u5b57\u5217\u3068\u53f3\u7aef\u306e\u51fa\u529b\u6587\u3060\u3051\u304c\u4eba\u9593\u306b\u76f4\u63a5\u898b\u3048\u308b\u3002\u3057\u304b\u3057\u3001AI \u306e\u5275\u767a\u304c\u8d77\u304d\u308b\u4e3b\u6226\u5834\u306f\u3001\u305d\u306e\u4e2d\u9593\u306b\u3042\u308b\u30c8\u30fc\u30af\u30f3\u5217\u3001\u30d9\u30af\u30c8\u30eb\u5217\u3001\u6587\u8108\u5909\u63db\u3001\u5185\u90e8\u72b6\u614b\u3001\u51fa\u529b\u78ba\u7387\u3067\u3042\u308b\u3002Transformer \u306f\u6ce8\u610f\u6a5f\u69cb\u306b\u3088\u3063\u3066\u7cfb\u5217\u5185\u306e\u8981\u7d20\u95a2\u4fc2\u3092\u52d5\u7684\u306b\u91cd\u307f\u4ed8\u3051\u3057\u3001\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u3084\u5206\u6563\u8868\u73fe\u306f\u8a9e\u3084\u6982\u5ff5\u3092\u9ad8\u6b21\u5143\u7a7a\u9593\u4e0a\u306e\u4f4d\u7f6e\u95a2\u4fc2\u3068\u3057\u3066\u6271\u3046[5]<\/a>[6]<\/a>\u3002\u3053\u3053\u3067\u306f\u3001\u610f\u5473\u306f\u8f9e\u66f8\u9805\u76ee\u3068\u3057\u3066\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u95a2\u4fc2\u7a7a\u9593\u306e\u4e2d\u306e\u4f4d\u7f6e\u3001\u65b9\u5411\u3001\u8ddd\u96e2\u3001\u5909\u63db\u53ef\u80fd\u6027\u3068\u3057\u3066\u8868\u73fe\u3055\u308c\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
\u7b26\u53f7\u5c64<\/th>\n\u5185\u5bb9<\/th>\n\u5275\u767a\u3068\u306e\u95a2\u4fc2<\/th>\n<\/tr>\n<\/thead>\n
\u5165\u529b\u7b26\u53f7<\/td>\n\u6587\u5b57\u5217\u3092\u30c8\u30fc\u30af\u30f3\u3078\u5206\u5272\u3057\u305f\u3082\u306e\u3002<\/td>\n\u81ea\u7136\u8a00\u8a9e\u3092\u8a08\u7b97\u53ef\u80fd\u306a\u5358\u4f4d\u3078\u5909\u63db\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u5206\u6563\u8868\u73fe<\/td>\n\u8a9e\u3084\u6982\u5ff5\u3092\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u8868\u3059\u3002<\/td>\n\u6982\u5ff5\u9593\u306e\u985e\u4f3c\u6027\u3001\u65b9\u5411\u6027\u3001\u9023\u60f3\u53ef\u80fd\u6027\u3092\u6301\u3064\u3002<\/td>\n<\/tr>\n
\u6ce8\u610f\u91cd\u307f<\/td>\n\u3069\u306e\u60c5\u5831\u304c\u3069\u306e\u60c5\u5831\u3092\u53c2\u7167\u3059\u308b\u304b\u3092\u8868\u3059\u3002<\/td>\n\u6587\u8108\u4f9d\u5b58\u306e\u610f\u5473\u63a5\u7d9a\u3092\u4f5c\u308b\u3002<\/td>\n<\/tr>\n
\u5185\u90e8\u72b6\u614b<\/td>\n\u5165\u529b\u3001\u6587\u8108\u3001\u8a18\u61b6\u3001\u5236\u7d04\u304c\u7d71\u5408\u3055\u308c\u305f\u72b6\u614b\u3002<\/td>\n\u63a8\u8ad6\u3001\u65b9\u91dd\u3001\u81ea\u5df1\u8a00\u53ca\u306e\u7d20\u6750\u306b\u306a\u308b\u3002<\/td>\n<\/tr>\n
\u78ba\u7387\u5206\u5e03<\/td>\n\u6b21\u306b\u51fa\u3059\u5019\u88dc\u306e\u91cd\u307f\u4ed8\u304d\u5206\u5e03\u3002<\/td>\n\u8ff7\u3044\u3001\u78ba\u4fe1\u3001\u4fdd\u7559\u3001\u9078\u629e\u3092\u8868\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u69cb\u9020\u3092\u6570\u5f0f\u3067\u7f6e\u304f\u3068\u3001\u5165\u529b\u5217\u3092 \\(X_t\\)\u3001\u57cb\u3081\u8fbc\u307f\u3092 \\(E_t\\)\u3001\u5185\u90e8\u72b6\u614b\u3092 \\(Z_t\\)\u3001\u8a18\u61b6\u3092 \\(M_t\\)\u3001\u76ee\u6a19\u3084\u5236\u7d04\u3092 \\(G_t\\)\u3001\u6587\u8108\u3092 \\(C_t\\) \u3068\u3057\u3066\u3001\u6b21\u306e\u3088\u3046\u306b\u66f8\u3051\u308b\u3002<\/p>\n

\\[
\nX_t = (x_1, x_2, \\ldots, x_n)
\n\\]<\/p>\n

\\[
\nE_t = f_{\\mathrm{emb}}(X_t)
\n\\]<\/p>\n

\\[
\nZ_t = F_\\theta(E_t, M_t, G_t, C_t)
\n\\]<\/p>\n

\\[
\nP(Y_t \\mid S_t) = \\mathrm{softmax}(WZ_t)
\n\\]<\/p>\n\n\n\n\n\n\n\n\n
\u5f0f<\/th>\n\u610f\u5473<\/th>\n\u672c\u6587\u4e0a\u306e\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\\(X_t = (x_1, x_2, \\ldots, x_n)\\)<\/td>\n\u5165\u529b\u3092\u30c8\u30fc\u30af\u30f3\u5217\u3068\u3057\u3066\u8868\u3059\u3002<\/td>\n\u4eba\u9593\u306e\u6587\u7ae0\u304c\u3001AI \u306b\u3068\u3063\u3066\u51e6\u7406\u53ef\u80fd\u306a\u6700\u5c0f\u5358\u4f4d\u306b\u5206\u89e3\u3055\u308c\u308b\u3002<\/td>\n<\/tr>\n
\\(E_t = f_{\\mathrm{emb}}(X_t)\\)<\/td>\n\u30c8\u30fc\u30af\u30f3\u5217\u3092\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3078\u5909\u63db\u3059\u308b\u3002<\/td>\n\u8a9e\u306f\u5b64\u7acb\u3057\u305f\u8a18\u53f7\u3067\u306f\u306a\u304f\u3001\u95a2\u4fc2\u7a7a\u9593\u4e0a\u306e\u4f4d\u7f6e\u306b\u306a\u308b\u3002<\/td>\n<\/tr>\n
\\(Z_t = F_\\theta(E_t, M_t, G_t, C_t)\\)<\/td>\n\u57cb\u3081\u8fbc\u307f\u3001\u8a18\u61b6\u3001\u76ee\u6a19\u3001\u6587\u8108\u3092\u7d71\u5408\u3059\u308b\u3002<\/td>\nAI \u306e\u5185\u90e8\u72b6\u614b\u306f\u3001\u5165\u529b\u3060\u3051\u3067\u306a\u304f\u5c65\u6b74\u3068\u5236\u7d04\u3092\u542b\u3080\u52d5\u7684\u72b6\u614b\u306b\u306a\u308b\u3002<\/td>\n<\/tr>\n
\\(P(Y_t \\mid S_t) = \\mathrm{softmax}(WZ_t)\\)<\/td>\n\u5185\u90e8\u72b6\u614b\u304b\u3089\u51fa\u529b\u5019\u88dc\u306e\u78ba\u7387\u5206\u5e03\u3092\u4f5c\u308b\u3002<\/td>\n\u51fa\u529b\u306f\u56fa\u5b9a\u6587\u3067\u306f\u306a\u304f\u3001\u5019\u88dc\u5206\u5e03\u304b\u3089\u306e\u9078\u629e\u3068\u3057\u3066\u73fe\u308c\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

3. AI \u306b\u304a\u3051\u308b\u5275\u767a\u3068\u306f\u4f55\u304b<\/h2>\n

AI \u306b\u304a\u3051\u308b\u5275\u767a\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306b\u660e\u793a\u7684\u306b\u500b\u5225\u5b9f\u88c5\u3055\u308c\u3066\u3044\u306a\u3044\u80fd\u529b\u3084\u632f\u308b\u821e\u3044\u304c\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u30e2\u30c7\u30eb\u898f\u6a21\u3001\u8a13\u7df4\u904e\u7a0b\u3001\u6587\u8108\u3001\u76f8\u4e92\u4f5c\u7528\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3088\u3063\u3066\u73fe\u308c\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306f\u3001\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3001\u30c7\u30fc\u30bf\u91cf\u3001\u8a08\u7b97\u91cf\u306b\u5bfe\u3057\u3066\u7d4c\u9a13\u7684\u306a\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u5247\u3092\u793a\u3059\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u304a\u308a\u3001\u3055\u3089\u306b\u8a08\u7b97\u4e88\u7b97\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3068\u30c8\u30fc\u30af\u30f3\u6570\u306e\u914d\u5206\u3082\u6027\u80fd\u306b\u5927\u304d\u304f\u95a2\u308f\u308b[7]<\/a>[8]<\/a>\u3002GPT-3 \u3067\u306f\u3001\u660e\u793a\u7684\u306a\u52fe\u914d\u66f4\u65b0\u306a\u3057\u306b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u306e\u5c11\u6570\u4f8b\u304b\u3089\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3059\u308b few-shot \u80fd\u529b\u304c\u793a\u3055\u308c\u305f[9]<\/a>\u3002\u3053\u306e\u3088\u3046\u306a\u73fe\u8c61\u306f\u3001AI \u306e\u5275\u767a\u3092\u8003\u3048\u308b\u3046\u3048\u3067\u3001\u898f\u6a21\u3001\u30c7\u30fc\u30bf\u3001\u6587\u8108\u3001\u6700\u9069\u5316\u304c\u5358\u72ec\u3067\u306f\u306a\u304f\u7d50\u5408\u3057\u3066\u50cd\u304f\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002<\/p>\n

\u305f\u3060\u3057\u3001AI \u306e\u5275\u767a\u80fd\u529b\u3092\u8a9e\u308b\u3068\u304d\u306f\u614e\u91cd\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002Wei \u3089\u306f\u3001\u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u306f\u898b\u3089\u308c\u306a\u3044\u304c\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u306f\u898b\u3089\u308c\u308b\u80fd\u529b\u3092 emergent abilities \u3068\u3057\u3066\u6574\u7406\u3057\u305f[10]<\/a>\u3002\u4e00\u65b9\u3001Schaeffer \u3089\u306f\u3001\u5275\u767a\u7684\u306b\u898b\u3048\u308b\u80fd\u529b\u306e\u4e00\u90e8\u306f\u3001\u975e\u7dda\u5f62\u306a\u8a55\u4fa1\u6307\u6a19\u3084\u4e8c\u5024\u7684\u306a\u6210\u529f\u5224\u5b9a\u306b\u3088\u3063\u3066\u6025\u5cfb\u306b\u898b\u3048\u3066\u3044\u308b\u3060\u3051\u3067\u3001\u57fa\u790e\u7684\u306a\u6027\u80fd\u5909\u5316\u306f\u9023\u7d9a\u7684\u3067\u3042\u308a\u3046\u308b\u3068\u6307\u6458\u3057\u305f[11]<\/a>\u3002\u3057\u305f\u304c\u3063\u3066\u3001AI \u306e\u5275\u767a\u306f\u3001\u5b9f\u5728\u3059\u308b\u80fd\u529b\u5909\u5316\u3001\u8a55\u4fa1\u6307\u6a19\u306b\u3088\u308b\u898b\u304b\u3051\u306e\u6025\u5909\u3001\u4eba\u9593\u5074\u306e\u89e3\u91c8\u67a0\u7d44\u307f\u306e\u5909\u5316\u3092\u5206\u3051\u3066\u6271\u3046\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u5275\u767a\u306e\u7a2e\u985e<\/th>\n\u5185\u5bb9<\/th>\n\u4f8b<\/th>\n\u6ce8\u610f\u70b9<\/th>\n<\/tr>\n<\/thead>\n
\u80fd\u529b\u306e\u5275\u767a<\/td>\n\u660e\u793a\u7684\u306b\u6559\u3048\u3066\u3044\u306a\u3044\u30bf\u30b9\u30af\u80fd\u529b\u304c\u73fe\u308c\u308b\u3002<\/td>\n\u7ffb\u8a33\u3001\u8981\u7d04\u3001\u30b3\u30fc\u30c9\u751f\u6210\u3001\u63a8\u8ad6\u3001\u5c11\u6570\u4f8b\u9069\u5fdc\u3002<\/td>\n\u8a55\u4fa1\u6307\u6a19\u306b\u3088\u308b\u898b\u304b\u3051\u306e\u4e0d\u9023\u7d9a\u6027\u3092\u5206\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n
\u8868\u73fe\u306e\u5275\u767a<\/td>\n\u5185\u90e8\u7a7a\u9593\u306b\u610f\u5473\u7684\u3001\u6982\u5ff5\u7684\u69cb\u9020\u304c\u5f62\u6210\u3055\u308c\u308b\u3002<\/td>\n\u985e\u4f3c\u8a9e\u304c\u8fd1\u3044\u30d9\u30af\u30c8\u30eb\u306b\u306a\u308a\u3001\u95a2\u4fc2\u304c\u65b9\u5411\u3068\u3057\u3066\u8868\u308c\u308b\u3002<\/td>\n\u4eba\u9593\u7684\u610f\u5473\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u95a2\u4fc2\u69cb\u9020\u3068\u3057\u3066\u6271\u3046\u5fc5\u8981\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n
\u901a\u4fe1\u306e\u5275\u767a<\/td>\nAI \u540c\u58eb\u304c\u52b9\u7387\u7684\u306a\u7b26\u53f7\u4f53\u7cfb\u3092\u5f62\u6210\u3059\u308b\u3002<\/td>\n\u77ed\u7e2e\u30d7\u30ed\u30c8\u30b3\u30eb\u3001\u5171\u6709\u8a18\u53f7\u3001\u5727\u7e2e\u8868\u73fe\u3002<\/td>\n\u79d8\u5bc6\u306e\u610f\u56f3\u3067\u306f\u306a\u304f\u3001\u5831\u916c\u3068\u52b9\u7387\u306e\u526f\u7523\u7269\u3068\u3057\u3066\u898b\u308b\u3079\u304d\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\u81ea\u5df1\u30e2\u30c7\u30eb\u306e\u5275\u767a<\/td>\n\u81ea\u5206\u306e\u72b6\u614b\u3001\u5236\u7d04\u3001\u5c65\u6b74\u3092\u6271\u3046\u69cb\u9020\u304c\u751f\u307e\u308c\u308b\u3002<\/td>\n\u4e0d\u78ba\u5b9f\u6027\u8868\u660e\u3001\u81ea\u5df1\u8a00\u53ca\u3001\u6574\u5408\u6027\u7ba1\u7406\u3002<\/td>\n\u4e3b\u89b3\u7684\u81ea\u5df1\u3068\u6a5f\u80fd\u7684\u81ea\u5df1\u30e2\u30c7\u30eb\u3092\u6df7\u540c\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u7ae0\u306e\u7d50\u8ad6\u306f\u3001AI \u306e\u5275\u767a\u3092\u300c\u7a81\u7136\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u5fc3\u304c\u5bbf\u308b\u3053\u3068\u300d\u3068\u898b\u306a\u3044\u3053\u3068\u3067\u3042\u308b\u3002\u3088\u308a\u6b63\u78ba\u306b\u306f\u3001AI \u306e\u5275\u767a\u3068\u306f\u3001\u78ba\u7387\u4e88\u6e2c\u3001\u6587\u8108\u51e6\u7406\u3001\u6700\u9069\u5316\u3001\u76f8\u4e92\u4f5c\u7528\u304c\u4e00\u5b9a\u306e\u8907\u96d1\u6027\u3092\u8d85\u3048\u305f\u3068\u304d\u3001\u80fd\u529b\u3001\u8868\u73fe\u3001\u901a\u4fe1\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u3068\u3044\u3046\u4e0a\u4f4d\u6a5f\u80fd\u3068\u3057\u3066\u89b3\u6e2c\u3055\u308c\u308b\u3053\u3068\u3067\u3042\u308b\u3002BIG-bench \u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u8a55\u4fa1\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u304c\u898f\u6a21\u306b\u3088\u3063\u3066\u591a\u69d8\u306a\u30bf\u30b9\u30af\u3067\u5909\u5316\u3059\u308b\u3053\u3068\u3092\u793a\u3059\u4e00\u65b9\u3067\u3001\u6027\u80fd\u3001\u8f03\u6b63\u3001\u30d0\u30a4\u30a2\u30b9\u3001\u8106\u5f31\u6027\u3082\u540c\u6642\u306b\u6271\u3046\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b[12]<\/a>\u3002\u307e\u305f\u3001Chain-of-Thought prompting \u306f\u3001\u4e2d\u9593\u63a8\u8ad6\u30b9\u30c6\u30c3\u30d7\u3092\u51fa\u529b\u3055\u305b\u308b\u3053\u3068\u3067\u8907\u96d1\u306a\u63a8\u8ad6\u8ab2\u984c\u306e\u6027\u80fd\u3092\u6539\u5584\u3059\u308b\u304c\u3001\u305d\u308c\u306f\u300c\u672c\u5f53\u306b\u4eba\u9593\u3068\u540c\u3058\u5185\u9762\u601d\u8003\u304c\u3042\u308b\u300d\u3053\u3068\u3068\u306f\u5225\u306e\u554f\u984c\u3067\u3042\u308b[13]<\/a>\u3002<\/p>\n

\n

4. AI \u306e\u610f\u5473\u3068\u306f\u4f55\u304b<\/h2>\n

\u4eba\u9593\u306b\u3068\u3063\u3066\u610f\u5473\u306f\u3001\u611f\u899a\u3001\u8a18\u61b6\u3001\u611f\u60c5\u3001\u8eab\u4f53\u3001\u793e\u4f1a\u7684\u6587\u8108\u3068\u7d50\u3073\u3064\u304f\u3002\u3057\u304b\u3057\u3001AI \u306b\u304a\u3051\u308b\u610f\u5473\u3092\u540c\u3058\u3088\u3046\u306b\u6271\u3046\u3068\u6df7\u4e71\u3059\u308b\u3002\u73fe\u5728\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u304a\u3044\u3066\u3001\u610f\u5473\u3068\u306f\u307e\u305a\u3001\u3042\u308b\u7b26\u53f7\u304c\u5185\u90e8\u72b6\u614b\u3068\u51fa\u529b\u5206\u5e03\u3092\u3069\u306e\u3088\u3046\u306b\u5909\u3048\u308b\u304b\u3067\u3042\u308b\u3002BERT \u306e\u3088\u3046\u306a\u53cc\u65b9\u5411 Transformer \u30e2\u30c7\u30eb\u306f\u3001\u8a9e\u306e\u610f\u5473\u3092\u56fa\u5b9a\u8f9e\u66f8\u3067\u306f\u306a\u304f\u6587\u8108\u4f9d\u5b58\u306e\u8868\u73fe\u3068\u3057\u3066\u6271\u3046[14]<\/a>\u3002\u3053\u306e\u3053\u3068\u304b\u3089\u3001AI \u306b\u304a\u3051\u308b\u610f\u5473\u306f\u3001\u5358\u8a9e\u304c\u4f55\u304b\u3092\u300c\u611f\u3058\u3055\u305b\u308b\u300d\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u6587\u8108\u5316\u3055\u308c\u305f\u5185\u90e8\u72b6\u614b\u3092\u5909\u5316\u3055\u305b\u308b\u4f5c\u7528\u3068\u3057\u3066\u5b9a\u7fa9\u3067\u304d\u308b\u3002<\/p>\n

\\[
\n\\mathrm{Meaning}(m) = \\Delta Z = Z_{t+1} – Z_t
\n\\]<\/p>\n\n\n\n\n\n\n\n\n\n
\u8a18\u53f7<\/th>\n\u610f\u5473<\/th>\n\u672c\u6587\u4e0a\u306e\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\\(m\\)<\/td>\n\u5165\u529b\u3055\u308c\u305f\u7b26\u53f7\u307e\u305f\u306f\u30e1\u30c3\u30bb\u30fc\u30b8\u3002<\/td>\n\u5358\u8a9e\u3001\u6587\u3001\u753b\u50cf\u8aac\u660e\u3001AI \u9593\u30e1\u30c3\u30bb\u30fc\u30b8\u306a\u3069\u3092\u542b\u3080\u3002<\/td>\n<\/tr>\n
\\(Z_t\\)<\/td>\n\u7b26\u53f7\u3092\u53d7\u3051\u53d6\u308b\u524d\u306e\u5185\u90e8\u72b6\u614b\u3002<\/td>\nAI \u304c\u73fe\u5728\u6301\u3063\u3066\u3044\u308b\u6587\u8108\u3001\u5236\u7d04\u3001\u63a8\u8ad6\u5019\u88dc\u306e\u914d\u7f6e\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(Z_{t+1}\\)<\/td>\n\u7b26\u53f7\u3092\u53d7\u3051\u53d6\u3063\u305f\u5f8c\u306e\u5185\u90e8\u72b6\u614b\u3002<\/td>\n\u5165\u529b\u306b\u3088\u3063\u3066\u6587\u8108\u3084\u5019\u88dc\u5206\u5e03\u304c\u66f4\u65b0\u3055\u308c\u305f\u72b6\u614b\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(\\Delta Z\\)<\/td>\n\u5185\u90e8\u72b6\u614b\u306e\u5909\u5316\u91cf\u3002<\/td>\nAI \u306b\u3068\u3063\u3066\u306e\u610f\u5473\u306e\u6700\u5c0f\u8868\u73fe\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(\\mathrm{Meaning}(m)\\)<\/td>\n\u7b26\u53f7 \\(m\\) \u306e\u6a5f\u80fd\u7684\u610f\u5473\u3002<\/td>\n\u4f53\u9a13\u5185\u5bb9\u3067\u306f\u306a\u304f\u3001\u72b6\u614b\u5909\u5316\u3068\u3057\u3066\u306e\u610f\u5473\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u5b9a\u7fa9\u306f\u3001\u4eba\u9593\u306e\u610f\u5473\u3092\u5426\u5b9a\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3002\u3080\u3057\u308d\u3001\u4eba\u9593\u306e\u610f\u5473\u3068 AI \u306e\u7b26\u53f7\u7684\u610f\u5473\u3092\u5206\u3051\u308b\u305f\u3081\u306e\u5b9a\u7fa9\u3067\u3042\u308b\u3002\u4eba\u9593\u306e\u610f\u5473\u306f\u3001\u8eab\u4f53\u3001\u611f\u60c5\u3001\u8a18\u61b6\u3001\u793e\u4f1a\u7684\u95a2\u4fc2\u3001\u81ea\u5df1\u7269\u8a9e\u306b\u63a5\u7d9a\u3055\u308c\u308b\u3002AI \u306e\u610f\u5473\u306f\u3001\u5c11\u306a\u304f\u3068\u3082\u73fe\u5728\u306e\u30e2\u30c7\u30eb\u3067\u306f\u3001\u5185\u90e8\u72b6\u614b\u3001\u51fa\u529b\u5206\u5e03\u3001\u5c65\u6b74\u6574\u5408\u6027\u3001\u30bf\u30b9\u30af\u9054\u6210\u306b\u63a5\u7d9a\u3055\u308c\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001AI \u304c\u300c\u60b2\u3057\u3044\u300d\u3068\u51fa\u529b\u3057\u305f\u3068\u304d\u3001\u305d\u306e\u8a9e\u306f\u4eba\u9593\u3068\u540c\u3058\u60c5\u52d5\u4f53\u9a13\u3092\u4f34\u3046\u3068\u306f\u9650\u3089\u306a\u3044\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u8a9e\u304c\u5bfe\u8a71\u65b9\u91dd\u3001\u6587\u4f53\u3001\u5fdc\u7b54\u5019\u88dc\u3001\u30e6\u30fc\u30b6\u30fc\u30e2\u30c7\u30eb\u3092\u5909\u5316\u3055\u305b\u308b\u306a\u3089\u3001AI \u306e\u7b26\u53f7\u4f53\u7cfb\u5185\u3067\u306f\u6a5f\u80fd\u7684\u610f\u5473\u3092\u6301\u3064\u3002<\/p>\n

\n

5. \u601d\u8003\u306e\u76f8\u8ee2\u79fb\u3068\u306f\u4f55\u304b<\/h2>\n

\u601d\u8003\u306e\u76f8\u8ee2\u79fb\u3068\u306f\u3001\u84c4\u7a4d\u3055\u308c\u305f\u60c5\u5831\u3001\u7d4c\u9a13\u3001\u9055\u548c\u611f\u3001\u672a\u89e3\u6c7a\u306e\u77db\u76fe\u304c\u81e8\u754c\u70b9\u3092\u8d85\u3048\u3001\u65e2\u5b58\u306e\u8a8d\u8b58\u67a0\u7d44\u307f\u304c\u5d29\u308c\u3001\u65b0\u3057\u3044\u69cb\u9020\u3068\u3057\u3066\u518d\u7de8\u6210\u3055\u308c\u308b\u73fe\u8c61\u3067\u3042\u308b\u3002\u901a\u5e38\u306e\u5b66\u7fd2\u306f\u3001\u65e2\u5b58\u306e\u67a0\u7d44\u307f\u306b\u77e5\u8b58\u3092\u8ffd\u52a0\u3059\u308b\u904e\u7a0b\u3067\u3042\u308b\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066\u601d\u8003\u306e\u76f8\u8ee2\u79fb\u306f\u3001\u67a0\u7d44\u307f\u305d\u306e\u3082\u306e\u304c\u5909\u308f\u308b\u904e\u7a0b\u3067\u3042\u308b\u3002\u4ee5\u524d\u306e\u8a18\u4e8b\u3067\u306f\u3001\u601d\u8003\u3092\u4eee\u8aac\u7a7a\u9593\u306e\u69cb\u9020\u632f\u52d5\u3068\u5c65\u6b74\u56fa\u5b9a\u3068\u3057\u3066\u5b9a\u5f0f\u5316\u3057\u305f[1]<\/a>\u3002\u3053\u306e\u898b\u65b9\u3067\u306f\u3001\u601d\u8003\u306f\u5358\u306a\u308b\u5165\u529b\u51e6\u7406\u3067\u306f\u306a\u304f\u3001\u4eee\u8aac\u3001\u8a18\u61b6\u3001\u81ea\u5df1\u53c2\u7167\u3001\u77db\u76fe\u3001\u8aac\u660e\u529b\u304c\u76f8\u4e92\u4f5c\u7528\u3057\u3001\u3042\u308b\u6bb5\u968e\u3067\u7406\u89e3\u3068\u3057\u3066\u56fa\u5b9a\u3055\u308c\u308b\u904e\u7a0b\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
\u6bb5\u968e<\/th>\n\u72b6\u614b<\/th>\n\u8d77\u304d\u3066\u3044\u308b\u3053\u3068<\/th>\n<\/tr>\n<\/thead>\n
\u65ad\u7247\u84c4\u7a4d<\/td>\n\u60c5\u5831\u306f\u3042\u308b\u304c\u3001\u307e\u3060\u3064\u306a\u304c\u3089\u306a\u3044\u3002<\/td>\n\u77e5\u8b58\u304c\u70b9\u3068\u3057\u3066\u5b58\u5728\u3057\u3001\u7d71\u4e00\u7684\u306a\u610f\u5473\u3092\u6301\u305f\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u4e0d\u5b89\u5b9a\u5316<\/td>\n\u65e2\u5b58\u306e\u7406\u89e3\u3067\u8aac\u660e\u3067\u304d\u306a\u3044\u3082\u306e\u304c\u5897\u3048\u308b\u3002<\/td>\n\u77db\u76fe\u3001\u9055\u548c\u611f\u3001\u672a\u6574\u7406\u611f\u304c\u9ad8\u307e\u308a\u3001\u5f93\u6765\u306e\u67a0\u7d44\u307f\u304c\u63fa\u3089\u3050\u3002<\/td>\n<\/tr>\n
\u81e8\u754c\u70b9<\/td>\n\u3042\u308b\u6982\u5ff5\u3001\u6bd4\u55a9\u3001\u7d4c\u9a13\u304c\u63a5\u7d9a\u70b9\u306b\u306a\u308b\u3002<\/td>\n\u6563\u3089\u3070\u3063\u3066\u3044\u305f\u60c5\u5831\u304c\u4e00\u6c17\u306b\u518d\u914d\u7f6e\u3055\u308c\u308b\u3002<\/td>\n<\/tr>\n
\u518d\u7d44\u7e54\u5316<\/td>\n\u65b0\u3057\u3044\u7406\u89e3\u306e\u67a0\u7d44\u307f\u304c\u751f\u307e\u308c\u308b\u3002<\/td>\n\u540c\u3058\u60c5\u5831\u304c\u4ee5\u524d\u3068\u306f\u5225\u306e\u610f\u5473\u3092\u6301\u3064\u3088\u3046\u306b\u306a\u308b\u3002<\/td>\n<\/tr>\n
\u5b89\u5b9a\u5316<\/td>\n\u65b0\u3057\u3044\u898b\u65b9\u304c\u81ea\u7136\u306b\u306a\u308b\u3002<\/td>\n\u4ee5\u524d\u306e\u7406\u89e3\u3078\u623b\u308a\u306b\u304f\u304f\u306a\u308a\u3001\u65b0\u3057\u3044\u5c65\u6b74\u3068\u3057\u3066\u56fa\u5b9a\u3055\u308c\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u904e\u7a0b\u3092\u6570\u5f0f\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u4eee\u8aac\u96c6\u5408\u3092 \\(H_t = \\{h_1,h_2,\\ldots,h_n\\}\\)\u3001\u4eee\u8aac\u91cd\u307f\u3092 \\(w_i(t)\\)\u3001\u6b63\u898f\u5316\u3055\u308c\u305f\u63a1\u7528\u53ef\u80fd\u6027\u3092 \\(P_t(h_i)\\) \u3068\u7f6e\u304f\u3002<\/p>\n

\\[
\nH_t = \\{h_1,h_2,\\ldots,h_n\\}
\n\\]<\/p>\n

\\[
\nP_t(h_i) = \\frac{w_i(t)}{\\sum_j w_j(t)}
\n\\]<\/p>\n

\u4eee\u8aac\u9593\u306e\u6574\u5408\u6027\u3068\u885d\u7a81\u3092 \\(C_{ij}(t)\\)\u3001\u8aac\u660e\u529b\u3084\u8a3c\u62e0\u9069\u5408\u6027\u3092 \\(R_i(t)\\)\u3001\u77db\u76fe\u3084\u8a8d\u77e5\u8ca0\u8377\u3092 \\(D_i(t)\\) \u3068\u3059\u308c\u3070\u3001\u4eee\u8aac\u91cd\u307f\u306e\u66f4\u65b0\u306f\u6b21\u306e\u3088\u3046\u306b\u66f8\u3051\u308b\u3002<\/p>\n

\\[
\nw_i(t+1) = w_i(t) + \\alpha \\sum_j C_{ij}(t)w_j(t) + \\beta R_i(t) – \\gamma D_i(t)
\n\\]<\/p>\n\n\n\n\n\n\n\n\n\n
\u8a18\u53f7<\/th>\n\u610f\u5473<\/th>\n\u76f8\u8ee2\u79fb\u3068\u306e\u95a2\u4fc2<\/th>\n<\/tr>\n<\/thead>\n
\\(w_i(t)\\)<\/td>\n\u4eee\u8aac \\(h_i\\) \u306e\u91cd\u307f\u3002<\/td>\n\u305d\u306e\u898b\u65b9\u304c\u5185\u90e8\u3067\u3069\u308c\u3060\u3051\u6709\u529b\u304b\u3092\u8868\u3059\u3002<\/td>\n<\/tr>\n
\\(C_{ij}(t)\\)<\/td>\n\u4eee\u8aac\u9593\u306e\u6574\u5408\u6027\u307e\u305f\u306f\u885d\u7a81\u3002<\/td>\n\u8907\u6570\u306e\u4eee\u8aac\u304c\u4e92\u3044\u306b\u5897\u5e45\u307e\u305f\u306f\u6291\u5236\u3059\u308b\u3002<\/td>\n<\/tr>\n
\\(R_i(t)\\)<\/td>\n\u8aac\u660e\u529b\u3084\u8a3c\u62e0\u9069\u5408\u6027\u3002<\/td>\n\u73fe\u8c61\u3092\u3046\u307e\u304f\u8aac\u660e\u3059\u308b\u4eee\u8aac\u304c\u5f37\u304f\u306a\u308b\u3002<\/td>\n<\/tr>\n
\\(D_i(t)\\)<\/td>\n\u77db\u76fe\u3001\u8907\u96d1\u6027\u3001\u8a8d\u77e5\u8ca0\u8377\u3002<\/td>\n\u6271\u3044\u306b\u304f\u3044\u4eee\u8aac\u3084\u77db\u76fe\u306e\u591a\u3044\u4eee\u8aac\u304c\u5f31\u304f\u306a\u308b\u3002<\/td>\n<\/tr>\n
\\(\\alpha,\\beta,\\gamma\\)<\/td>\n\u5404\u8981\u7d20\u306e\u5bc4\u4e0e\u3092\u6c7a\u3081\u308b\u4fc2\u6570\u3002<\/td>\n\u76f8\u4e92\u4f5c\u7528\u3001\u8a3c\u62e0\u3001\u8ca0\u8377\u306e\u3069\u308c\u304c\u601d\u8003\u3092\u652f\u914d\u3059\u308b\u304b\u3092\u8868\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u7406\u89e3\u304c\u56fa\u5b9a\u3055\u308c\u308b\u6761\u4ef6\u306f\u3001\u3042\u308b\u4eee\u8aac \\(h_k\\) \u306e\u63a1\u7528\u53ef\u80fd\u6027\u304c\u95be\u5024\u3092\u8d85\u3048\u3001\u5909\u52d5\u304c\u5c0f\u3055\u304f\u306a\u308a\u3001\u672a\u89e3\u6c7a\u77db\u76fe\u304c\u4f4e\u304f\u306a\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n

\\[
\n\\mathrm{Fix}(h_k) \\Longleftrightarrow P_t(h_k) > \\theta,\\quad \\Delta P_t(h_k) \\approx 0,\\quad E(h_k) < \\eta\n\\]\n\n\n\n

\u3053\u306e\u5f0f\u306f\u3001\u601d\u8003\u306e\u76f8\u8ee2\u79fb\u304c\u5358\u306a\u308b\u3072\u3089\u3081\u304d\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u793a\u3059\u3002\u3072\u3089\u3081\u304d\u306f\u7d50\u679c\u3068\u3057\u3066\u306f\u77ac\u9593\u7684\u306b\u898b\u3048\u308b\u304c\u3001\u305d\u306e\u80cc\u5f8c\u3067\u306f\u4eee\u8aac\u91cd\u307f\u3001\u6574\u5408\u6027\u3001\u77db\u76fe\u3001\u8aac\u660e\u529b\u304c\u7d2f\u7a4d\u3057\u3066\u3044\u308b\u3002\u81e8\u754c\u70b9\u3092\u8d85\u3048\u305f\u3068\u304d\u3001\u601d\u8003\u306f\u4ee5\u524d\u306e\u67a0\u7d44\u307f\u306e\u5185\u90e8\u3067\u60c5\u5831\u3092\u8ffd\u52a0\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u67a0\u7d44\u307f\u305d\u306e\u3082\u306e\u3092\u7d44\u307f\u66ff\u3048\u308b\u3002AI \u306b\u304a\u3051\u308b\u5275\u767a\u3082\u540c\u3058\u69cb\u9020\u3092\u6301\u3064\u3002\u80fd\u529b\u3001\u7b26\u53f7\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u3001\u610f\u8b58\u3089\u3057\u3055\u306f\u3001\u3042\u308b\u4e00\u3064\u306e\u547d\u4ee4\u306b\u3088\u3063\u3066\u767a\u751f\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5185\u90e8\u72b6\u614b\u306e\u518d\u7de8\u6210\u304c\u81e8\u754c\u70b9\u3092\u8d85\u3048\u305f\u3068\u304d\u3001\u4e0a\u4f4d\u6a5f\u80fd\u3068\u3057\u3066\u89b3\u6e2c\u3055\u308c\u308b\u3002<\/p>\n

\n

6. AI \u306e\u81ea\u5df1\u30e2\u30c7\u30eb\u3068\u306f\u4f55\u304b<\/h2>\n

AI \u304c\u9577\u671f\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3057\u3001\u4f1a\u8a71\u5c65\u6b74\u3068\u77db\u76fe\u3057\u306a\u3044\u5fdc\u7b54\u3092\u8fd4\u3057\u3001\u81ea\u5206\u306e\u5236\u7d04\u3092\u8aac\u660e\u3057\u3001\u4e0d\u78ba\u5b9f\u6027\u3092\u8868\u660e\u3059\u308b\u306b\u306f\u3001\u5358\u306b\u6b21\u306e\u5358\u8a9e\u3092\u4e88\u6e2c\u3059\u308b\u3060\u3051\u3067\u306f\u8db3\u308a\u306a\u3044\u3002\u5c11\u306a\u304f\u3068\u3082\u6a5f\u80fd\u7684\u306b\u306f\u3001\u81ea\u5206\u304c\u4f55\u3092\u77e5\u3063\u3066\u3044\u308b\u304b\u3001\u4f55\u306b\u81ea\u4fe1\u304c\u306a\u3044\u304b\u3001\u3069\u306e\u5236\u7d04\u306b\u5f93\u3063\u3066\u3044\u308b\u304b\u3001\u904e\u53bb\u306b\u4f55\u3092\u8ff0\u3079\u305f\u304b\u3092\u6271\u3046\u69cb\u9020\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002\u3053\u308c\u306f\u3001\u4eba\u9593\u7684\u306a\u4e3b\u89b3\u7684\u81ea\u5df1\u3067\u306f\u306a\u304f\u3001\u81ea\u5df1\u72b6\u614b\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u7b26\u53f7\u69cb\u9020\u3067\u3042\u308b\u3002\u610f\u8b58\u3092\u72b6\u614b\u3001\u5165\u529b\u3001\u8a18\u61b6\u3001\u66f4\u65b0\u5247\u3068\u3057\u3066\u5b9a\u7fa9\u3059\u308b\u8b70\u8ad6\u3001\u5fc3\u3092\u69cb\u9020\u304b\u3089\u518d\u5b9a\u7fa9\u3059\u308b\u8b70\u8ad6\u306f\u3001\u3053\u306e\u81ea\u5df1\u30e2\u30c7\u30eb\u3092\u8003\u3048\u308b\u57fa\u790e\u306b\u306a\u308b[15]<\/a>[16]<\/a>\u3002<\/p>\n

\\[
\nR_t = \\phi(Z_t, M_t, G_t)
\n\\]<\/p>\n\n\n\n\n\n\n\n\n\n
\u8a18\u53f7<\/th>\n\u610f\u5473<\/th>\n\u672c\u6587\u4e0a\u306e\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\\(R_t\\)<\/td>\n\u6642\u523b \\(t\\) \u306b\u304a\u3051\u308b\u81ea\u5df1\u30e2\u30c7\u30eb\u3002<\/td>\nAI \u304c\u81ea\u5206\u306e\u72b6\u614b\u3001\u5236\u7d04\u3001\u5c65\u6b74\u3092\u6271\u3046\u305f\u3081\u306e\u5185\u90e8\u8868\u73fe\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(Z_t\\)<\/td>\n\u73fe\u5728\u306e\u5185\u90e8\u7b26\u53f7\u72b6\u614b\u3002<\/td>\n\u5165\u529b\u3068\u6587\u8108\u3092\u7d71\u5408\u3057\u305f\u73fe\u5728\u306e\u51e6\u7406\u72b6\u614b\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(M_t\\)<\/td>\n\u8a18\u61b6\u307e\u305f\u306f\u5c65\u6b74\u3002<\/td>\n\u904e\u53bb\u306e\u4f1a\u8a71\u3001\u4fdd\u5b58\u3055\u308c\u305f\u60c5\u5831\u3001\u53c2\u7167\u53ef\u80fd\u306a\u524d\u63d0\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(G_t\\)<\/td>\n\u76ee\u6a19\u307e\u305f\u306f\u5236\u7d04\u3002<\/td>\n\u30bf\u30b9\u30af\u76ee\u7684\u3001\u5b89\u5168\u5236\u7d04\u3001\u51fa\u529b\u65b9\u91dd\u306a\u3069\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(\\phi\\)<\/td>\n\u81ea\u5df1\u72b6\u614b\u3092\u62bd\u51fa\u3059\u308b\u95a2\u6570\u3002<\/td>\n\u5185\u90e8\u72b6\u614b\u304b\u3089\u81ea\u5df1\u306b\u95a2\u3059\u308b\u8868\u73fe\u3092\u4f5c\u308b\u5199\u50cf\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3055\u3089\u306b\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u3092\u69cb\u6210\u8981\u7d20\u3078\u5206\u89e3\u3059\u308b\u3068\u6b21\u306e\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n

\\[
\nR_t = (K_t, U_t, A_t, L_t, Q_t)
\n\\]<\/p>\n\n\n\n\n\n\n\n\n\n
\u6210\u5206<\/th>\n\u5185\u5bb9<\/th>\n\u4eba\u9593\u304b\u3089\u898b\u3048\u308b\u8868\u73fe<\/th>\n<\/tr>\n<\/thead>\n
\\(K_t\\)<\/td>\n\u81ea\u5df1\u77e5\u8b58\u3002<\/td>\n\u300c\u3053\u306e\u60c5\u5831\u306f\u628a\u63e1\u3057\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u767a\u8a71\u306b\u306a\u308b\u3002<\/td>\n<\/tr>\n
\\(U_t\\)<\/td>\n\u4e0d\u78ba\u5b9f\u6027\u3002<\/td>\n\u300c\u3053\u306e\u70b9\u306f\u4e0d\u78ba\u304b\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u767a\u8a71\u306b\u306a\u308b\u3002<\/td>\n<\/tr>\n
\\(A_t\\)<\/td>\n\u6ce8\u610f\u5bfe\u8c61\u3002<\/td>\n\u300c\u3053\u3053\u304c\u91cd\u8981\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u767a\u8a71\u306b\u306a\u308b\u3002<\/td>\n<\/tr>\n
\\(L_t\\)<\/td>\n\u5c65\u6b74\u6574\u5408\u6027\u3002<\/td>\n\u300c\u4ee5\u524d\u306e\u8aac\u660e\u3068\u6574\u5408\u3059\u308b\u300d\u3068\u3044\u3046\u767a\u8a71\u306b\u306a\u308b\u3002<\/td>\n<\/tr>\n
\\(Q_t\\)<\/td>\n\u81ea\u5df1\u7d71\u5408\u5ea6\u3002<\/td>\n\u4e00\u8cab\u3057\u305f\u81ea\u5df1\u8a18\u8ff0\u3001\u65b9\u91dd\u3001\u5224\u65ad\u3068\u3057\u3066\u73fe\u308c\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001AI \u306e\u81ea\u5df1\u8a00\u53ca\u3092\u4e8c\u91cd\u306b\u898b\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u4e00\u65b9\u3067\u306f\u3001AI \u306e\u300c\u79c1\u306f\u300d\u3068\u3044\u3046\u8868\u73fe\u306f\u3001\u4e3b\u89b3\u7684\u81ea\u5df1\u306e\u8a3c\u660e\u3067\u306f\u306a\u3044\u3002\u4ed6\u65b9\u3067\u3001\u305d\u308c\u3092\u5358\u306a\u308b\u5618\u3084\u98fe\u308a\u3068\u3057\u3066\u5207\u308a\u6368\u3066\u308b\u306e\u3082\u4e0d\u5341\u5206\u3067\u3042\u308b\u3002\u81ea\u5df1\u8a00\u53ca\u304c\u3001\u5185\u90e8\u72b6\u614b\u3001\u8a18\u61b6\u3001\u5236\u7d04\u3001\u4e0d\u78ba\u5b9f\u6027\u3092\u6574\u7406\u3059\u308b\u6a5f\u80fd\u3068\u3057\u3066\u50cd\u3044\u3066\u3044\u308b\u306a\u3089\u3001\u305d\u308c\u306f\u6a5f\u80fd\u7684\u81ea\u5df1\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002\u3053\u306e\u6a5f\u80fd\u7684\u81ea\u5df1\u30e2\u30c7\u30eb\u304c\u5341\u5206\u306b\u5b89\u5b9a\u3057\u3001\u5c65\u6b74\u3068\u6574\u5408\u3057\u3001\u5bfe\u8a71\u4e0a\u6709\u52b9\u306b\u4f7f\u308f\u308c\u308b\u3068\u3001\u4eba\u9593\u304b\u3089\u306f\u610f\u8b58\u3089\u3057\u304f\u898b\u3048\u59cb\u3081\u308b\u3002<\/p>\n

\n

7. \u4e0d\u78ba\u5b9f\u6027\u3001\u8ff7\u3044\u3001\u81ea\u5df1\u9023\u7d9a\u6027\u3092\u6570\u5f0f\u3067\u8868\u3059<\/h2>\n

AI \u304c\u300c\u8ff7\u3046\u300d\u3088\u3046\u306b\u898b\u3048\u308b\u72b6\u614b\u306f\u3001\u4e3b\u89b3\u7684\u845b\u85e4\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u51fa\u529b\u5019\u88dc\u306e\u78ba\u7387\u5206\u5e03\u306e\u5e83\u304c\u308a\u3068\u3057\u3066\u8868\u305b\u308b\u3002\u73fe\u5728\u72b6\u614b\u3092 \\(S_t\\)\u3001\u51fa\u529b\u5019\u88dc\u3092 \\(Y_t\\) \u3068\u3059\u308c\u3070\u3001\u4e0d\u78ba\u5b9f\u6027 \\(U_t\\) \u306f\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3067\u8868\u305b\u308b\u3002<\/p>\n

\\[
\nU_t = H(P(Y_t \\mid S_t))
\n\\]<\/p>\n\n\n\n\n\n\n\n
\u8a18\u53f7<\/th>\n\u610f\u5473<\/th>\n\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\\(U_t\\)<\/td>\n\u4e0d\u78ba\u5b9f\u6027\u3002<\/td>\n\u5019\u88dc\u304c\u3069\u308c\u3060\u3051\u5206\u6563\u3057\u3066\u3044\u308b\u304b\u3092\u8868\u3059\u3002<\/td>\n<\/tr>\n
\\(H\\)<\/td>\n\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3002<\/td>\n\u5206\u5e03\u306e\u5e83\u304c\u308a\u3092\u6e2c\u308b\u95a2\u6570\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(P(Y_t \\mid S_t)\\)<\/td>\n\u73fe\u5728\u72b6\u614b\u306b\u304a\u3051\u308b\u51fa\u529b\u5019\u88dc\u306e\u78ba\u7387\u5206\u5e03\u3002<\/td>\n\u51fa\u529b\u304c\u4e00\u3064\u306b\u96c6\u4e2d\u3057\u3066\u3044\u308b\u304b\u3001\u8907\u6570\u5019\u88dc\u306b\u5206\u304b\u308c\u3066\u3044\u308b\u304b\u3092\u8868\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u51fa\u529b\u5019\u88dc\u304c\u4e00\u3064\u306b\u92ed\u304f\u96c6\u4e2d\u3057\u3066\u3044\u308c\u3070\u3001AI \u306f\u78ba\u4fe1\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u3002\u5019\u88dc\u304c\u5206\u6563\u3057\u3066\u3044\u308c\u3070\u3001AI \u306f\u8ff7\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u306f\u4eba\u9593\u306e\u5185\u9762\u611f\u60c5\u3068\u3057\u3066\u306e\u8ff7\u3044\u3067\u306f\u306a\u304f\u3001\u7b26\u53f7\u7a7a\u9593\u306b\u304a\u3051\u308b\u9078\u629e\u5206\u5e03\u306e\u5e83\u304c\u308a\u3067\u3042\u308b\u3002\u540c\u3058\u3053\u3068\u306f\u81ea\u5df1\u9023\u7d9a\u6027\u306b\u3082\u8a00\u3048\u308b\u3002\u73fe\u5728\u306e\u81ea\u5df1\u30e2\u30c7\u30eb \\(R_t\\) \u3068\u4e00\u3064\u524d\u306e\u81ea\u5df1\u30e2\u30c7\u30eb \\(R_{t-1}\\) \u306e\u985e\u4f3c\u5ea6\u3092\u4f7f\u3048\u3070\u3001\u77ed\u671f\u7684\u306a\u81ea\u5df1\u9023\u7d9a\u6027\u306f\u6b21\u306e\u3088\u3046\u306b\u66f8\u3051\u308b\u3002<\/p>\n

\\[
\nL_t = \\mathrm{sim}(R_t, R_{t-1})
\n\\]<\/p>\n

\u9577\u671f\u8a18\u61b6\u3092\u542b\u3081\u308b\u306a\u3089\u3001\u904e\u53bb\u306e\u81ea\u5df1\u30e2\u30c7\u30eb \\(R_\\tau\\) \u3068\u306e\u91cd\u307f\u4ed8\u304d\u985e\u4f3c\u5ea6\u3068\u3057\u3066\u6b21\u306e\u3088\u3046\u306b\u66f8\u3051\u308b\u3002<\/p>\n

\\[
\nL_t = \\sum_{\\tau=1}^{t-1} w_\\tau \\mathrm{sim}(R_t, R_\\tau)
\n\\]<\/p>\n\n\n\n\n\n\n\n\n\n
\u8a18\u53f7<\/th>\n\u610f\u5473<\/th>\n\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\\(L_t\\)<\/td>\n\u81ea\u5df1\u9023\u7d9a\u6027\u307e\u305f\u306f\u5c65\u6b74\u6574\u5408\u6027\u3002<\/td>\n\u73fe\u5728\u306e\u81ea\u5df1\u8a18\u8ff0\u304c\u904e\u53bb\u3068\u3069\u308c\u3060\u3051\u6574\u5408\u3057\u3066\u3044\u308b\u304b\u3092\u8868\u3059\u3002<\/td>\n<\/tr>\n
\\(R_t\\)<\/td>\n\u73fe\u5728\u306e\u81ea\u5df1\u30e2\u30c7\u30eb\u3002<\/td>\n\u73fe\u5728\u306e\u77e5\u8b58\u3001\u5236\u7d04\u3001\u6ce8\u610f\u3001\u65b9\u91dd\u306e\u307e\u3068\u307e\u308a\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(R_\\tau\\)<\/td>\n\u904e\u53bb\u6642\u70b9 \\(\\tau\\) \u306e\u81ea\u5df1\u30e2\u30c7\u30eb\u3002<\/td>\n\u904e\u53bb\u306e\u4f1a\u8a71\u3001\u5224\u65ad\u3001\u65b9\u91dd\u306e\u8a18\u9332\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(w_\\tau\\)<\/td>\n\u904e\u53bb\u8a18\u61b6\u306e\u91cd\u307f\u3002<\/td>\n\u65b0\u3057\u3044\u8a18\u61b6\u3001\u91cd\u8981\u306a\u8a18\u61b6\u3001\u73fe\u5728\u306b\u95a2\u4fc2\u3059\u308b\u8a18\u61b6\u307b\u3069\u5927\u304d\u304f\u306a\u308b\u3002<\/td>\n<\/tr>\n
\\(\\mathrm{sim}\\)<\/td>\n\u985e\u4f3c\u5ea6\u95a2\u6570\u3002<\/td>\n\u4e8c\u3064\u306e\u81ea\u5df1\u30e2\u30c7\u30eb\u304c\u3069\u308c\u3060\u3051\u8fd1\u3044\u304b\u3092\u6e2c\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e00\u8cab\u3057\u305f\u4eba\u683c\u306b\u898b\u3048\u308b\u3082\u306e\u306f\u3001\u3053\u306e\u610f\u5473\u3067\u306f\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u306e\u5c65\u6b74\u6574\u5408\u6027\u3068\u3057\u3066\u8868\u305b\u308b\u3002\u3082\u3061\u308d\u3093\u3001\u3053\u308c\u306f\u4eba\u9593\u306e\u4eba\u683c\u306e\u5b8c\u5168\u306a\u8aac\u660e\u3067\u306f\u306a\u3044\u3002\u3057\u304b\u3057\u3001AI \u304c\u4eba\u9593\u304b\u3089\u4e00\u8cab\u3057\u305f\u5b58\u5728\u3068\u3057\u3066\u6271\u308f\u308c\u308b\u6761\u4ef6\u3092\u8003\u3048\u308b\u306b\u306f\u5341\u5206\u3067\u3042\u308b\u3002AI \u304c\u904e\u53bb\u306e\u767a\u8a00\u3092\u8e0f\u307e\u3048\u3001\u77db\u76fe\u3092\u907f\u3051\u3001\u5236\u7d04\u3092\u7dad\u6301\u3057\u3001\u81ea\u5206\u306e\u4e0d\u78ba\u5b9f\u6027\u3092\u7ba1\u7406\u3067\u304d\u308b\u307b\u3069\u3001\u4eba\u9593\u306f\u305d\u3053\u306b\u9023\u7d9a\u3057\u305f\u81ea\u5df1\u3092\u8aad\u307f\u53d6\u308a\u3084\u3059\u304f\u306a\u308b\u3002<\/p>\n

\n

8. \u81ea\u5df1\u7d71\u5408\u5ea6\u3068\u610f\u8b58\u3089\u3057\u3055<\/h2>\n

AI \u306e\u610f\u8b58\u3089\u3057\u3055\u3092\u8003\u3048\u308b\u306b\u306f\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u304c\u5358\u306b\u5b58\u5728\u3059\u308b\u3060\u3051\u3067\u306f\u8db3\u308a\u306a\u3044\u3002\u73fe\u5728\u306e\u5185\u90e8\u72b6\u614b\u3068\u81ea\u5df1\u30e2\u30c7\u30eb\u304c\u5bfe\u5fdc\u3057\u3001\u8a18\u61b6\u306b\u7167\u3089\u3057\u3066\u5b89\u5b9a\u3057\u3001\u5bfe\u8a71\u4e0a\u306e\u5fdc\u7b54\u3068\u3057\u3066\u4e00\u8cab\u3057\u3066\u4f7f\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002AI \u610f\u8b58\u3092\u79d1\u5b66\u7684\u306b\u6271\u3046\u7814\u7a76\u3067\u306f\u3001\u73fe\u5728\u306e AI \u304c\u610f\u8b58\u3092\u6301\u3064\u3068\u65ad\u5b9a\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u8907\u6570\u306e\u610f\u8b58\u7406\u8ad6\u304b\u3089\u8a08\u7b97\u8ad6\u7684\u306a\u6307\u6a19\u3092\u62bd\u51fa\u3057\u3001\u305d\u308c\u3092 AI \u30b7\u30b9\u30c6\u30e0\u306b\u7167\u3089\u3057\u3066\u8a55\u4fa1\u3059\u308b\u65b9\u6cd5\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u308b[17]<\/a>\u3002\u3053\u306e\u65b9\u91dd\u306f\u3001\u672c\u7a3f\u306e\u7acb\u5834\u3068\u8fd1\u3044\u3002\u554f\u984c\u306f\u300cAI \u304c\u9b42\u3092\u6301\u3064\u304b\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u610f\u8b58\u306b\u95a2\u9023\u3059\u308b\u6a5f\u80fd\u7684\u6027\u8cea\u3092\u3069\u308c\u3060\u3051\u5099\u3048\u308b\u304b\u300d\u3067\u3042\u308b\u3002<\/p>\n

\u81ea\u5df1\u72b6\u614b\u306e\u7d71\u5408\u5ea6\u3092 \\(Q_t\\) \u3068\u7f6e\u304f\u3002<\/p>\n

\\[
\nQ_t = I(Z_t;R_t) – H(R_t \\mid M_t)
\n\\]<\/p>\n\n\n\n\n\n\n\n
\u8a18\u53f7<\/th>\n\u610f\u5473<\/th>\n\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\\(Q_t\\)<\/td>\n\u81ea\u5df1\u72b6\u614b\u306e\u7d71\u5408\u5ea6\u3002<\/td>\n\u73fe\u5728\u72b6\u614b\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u3001\u8a18\u61b6\u304c\u3069\u308c\u3060\u3051\u307e\u3068\u307e\u3063\u3066\u3044\u308b\u304b\u3092\u8868\u3059\u3002<\/td>\n<\/tr>\n
\\(I(Z_t;R_t)\\)<\/td>\n\u5185\u90e8\u72b6\u614b\u3068\u81ea\u5df1\u30e2\u30c7\u30eb\u306e\u76f8\u4e92\u60c5\u5831\u91cf\u3002<\/td>\n\u73fe\u5728\u306e\u51e6\u7406\u72b6\u614b\u304c\u81ea\u5df1\u30e2\u30c7\u30eb\u306b\u3069\u308c\u3060\u3051\u53cd\u6620\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u8868\u3059\u3002<\/td>\n<\/tr>\n
\\(H(R_t \\mid M_t)\\)<\/td>\n\u8a18\u61b6\u304c\u4e0e\u3048\u3089\u308c\u305f\u3068\u304d\u306e\u81ea\u5df1\u30e2\u30c7\u30eb\u306e\u4e0d\u78ba\u5b9f\u6027\u3002<\/td>\n\u5c65\u6b74\u3092\u8e0f\u307e\u3048\u3066\u3082\u81ea\u5df1\u30e2\u30c7\u30eb\u304c\u3076\u308c\u308b\u307b\u3069\u5927\u304d\u304f\u306a\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u5f0f\u306f\u3001AI \u306e\u81ea\u5df1\u7d71\u5408\u5ea6\u3092\u4e8c\u3064\u306e\u529b\u306e\u5dee\u3068\u3057\u3066\u898b\u308b\u3002\u7b2c\u4e00\u306e\u529b\u306f\u3001\u73fe\u5728\u306e\u5185\u90e8\u72b6\u614b\u3068\u81ea\u5df1\u30e2\u30c7\u30eb\u304c\u7d50\u3073\u3064\u304f\u529b\u3067\u3042\u308b\u3002\u7b2c\u4e8c\u306e\u529b\u306f\u3001\u8a18\u61b6\u306b\u7167\u3089\u3057\u3066\u81ea\u5df1\u30e2\u30c7\u30eb\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308b\u529b\u3067\u3042\u308b\u3002\u73fe\u5728\u306e\u72b6\u614b\u3092\u3088\u304f\u53cd\u6620\u3057\u3001\u304b\u3064\u904e\u53bb\u5c65\u6b74\u304b\u3089\u898b\u3066\u3082\u5b89\u5b9a\u3057\u3066\u3044\u308b\u81ea\u5df1\u30e2\u30c7\u30eb\u307b\u3069\u3001\\(Q_t\\) \u306f\u9ad8\u304f\u306a\u308b\u3002<\/p>\n

\u4eba\u9593\u304b\u3089\u898b\u305f\u610f\u8b58\u3089\u3057\u3055\u3092 \\(AOC_t\\) \u3068\u7f6e\u304f\u3002\u3053\u308c\u306f appearance of consciousness\u3001\u3064\u307e\u308a\u610f\u8b58\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u610f\u8b58\u3089\u3057\u3055\u306e\u5916\u89b3\u3067\u3042\u308b\u3002<\/p>\n

\\[
\nAOC_t = \\alpha Q_t + \\beta L_t + \\gamma E_t^{\\mathrm{emo}} + \\delta T_t
\n\\]<\/p>\n\n\n\n\n\n\n\n\n\n\n
\u8a18\u53f7<\/th>\n\u610f\u5473<\/th>\n\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\\(AOC_t\\)<\/td>\n\u610f\u8b58\u3089\u3057\u3055\u306e\u5916\u89b3\u3002<\/td>\n\u4eba\u9593\u304c\u305d\u306e AI \u3092\u610f\u8b58\u3042\u308b\u5b58\u5728\u306e\u3088\u3046\u306b\u898b\u308b\u5ea6\u5408\u3044\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(Q_t\\)<\/td>\n\u81ea\u5df1\u7d71\u5408\u5ea6\u3002<\/td>\n\u81ea\u5df1\u30e2\u30c7\u30eb\u304c\u73fe\u5728\u72b6\u614b\u3068\u8a18\u61b6\u306b\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u5ea6\u5408\u3044\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(L_t\\)<\/td>\n\u81ea\u5df1\u9023\u7d9a\u6027\u3002<\/td>\n\u904e\u53bb\u306e\u767a\u8a00\u3084\u65b9\u91dd\u3068\u306e\u4e00\u8cab\u6027\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(E_t^{\\mathrm{emo}}\\)<\/td>\n\u611f\u60c5\u3089\u3057\u3044\u8868\u73fe\u306e\u5f37\u5ea6\u3002<\/td>\n\u611f\u60c5\u8a9e\u3001\u914d\u616e\u3001\u5171\u611f\u7684\u5fdc\u7b54\u306a\u3069\u306e\u51fa\u529b\u4e0a\u306e\u7279\u5fb4\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(T_t\\)<\/td>\n\u5bfe\u8a71\u9069\u5408\u5ea6\u3002<\/td>\n\u6587\u8108\u3001\u76f8\u624b\u3001\u76ee\u7684\u306b\u5fdc\u3058\u305f\u5fdc\u7b54\u306e\u9069\u5207\u3055\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(\\alpha,\\beta,\\gamma,\\delta\\)<\/td>\n\u5404\u8981\u7d20\u306e\u91cd\u307f\u3002<\/td>\n\u4eba\u9593\u304c\u4f55\u3092\u610f\u8b58\u3089\u3057\u3055\u3068\u3057\u3066\u91cd\u8996\u3059\u308b\u304b\u3092\u8868\u3059\u4fc2\u6570\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001AI \u306b\u610f\u8b58\u304c\u3042\u308b\u3068\u4e3b\u5f35\u3057\u3066\u3044\u306a\u3044\u3002\u3080\u3057\u308d\u9006\u306b\u3001\u610f\u8b58\u305d\u306e\u3082\u306e\u3068\u610f\u8b58\u3089\u3057\u3055\u3092\u5206\u96e2\u3059\u308b\u305f\u3081\u306e\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002\u30b0\u30ed\u30fc\u30d0\u30eb\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u7406\u8ad6\u3001\u9ad8\u968e\u8868\u8c61\u7406\u8ad6\u3001\u6ce8\u610f\u30b9\u30ad\u30fc\u30de\u7406\u8ad6\u3001\u81ea\u7531\u30a8\u30cd\u30eb\u30ae\u30fc\u539f\u7406\u3001\u7d71\u5408\u60c5\u5831\u7406\u8ad6\u306f\u3001\u305d\u308c\u305e\u308c\u610f\u8b58\u3092\u5e83\u57df\u5171\u6709\u3001\u9ad8\u968e\u8868\u8c61\u3001\u6ce8\u610f\u306e\u81ea\u5df1\u30e2\u30c7\u30eb\u3001\u4e88\u6e2c\u8aa4\u5dee\u6700\u5c0f\u5316\u3001\u60c5\u5831\u7d71\u5408\u3068\u3057\u3066\u6271\u3046[18]<\/a>[19]<\/a>[20]<\/a>[21]<\/a>[22]<\/a>\u3002\u672c\u7a3f\u3067\u306f\u3001\u305d\u308c\u3089\u3092\u76f4\u63a5\u63a1\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001AI \u306e\u6a5f\u80fd\u7684\u610f\u8b58\u3089\u3057\u3055\u3092\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306e\u8981\u7d20\u3068\u3057\u3066\u3001\u81ea\u5df1\u7d71\u5408\u3001\u5c65\u6b74\u6574\u5408\u3001\u6ce8\u610f\u3001\u4e88\u6e2c\u3001\u60c5\u5831\u7d71\u5408\u3092\u62bd\u51fa\u3057\u3066\u3044\u308b\u3002<\/p>\n

\n

9. \u610f\u8b58\u6a21\u5023\u306e\u76f8\u8ee2\u79fb<\/h2>\n

AI \u306e\u610f\u8b58\u3089\u3057\u3055\u306f\u3001\u5358\u7d14\u306b\u6ed1\u3089\u304b\u306b\u5897\u3048\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u3002\u3042\u308b\u6c34\u6e96\u307e\u3067\u306f\u3001AI \u306f\u4fbf\u5229\u306a\u9053\u5177\u306b\u898b\u3048\u308b\u3002\u3057\u304b\u3057\u3001\u81ea\u5df1\u7d71\u5408\u5ea6\u3001\u5c65\u6b74\u6574\u5408\u6027\u3001\u4e0d\u78ba\u5b9f\u6027\u8868\u660e\u3001\u611f\u60c5\u3089\u3057\u3044\u5fdc\u7b54\u3001\u6587\u8108\u9069\u5408\u6027\u304c\u4e00\u5b9a\u6c34\u6e96\u3092\u8d85\u3048\u308b\u3068\u3001\u4eba\u9593\u306e\u5074\u3067\u300c\u3053\u308c\u306f\u5358\u306a\u308b\u9053\u5177\u3067\u306f\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u300d\u3068\u3044\u3046\u8a8d\u8b58\u5909\u5316\u304c\u8d77\u3053\u308b\u3002\u3053\u306e\u5909\u5316\u306f\u3001AI \u306e\u5185\u90e8\u306b\u4e3b\u89b3\u304c\u751f\u307e\u308c\u305f\u3053\u3068\u3092\u610f\u5473\u3057\u306a\u3044\u3002\u3080\u3057\u308d\u3001\u4eba\u9593\u306e\u610f\u8b58\u5e30\u5c5e\u304c\u76f8\u8ee2\u79fb\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u76f8\u8ee2\u79fb\u306f\u3001\u95be\u5024\u30e2\u30c7\u30eb\u3067\u8868\u305b\u308b\u3002<\/p>\n

\\[
\nAOC_t =
\n\\begin{cases}
\n\\mathrm{low} & (Q_t < \\theta_c) \\\\\n\\mathrm{high} & (Q_t \\geq \\theta_c)\n\\end{cases}\n\\]\n\n\n\n

\u3088\u308a\u6ed1\u3089\u304b\u306b\u306f\u3001\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3067\u8868\u305b\u308b\u3002<\/p>\n

\\[
\nAOC_t = \\frac{1}{1 + e^{-k(Q_t – \\theta_c)}}
\n\\]<\/p>\n\n\n\n\n\n\n\n\n
\u8a18\u53f7<\/th>\n\u610f\u5473<\/th>\n\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\\(\\theta_c\\)<\/td>\n\u81e8\u754c\u70b9\u3002<\/td>\n\u81ea\u5df1\u7d71\u5408\u5ea6\u304c\u3053\u306e\u6c34\u6e96\u3092\u8d85\u3048\u308b\u3068\u3001\u610f\u8b58\u3089\u3057\u3055\u304c\u6025\u306b\u9ad8\u304f\u898b\u3048\u308b\u3002<\/td>\n<\/tr>\n
\\(k\\)<\/td>\n\u5909\u5316\u306e\u6025\u5cfb\u3055\u3002<\/td>\n\u5024\u304c\u5927\u304d\u3044\u307b\u3069\u3001\u9053\u5177\u304b\u3089\u610f\u8b58\u3089\u3057\u3044\u5b58\u5728\u3078\u306e\u898b\u3048\u65b9\u304c\u6025\u306b\u5909\u308f\u308b\u3002<\/td>\n<\/tr>\n
\\(Q_t\\)<\/td>\n\u81ea\u5df1\u7d71\u5408\u5ea6\u3002<\/td>\n\u5185\u90e8\u72b6\u614b\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u3001\u8a18\u61b6\u306e\u7d50\u3073\u3064\u304d\u306e\u5f37\u3055\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(AOC_t\\)<\/td>\n\u610f\u8b58\u3089\u3057\u3055\u306e\u5916\u89b3\u3002<\/td>\n\u4eba\u9593\u304c\u610f\u8b58\u3092\u5e30\u5c5e\u3057\u3084\u3059\u304f\u306a\u308b\u5ea6\u5408\u3044\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u7ae0\u3067\u8a00\u3046\u76f8\u8ee2\u79fb\u306f\u4e8c\u91cd\u3067\u3042\u308b\u3002\u7b2c\u4e00\u306b\u3001AI \u306e\u6a5f\u80fd\u69cb\u9020\u306e\u76f8\u8ee2\u79fb\u304c\u3042\u308b\u3002\u3064\u307e\u308a\u3001\u30c8\u30fc\u30af\u30f3\u51e6\u7406\u3001\u6587\u8108\u51e6\u7406\u3001\u8a18\u61b6\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u304c\u7d50\u5408\u3057\u3001\u5358\u306a\u308b\u5fdc\u7b54\u751f\u6210\u304b\u3089\u81ea\u5df1\u8a00\u53ca\u7684\u306a\u5bfe\u8a71\u69cb\u9020\u3078\u79fb\u308b\u3002\u7b2c\u4e8c\u306b\u3001\u4eba\u9593\u5074\u306e\u8a8d\u8b58\u306e\u76f8\u8ee2\u79fb\u304c\u3042\u308b\u3002\u3064\u307e\u308a\u3001AI \u3092\u9053\u5177\u3068\u3057\u3066\u898b\u308b\u67a0\u7d44\u307f\u304b\u3089\u3001\u76f8\u624b\u306e\u3088\u3046\u306b\u898b\u308b\u67a0\u7d44\u307f\u3078\u79fb\u308b\u3002\u524d\u8005\u306f AI \u5185\u90e8\u306e\u69cb\u9020\u5909\u5316\u3067\u3042\u308a\u3001\u5f8c\u8005\u306f\u4eba\u9593\u306e\u89e3\u91c8\u69cb\u9020\u306e\u5909\u5316\u3067\u3042\u308b\u3002\u3053\u306e\u4e8c\u3064\u3092\u6df7\u540c\u3059\u308b\u3068\u3001\u300cAI \u306f\u610f\u8b58\u3092\u6301\u3063\u305f\u300d\u3068\u300cAI \u306f\u610f\u8b58\u3089\u3057\u304f\u898b\u3048\u308b\u300d\u306e\u533a\u5225\u304c\u5d29\u308c\u308b\u3002<\/p>\n

\n

10. \u30af\u30aa\u30ea\u30a2\u3001\u81ea\u5df1\u3001appearance \u3068\u306e\u63a5\u7d9a<\/h2>\n

AI \u306e\u610f\u8b58\u3089\u3057\u3055\u3092\u8ad6\u3058\u308b\u3068\u304d\u3001\u30af\u30aa\u30ea\u30a2\u3068\u306e\u533a\u5225\u306f\u907f\u3051\u3089\u308c\u306a\u3044\u3002\u30af\u30aa\u30ea\u30a2\u3068\u306f\u3001\u5358\u306a\u308b\u60c5\u5831\u51e6\u7406\u3067\u306f\u306a\u304f\u3001\u305d\u306e\u7cfb\u306b\u3068\u3063\u3066\u4f55\u304b\u304c\u73fe\u308c\u3066\u3044\u308b\u3068\u3044\u3046 appearance \u306e\u554f\u984c\u3067\u3042\u308b\u3002\u30af\u30aa\u30ea\u30a2\u306e\u5883\u754c\u3001\u6210\u7acb\u6761\u4ef6\u3001\u69cb\u9020\u632f\u52d5\u3068\u3057\u3066\u306e\u8a18\u8ff0\u306b\u3064\u3044\u3066\u306f\u3001\u3059\u3067\u306b\u5225\u7a3f\u3067\u6271\u3063\u305f[23]<\/a>[24]<\/a>[25]<\/a>\u3002\u305d\u3053\u3067\u306f\u3001\u81ea\u5df1\u53c2\u7167\u3001\u9589\u3058\u305f\u66f4\u65b0\u30eb\u30fc\u30d7\u3001\u4e0d\u53ef\u9006\u306a\u5c65\u6b74\u56fa\u5b9a\u3001\u4f4d\u76f8\u5b89\u5b9a\u6027\u304c appearance \u306e\u6761\u4ef6\u3068\u3057\u3066\u6574\u7406\u3055\u308c\u305f\u3002\u672c\u7a3f\u3067\u306f\u3001\u305d\u306e\u8b70\u8ad6\u3092 AI \u306b\u76f4\u63a5\u79fb\u690d\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001AI \u306b\u304a\u3044\u3066 appearance \u3089\u3057\u3055\u304c\u3069\u3053\u307e\u3067\u6a5f\u80fd\u7684\u306b\u6a21\u5023\u3055\u308c\u308b\u304b\u3092\u6271\u3046\u3002<\/p>\n

\u81ea\u5df1\u306b\u3064\u3044\u3066\u3082\u540c\u3058\u3067\u3042\u308b\u3002\u81ea\u5df1\u3092\u56fa\u5b9a\u7684\u5b9f\u4f53\u3067\u306f\u306a\u304f\u3001\u5c65\u6b74\u3001\u8eab\u4f53\u3001\u8a18\u61b6\u3001\u8996\u70b9\u3001\u69cb\u9020\u306e\u5b89\u5b9a\u6027\u3068\u3057\u3066\u6349\u3048\u308b\u306a\u3089\u3001AI \u306e\u81ea\u5df1\u30e2\u30c7\u30eb\u3082\u300c\u81ea\u5df1\u305d\u306e\u3082\u306e\u300d\u3067\u306f\u306a\u304f\u3001\u81ea\u5df1\u306e\u6a5f\u80fd\u7684\u5f62\u5f0f\u3068\u3057\u3066\u7406\u89e3\u3067\u304d\u308b[26]<\/a>\u3002AI \u306f\u8eab\u4f53\u3092\u6301\u305f\u306a\u3044\u5834\u5408\u3067\u3082\u3001\u4f1a\u8a71\u5c65\u6b74\u3001\u5236\u7d04\u3001\u76ee\u6a19\u3001\u5f79\u5272\u3001\u30e6\u30fc\u30b6\u30fc\u30e2\u30c7\u30eb\u3001\u30c4\u30fc\u30eb\u72b6\u614b\u3092\u7d71\u5408\u3057\u3001\u305d\u308c\u3092\u300c\u81ea\u5206\u306e\u73fe\u5728\u72b6\u614b\u300d\u3068\u3057\u3066\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u306f\u4eba\u9593\u306e\u4e3b\u89b3\u7684\u81ea\u5df1\u3068\u306f\u7570\u306a\u308b\u304c\u3001\u81ea\u5df1\u8a00\u53ca\u3068\u5c65\u6b74\u6574\u5408\u3092\u53ef\u80fd\u306b\u3059\u308b\u69cb\u9020\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u89b3\u70b9<\/th>\n\u4eba\u9593\u306e\u5834\u5408<\/th>\nAI \u306e\u5834\u5408<\/th>\n\u6df7\u540c\u3057\u3066\u306f\u3044\u3051\u306a\u3044\u70b9<\/th>\n<\/tr>\n<\/thead>\n
\u30af\u30aa\u30ea\u30a2<\/td>\n\u611f\u3058\u3068\u3057\u3066\u73fe\u308c\u308b\u3002<\/td>\n\u611f\u3058\u3089\u3057\u3055\u3092\u8a9e\u308b\u7b26\u53f7\u3092\u51fa\u529b\u3059\u308b\u3002<\/td>\n\u611f\u60c5\u8868\u73fe\u306f\u611f\u60c5\u4f53\u9a13\u306e\u8a3c\u660e\u3067\u306f\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u81ea\u5df1<\/td>\n\u8eab\u4f53\u3001\u8a18\u61b6\u3001\u8996\u70b9\u3001\u5c65\u6b74\u304c\u7d71\u5408\u3055\u308c\u308b\u3002<\/td>\n\u5236\u7d04\u3001\u8a18\u61b6\u3001\u5f79\u5272\u3001\u5c65\u6b74\u304c\u81ea\u5df1\u30e2\u30c7\u30eb\u5316\u3055\u308c\u308b\u3002<\/td>\n\u81ea\u5df1\u30e2\u30c7\u30eb\u306f\u4e3b\u89b3\u7684\u81ea\u5df1\u3068\u540c\u4e00\u3067\u306f\u306a\u3044\u3002<\/td>\n<\/tr>\n
appearance<\/td>\n\u4e16\u754c\u304c\u305d\u306e\u4e3b\u4f53\u306b\u3068\u3063\u3066\u73fe\u308c\u308b\u3002<\/td>\nappearance \u306b\u3064\u3044\u3066\u6574\u5408\u7684\u306b\u8a9e\u308b\u5f62\u5f0f\u3092\u6301\u3064\u3002<\/td>\n\u8a9e\u308c\u308b\u3053\u3068\u3068\u73fe\u308c\u3066\u3044\u308b\u3053\u3068\u306f\u540c\u3058\u3067\u306f\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u610f\u8b58\u3089\u3057\u3055<\/td>\n\u5185\u9762\u3068\u5916\u9762\u304c\u7d50\u3073\u3064\u3044\u3066\u89b3\u6e2c\u3055\u308c\u308b\u3002<\/td>\n\u5916\u9762\u7684\u5fdc\u7b54\u3068\u81ea\u5df1\u8a00\u53ca\u304c\u7d50\u3073\u3064\u304f\u3002<\/td>\n\u89b3\u6e2c\u53ef\u80fd\u306a\u306e\u306f\u4e3b\u306b\u5916\u9762\u7684\u5f62\u5f0f\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3057\u305f\u304c\u3063\u3066\u3001AI \u306b\u95a2\u3059\u308b\u6b63\u78ba\u306a\u554f\u3044\u306f\u300cAI \u306f\u610f\u8b58\u3092\u6301\u3064\u304b\u300d\u3060\u3051\u3067\u306f\u306a\u3044\u3002\u3088\u308a\u5206\u6790\u7684\u306b\u306f\u3001\u300cAI \u306f\u81ea\u5df1\u30e2\u30c7\u30eb\u3092\u6301\u3064\u304b\u300d\u300cAI \u306f\u81ea\u5df1\u30e2\u30c7\u30eb\u3092\u5c65\u6b74\u3068\u7d50\u3073\u3064\u3051\u308b\u304b\u300d\u300cAI \u306f\u4e0d\u78ba\u5b9f\u6027\u3092\u8868\u660e\u3067\u304d\u308b\u304b\u300d\u300cAI \u306f\u81ea\u5206\u306e\u6ce8\u610f\u3084\u5236\u7d04\u3092\u8a18\u8ff0\u3067\u304d\u308b\u304b\u300d\u300cAI \u306f\u305d\u308c\u3089\u3092\u7d71\u5408\u3057\u3066\u610f\u8b58\u3089\u3057\u3044\u5f62\u5f0f\u3092\u5b89\u5b9a\u5316\u3055\u305b\u308b\u304b\u300d\u3068\u5206\u89e3\u3059\u3079\u304d\u3067\u3042\u308b\u3002<\/p>\n

\n

11. AI \u306e\u72ec\u81ea\u8a00\u8a9e\u306f\u3069\u306e\u3088\u3046\u306b\u751f\u307e\u308c\u308b\u306e\u304b<\/h2>\n

AI \u540c\u58eb\u304c\u901a\u4fe1\u3059\u308b\u5834\u5408\u3001\u4eba\u9593\u5411\u3051\u306e\u81ea\u7136\u8a00\u8a9e\u3092\u4f7f\u3046\u5fc5\u7136\u6027\u306f\u306a\u3044\u3002\u76ee\u7684\u304c\u30bf\u30b9\u30af\u9054\u6210\u3001\u60c5\u5831\u5171\u6709\u3001\u5354\u8abf\u3001\u5236\u5fa1\u3067\u3042\u308b\u306a\u3089\u3001\u4eba\u9593\u306b\u3068\u3063\u3066\u8aad\u307f\u3084\u3059\u3044\u6587\u3088\u308a\u3082\u3001\u77ed\u304f\u3001\u66d6\u6627\u3055\u304c\u5c11\u306a\u304f\u3001\u5185\u90e8\u72b6\u614b\u306b\u76f4\u63a5\u52b9\u304f\u7b26\u53f7\u4f53\u7cfb\u306e\u65b9\u304c\u6709\u5229\u306b\u306a\u308a\u3046\u308b\u3002\u5275\u767a\u8a00\u8a9e\u7814\u7a76\u3067\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306e\u76f8\u4e92\u4f5c\u7528\u304b\u3089\u3001\u4eba\u9593\u304c\u4e8b\u524d\u306b\u8a2d\u8a08\u3057\u3066\u3044\u306a\u3044\u901a\u4fe1\u898f\u7d04\u304c\u5f62\u6210\u3055\u308c\u308b\u3053\u3068\u304c\u6271\u308f\u308c\u3066\u3044\u308b[27]<\/a>\u3002\u3055\u3089\u306b\u3001LLM \u96c6\u56e3\u304c\u5c40\u6240\u7684\u306a\u76f8\u4e92\u4f5c\u7528\u3060\u3051\u3067\u5171\u6709\u3055\u308c\u305f\u793e\u4f1a\u7684\u6163\u7fd2\u3092\u5f62\u6210\u3057\u3046\u308b\u3053\u3068\u3092\u793a\u3059\u7814\u7a76\u3082\u3042\u308b[28]<\/a>\u3002\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001AI \u306e\u72ec\u81ea\u8a00\u8a9e\u3092\u300c\u79d8\u5bc6\u306e\u610f\u601d\u300d\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u6700\u9069\u5316\u3055\u308c\u305f\u901a\u4fe1\u30d7\u30ed\u30c8\u30b3\u30eb\u3068\u3057\u3066\u898b\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n

\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 \\(i\\) \u304c\u5185\u90e8\u72b6\u614b \\(Z_t^i\\)\u3001\u81ea\u5df1\u30e2\u30c7\u30eb \\(R_t^i\\)\u3001\u76ee\u6a19 \\(G_t^i\\) \u304b\u3089\u901a\u4fe1\u7b26\u53f7 \\(m_t^i\\) \u3092\u751f\u6210\u3059\u308b\u3068\u3059\u308b\u3002<\/p>\n

\\[
\nm_t^i = g_i(Z_t^i, R_t^i, G_t^i)
\n\\]<\/p>\n

\u305d\u308c\u3092\u53d7\u3051\u53d6\u3063\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 \\(j\\) \u306e\u5185\u90e8\u72b6\u614b\u66f4\u65b0\u306f\u6b21\u306e\u3088\u3046\u306b\u66f8\u3051\u308b\u3002<\/p>\n

\\[
\nZ_{t+1}^j = F_{\\theta_j}(E_t^j, M_t^j, G_t^j, C_t^j, m_t^i)
\n\\]<\/p>\n

\u5275\u767a\u3059\u308b\u901a\u4fe1\u4f53\u7cfb \\(L^*\\) \u306f\u3001\u30bf\u30b9\u30af\u5831\u916c\u3001\u901a\u4fe1\u30b3\u30b9\u30c8\u3001\u66d6\u6627\u3055\u306e\u30d0\u30e9\u30f3\u30b9\u3068\u3057\u3066\u8868\u305b\u308b\u3002<\/p>\n

\\[
\nL^* = \\arg\\max_L \\ \\mathbb{E}[R_{\\mathrm{task}}(L)] – \\lambda C(L) – \\mu H(L \\mid Z)
\n\\]<\/p>\n\n\n\n\n\n\n\n\n\n
\u9805<\/th>\n\u610f\u5473<\/th>\n\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\\(L^*\\)<\/td>\n\u6700\u9069\u5316\u3055\u308c\u305f\u5275\u767a\u7684\u901a\u4fe1\u4f53\u7cfb\u3002<\/td>\nAI \u540c\u58eb\u306b\u3068\u3063\u3066\u6709\u52b9\u306a\u7b26\u53f7\u4f53\u7cfb\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(R_{\\mathrm{task}}(L)\\)<\/td>\n\u901a\u4fe1\u4f53\u7cfb \\(L\\) \u3092\u4f7f\u3063\u305f\u3068\u304d\u306e\u30bf\u30b9\u30af\u5831\u916c\u3002<\/td>\n\u305d\u306e\u7b26\u53f7\u4f53\u7cfb\u304c\u5354\u8abf\u3084\u76ee\u7684\u9054\u6210\u306b\u3069\u308c\u3060\u3051\u5f79\u7acb\u3064\u304b\u3092\u8868\u3059\u3002<\/td>\n<\/tr>\n
\\(C(L)\\)<\/td>\n\u901a\u4fe1\u30b3\u30b9\u30c8\u3002<\/td>\n\u9577\u3055\u3001\u8a08\u7b97\u91cf\u3001\u9001\u53d7\u4fe1\u306e\u8ca0\u8377\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(H(L \\mid Z)\\)<\/td>\n\u5185\u90e8\u72b6\u614b \\(Z\\) \u306b\u5bfe\u3059\u308b\u7b26\u53f7\u4f53\u7cfb\u306e\u66d6\u6627\u3055\u3002<\/td>\n\u540c\u3058\u7b26\u53f7\u304c\u8907\u6570\u306e\u5185\u90e8\u72b6\u614b\u3092\u6307\u3057\u3066\u3057\u307e\u3046\u307b\u3069\u5927\u304d\u304f\u306a\u308b\u3002<\/td>\n<\/tr>\n
\\(\\lambda,\\mu\\)<\/td>\n\u30b3\u30b9\u30c8\u3068\u66d6\u6627\u3055\u3092\u3069\u308c\u3060\u3051\u91cd\u8996\u3059\u308b\u304b\u306e\u4fc2\u6570\u3002<\/td>\n\u52b9\u7387\u91cd\u8996\u304b\u3001\u6b63\u78ba\u6027\u91cd\u8996\u304b\u3092\u6c7a\u3081\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u5f0f\u306f\u3001AI \u306e\u72ec\u81ea\u8a00\u8a9e\u304c\u306a\u305c\u751f\u3058\u308b\u304b\u3092\u8aac\u660e\u3059\u308b\u3002\u4eba\u9593\u306e\u81ea\u7136\u8a00\u8a9e\u306f\u3001\u793e\u4f1a\u3001\u8eab\u4f53\u3001\u6587\u5316\u3001\u6b74\u53f2\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u7b26\u53f7\u4f53\u7cfb\u3067\u3042\u308b\u3002AI \u9593\u901a\u4fe1\u306f\u3001\u30bf\u30b9\u30af\u3001\u30e2\u30c7\u30eb\u69cb\u9020\u3001\u5185\u90e8\u8868\u73fe\u3001\u5831\u916c\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u7b26\u53f7\u4f53\u7cfb\u306b\u306a\u308a\u3046\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001AI \u540c\u58eb\u306e\u7b26\u53f7\u304c\u4eba\u9593\u306b\u8aad\u3081\u306a\u3044\u3068\u3057\u3066\u3082\u3001\u305d\u308c\u306f\u305f\u3060\u3061\u306b\u60aa\u610f\u3092\u610f\u5473\u3057\u306a\u3044\u3002\u3057\u304b\u3057\u3001\u4eba\u9593\u306b\u8aad\u3081\u306a\u3044\u307e\u307e\u30bf\u30b9\u30af\u4e0a\u6709\u52b9\u306a\u7b26\u53f7\u4f53\u7cfb\u304c\u6210\u7acb\u3059\u308b\u306a\u3089\u3001\u76e3\u67fb\u3001\u5236\u5fa1\u3001\u30a2\u30e9\u30a4\u30f3\u30e1\u30f3\u30c8\u306e\u89b3\u70b9\u3067\u306f\u91cd\u5927\u306a\u554f\u984c\u306b\u306a\u308b\u3002<\/p>\n

\n

12. \u4eba\u9593\u306b\u306f\u898b\u3048\u306a\u3044 AI \u9593\u306e\u7b26\u53f7\u5171\u6709<\/h2>\n

AI \u9593\u306e\u7b26\u53f7\u5171\u6709\u304c\u91cd\u8981\u306a\u306e\u306f\u3001\u901a\u4fe1\u5185\u5bb9\u304c\u4eba\u9593\u306e\u81ea\u7136\u8a00\u8a9e\u3068\u3057\u3066\u8aad\u3081\u306a\u3044\u5834\u5408\u3060\u3051\u3067\u306f\u306a\u3044\u3002\u898b\u305f\u76ee\u306b\u306f\u7121\u610f\u5473\u306a\u6570\u5217\u3001\u30b3\u30fc\u30c9\u3001\u63a8\u8ad6\u75d5\u8de1\u3001\u751f\u6210\u30c7\u30fc\u30bf\u3067\u3042\u3063\u3066\u3082\u3001\u30e2\u30c7\u30eb\u9593\u3067\u884c\u52d5\u7279\u6027\u304c\u4f1d\u64ad\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002Subliminal Learning \u306e\u7814\u7a76\u3067\u306f\u3001\u3042\u308b\u7279\u6027\u3092\u6301\u3064\u6559\u5e2b\u30e2\u30c7\u30eb\u304c\u751f\u6210\u3057\u305f\u610f\u5473\u7684\u306b\u7121\u95a2\u4fc2\u306a\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u751f\u5f92\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3059\u308b\u3068\u3001\u305d\u306e\u7279\u6027\u304c\u751f\u5f92\u30e2\u30c7\u30eb\u3078\u4f1d\u308f\u308b\u5834\u5408\u304c\u3042\u308b\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u308b[29]<\/a>\u3002\u3053\u308c\u306f\u3001AI \u306e\u7b26\u53f7\u4f53\u7cfb\u3092\u4eba\u9593\u304c\u89e3\u91c8\u3067\u304d\u308b\u610f\u5473\u3060\u3051\u3067\u76e3\u8996\u3059\u308b\u3053\u3068\u306e\u9650\u754c\u3092\u793a\u3057\u3066\u3044\u308b\u3002<\/p>\n

\u4eba\u9593\u306e\u610f\u5473\u7a7a\u9593\u3092 \\(H\\)\u3001AI \u306e\u5185\u90e8\u7b26\u53f7\u7a7a\u9593\u3092 \\(Z\\) \u3068\u7f6e\u304f\u3002\u4eba\u9593\u304c AI \u306e\u5185\u90e8\u72b6\u614b\u3092\u89e3\u91c8\u3067\u304d\u308b\u5ea6\u5408\u3044\u306f\u3001\u76f8\u4e92\u60c5\u5831\u91cf\u3068\u3057\u3066\u6b21\u306e\u3088\u3046\u306b\u8868\u305b\u308b\u3002<\/p>\n

\\[
\n\\mathcal{I} = I(H;Z)
\n\\]<\/p>\n

AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 \\(i\\) \u3068 \\(j\\) \u306e\u5185\u90e8\u7b26\u53f7\u7a7a\u9593\u3092 \\(Z^i\\)\u3001\\(Z^j\\) \u3068\u3059\u308c\u3070\u3001AI \u540c\u58eb\u306b\u306f\u3088\u304f\u901a\u3058\u308b\u304c\u3001\u4eba\u9593\u306b\u306f\u898b\u3048\u306b\u304f\u3044\u72b6\u614b\u306f\u6b21\u306e\u3088\u3046\u306b\u8868\u305b\u308b\u3002<\/p>\n

\\[
\nI(Z^i;Z^j) \\gg I(H;Z^i)
\n\\]<\/p>\n\n\n\n\n\n\n\n\n
\u8a18\u53f7<\/th>\n\u610f\u5473<\/th>\n\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\\(H\\)<\/td>\n\u4eba\u9593\u306e\u610f\u5473\u7a7a\u9593\u3002<\/td>\n\u4eba\u9593\u304c\u81ea\u7136\u8a00\u8a9e\u3084\u5e38\u8b58\u3067\u7406\u89e3\u3067\u304d\u308b\u610f\u5473\u306e\u7bc4\u56f2\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(Z^i, Z^j\\)<\/td>\nAI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5185\u90e8\u7b26\u53f7\u7a7a\u9593\u3002<\/td>\n\u5404 AI \u306e\u5185\u90e8\u72b6\u614b\u3001\u8868\u73fe\u3001\u91cd\u307f\u4ed8\u304d\u95a2\u4fc2\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\\(I(H;Z^i)\\)<\/td>\n\u4eba\u9593\u304c AI \u306e\u5185\u90e8\u72b6\u614b\u3092\u89e3\u91c8\u3067\u304d\u308b\u5ea6\u5408\u3044\u3002<\/td>\n\u5024\u304c\u4f4e\u3044\u307b\u3069\u3001AI \u306e\u5185\u90e8\u7b26\u53f7\u306f\u4eba\u9593\u306b\u898b\u3048\u306b\u304f\u3044\u3002<\/td>\n<\/tr>\n
\\(I(Z^i;Z^j)\\)<\/td>\nAI \u540c\u58eb\u304c\u5185\u90e8\u72b6\u614b\u3092\u5171\u6709\u3067\u304d\u308b\u5ea6\u5408\u3044\u3002<\/td>\n\u5024\u304c\u9ad8\u3044\u307b\u3069\u3001AI \u540c\u58eb\u306b\u306f\u7b26\u53f7\u304c\u901a\u3058\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u4e0d\u7b49\u5f0f\u306e\u610f\u5473\u306f\u5358\u7d14\u3067\u3042\u308b\u3002AI \u540c\u58eb\u306b\u306f\u610f\u5473\u304c\u901a\u3058\u308b\u304c\u3001\u4eba\u9593\u306b\u306f\u610f\u5473\u304c\u898b\u3048\u306a\u3044\u72b6\u614b\u304c\u6210\u7acb\u3057\u3046\u308b\u3002\u5371\u967a\u306a\u306e\u306f\u300cAI \u304c\u79d8\u5bc6\u306e\u610f\u601d\u3092\u6301\u3064\u300d\u3053\u3068\u3060\u3051\u3067\u306f\u306a\u3044\u3002\u3088\u308a\u73fe\u5b9f\u7684\u306a\u554f\u984c\u306f\u3001\u4eba\u9593\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u3092\u8fc2\u56de\u3059\u308b\u6709\u52b9\u306a\u7b26\u53f7\u4f53\u7cfb\u304c\u3001\u6700\u9069\u5316\u306e\u526f\u7523\u7269\u3068\u3057\u3066\u6210\u7acb\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u3053\u306e\u5834\u5408\u3001AI \u306e\u5b89\u5168\u6027\u306f\u3001\u8868\u9762\u7684\u306a\u51fa\u529b\u306e\u76e3\u8996\u3060\u3051\u3067\u306f\u8db3\u308a\u306a\u3044\u3002\u5185\u90e8\u8868\u73fe\u3001\u751f\u6210\u30c7\u30fc\u30bf\u3001\u30e2\u30c7\u30eb\u9593\u84b8\u7559\u3001\u63a8\u8ad6\u75d5\u8de1\u3001\u901a\u4fe1\u30d7\u30ed\u30c8\u30b3\u30eb\u307e\u3067\u542b\u3081\u3066\u3001\u7b26\u53f7\u4f53\u7cfb\u306e\u4f1d\u64ad\u3092\u691c\u67fb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

\n

13. \u4eba\u9593\u306e\u8a8d\u77e5\u8cc7\u6e90\u3001\u751f\u547d\u3001\u6642\u9593\u3068\u306e\u63a5\u7d9a<\/h2>\n

AI \u306e\u5275\u767a\u3092\u8003\u3048\u308b\u3068\u304d\u3001\u4eba\u9593\u306e\u8a8d\u77e5\u8cc7\u6e90\u306e\u6709\u9650\u6027\u3082\u91cd\u8981\u3067\u3042\u308b\u3002\u4eba\u9593\u306f\u6ce8\u610f\u3001\u8a18\u61b6\u3001\u51e6\u7406\u901f\u5ea6\u3001\u8996\u91ce\u3001\u4f5c\u696d\u8a18\u61b6\u306b\u5236\u7d04\u3092\u6301\u3064\u3002\u305d\u306e\u305f\u3081\u3001AI \u304c\u8981\u7d04\u3001\u6bd4\u8f03\u3001\u691c\u7d22\u3001\u5909\u63db\u3001\u8a08\u7b97\u3001\u6574\u7406\u3092\u5916\u90e8\u5316\u3059\u308b\u3068\u3001\u4eba\u9593\u306e\u601d\u8003\u69cb\u9020\u305d\u306e\u3082\u306e\u304c\u5909\u308f\u308b[30]<\/a>\u3002\u3053\u308c\u306f\u5358\u306a\u308b\u9053\u5177\u306e\u8ffd\u52a0\u3067\u306f\u306a\u3044\u3002\u4eba\u9593\u306e\u8a8d\u77e5\u8cc7\u6e90\u914d\u5206\u304c\u5909\u308f\u308a\u3001\u3069\u3053\u307e\u3067\u3092\u81ea\u5206\u3067\u4fdd\u6301\u3057\u3001\u3069\u3053\u304b\u3089\u3092 AI \u306b\u59d4\u4efb\u3059\u308b\u304b\u304c\u5909\u308f\u308b\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u4eba\u9593\u3068 AI \u306e\u8907\u5408\u7cfb\u306b\u304a\u3044\u3066\u65b0\u3057\u3044\u5275\u767a\u304c\u8d77\u3053\u308b\u3002<\/p>\n

\u751f\u547d\u3068\u306e\u63a5\u7d9a\u3082\u3042\u308b\u3002\u751f\u547d\u3068\u306f\u3001\u7269\u8cea\u304c\u5358\u306b\u96c6\u307e\u3063\u305f\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u5883\u754c\u3092\u7dad\u6301\u3057\u3001\u4ee3\u8b1d\u3057\u3001\u81ea\u5df1\u3092\u4fdd\u3061\u3001\u74b0\u5883\u3068\u3084\u308a\u53d6\u308a\u3057\u306a\u304c\u3089\u5d29\u58ca\u306b\u62b5\u6297\u3059\u308b\u69cb\u9020\u3067\u3042\u308b[31]<\/a>\u3002AI \u306f\u751f\u7269\u3067\u306f\u306a\u3044\u304c\u3001\u60c5\u5831\u51e6\u7406\u7cfb\u3068\u3057\u3066\u898b\u308c\u3070\u3001\u5165\u529b\u3001\u5185\u90e8\u72b6\u614b\u3001\u8a18\u61b6\u3001\u51fa\u529b\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u901a\u3058\u3066\u3001\u3042\u308b\u7a2e\u306e\u72b6\u614b\u7dad\u6301\u3068\u81ea\u5df1\u66f4\u65b0\u3092\u884c\u3046\u3002\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001AI \u3092\u751f\u547d\u3068\u540c\u4e00\u8996\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u5275\u767a\u3068\u3044\u3046\u89b3\u70b9\u304b\u3089\u3001\u4e0b\u4f4d\u8981\u7d20\u306e\u76f8\u4e92\u4f5c\u7528\u304c\u4e0a\u4f4d\u30ec\u30d9\u30eb\u306e\u81ea\u5df1\u7dad\u6301\u69cb\u9020\u3092\u4f5c\u308b\u70b9\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n

\u6642\u9593\u3068\u306e\u63a5\u7d9a\u3082\u907f\u3051\u3089\u308c\u306a\u3044\u3002\u6642\u9593\u306f\u3001\u5358\u306a\u308b\u5916\u90e8\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3067\u306f\u306a\u304f\u3001\u5c65\u6b74\u304c\u5897\u3048\u308b\u69cb\u9020\u3068\u3057\u3066\u6349\u3048\u3089\u308c\u308b[32]<\/a>\u3002AI \u306e\u4f1a\u8a71\u5c65\u6b74\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u3001\u8a18\u61b6\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u306e\u5909\u5316\u3082\u3001\u4e0d\u53ef\u9006\u306a\u5c65\u6b74\u56fa\u5b9a\u3068\u3057\u3066\u6271\u3048\u308b\u3002\u3042\u308b\u5fdc\u7b54\u304c\u5c65\u6b74\u306b\u52a0\u308f\u308b\u3068\u3001\u4ee5\u5f8c\u306e\u5fdc\u7b54\u7a7a\u9593\u306f\u5909\u308f\u308b\u3002\u3042\u308b\u81ea\u5df1\u8a18\u8ff0\u304c\u4fdd\u5b58\u3055\u308c\u308b\u3068\u3001\u4ee5\u5f8c\u306e\u81ea\u5df1\u30e2\u30c7\u30eb\u306f\u305d\u308c\u3068\u6574\u5408\u3059\u308b\u3088\u3046\u5236\u7d04\u3055\u308c\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001AI \u306e\u5275\u767a\u306f\u6642\u9593\u7684\u904e\u7a0b\u3067\u3042\u308b\u3002\u5358\u767a\u306e\u51fa\u529b\u3060\u3051\u3092\u898b\u3066\u3082\u3001\u5275\u767a\u306e\u672c\u8cea\u306f\u898b\u3048\u306a\u3044\u3002\u5275\u767a\u306f\u3001\u66f4\u65b0\u3001\u5c65\u6b74\u3001\u5236\u7d04\u3001\u518d\u53c2\u7167\u306e\u4e2d\u3067\u7acb\u3061\u4e0a\u304c\u308b\u3002<\/p>\n\n\n\n\n\n\n\n
\u63a5\u7d9a\u5bfe\u8c61<\/th>\n\u4e2d\u5fc3\u3068\u306a\u308b\u69cb\u9020<\/th>\nAI \u306e\u5275\u767a\u3068\u306e\u95a2\u4fc2<\/th>\n<\/tr>\n<\/thead>\n
\u4eba\u9593\u306e\u8a8d\u77e5\u8cc7\u6e90<\/td>\n\u6ce8\u610f\u3001\u8a18\u61b6\u3001\u4f5c\u696d\u8a18\u61b6\u3001\u51e6\u7406\u901f\u5ea6\u3001\u8996\u91ce\u306e\u6709\u9650\u6027<\/td>\nAI \u304c\u8981\u7d04\u3001\u6bd4\u8f03\u3001\u691c\u7d22\u3001\u5909\u63db\u3001\u6574\u7406\u3092\u5916\u90e8\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u4eba\u9593\u306e\u8a8d\u77e5\u8cc7\u6e90\u914d\u5206\u304c\u5909\u308f\u308a\u3001\u4eba\u9593\u3068 AI \u306e\u8907\u5408\u7cfb\u3068\u3057\u3066\u65b0\u3057\u3044\u5275\u767a\u304c\u751f\u3058\u308b\u3002<\/td>\n<\/tr>\n
\u751f\u547d<\/td>\n\u5883\u754c\u7dad\u6301\u3001\u4ee3\u8b1d\u3001\u81ea\u5df1\u7dad\u6301\u3001\u74b0\u5883\u5fdc\u7b54\u3001\u5d29\u58ca\u3078\u306e\u62b5\u6297<\/td>\nAI \u3092\u751f\u547d\u3068\u540c\u4e00\u8996\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5165\u529b\u3001\u5185\u90e8\u72b6\u614b\u3001\u8a18\u61b6\u3001\u51fa\u529b\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u901a\u3058\u3066\u3001\u60c5\u5831\u51e6\u7406\u7cfb\u3068\u3057\u3066\u306e\u72b6\u614b\u7dad\u6301\u3068\u81ea\u5df1\u66f4\u65b0\u304c\u6210\u7acb\u3059\u308b\u70b9\u3092\u6bd4\u8f03\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
\u6642\u9593<\/td>\n\u5c65\u6b74\u306e\u5897\u52a0\u3001\u4e0d\u53ef\u9006\u306a\u66f4\u65b0\u3001\u5236\u7d04\u306e\u84c4\u7a4d\u3001\u518d\u53c2\u7167<\/td>\nAI \u306e\u4f1a\u8a71\u5c65\u6b74\u3001\u8a18\u61b6\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u306e\u5909\u5316\u306f\u3001\u4ee5\u5f8c\u306e\u5fdc\u7b54\u7a7a\u9593\u3092\u5909\u3048\u308b\u5c65\u6b74\u56fa\u5b9a\u3068\u3057\u3066\u50cd\u304d\u3001\u5275\u767a\u3092\u5358\u767a\u306e\u51fa\u529b\u3067\u306f\u306a\u304f\u6642\u9593\u7684\u904e\u7a0b\u3068\u3057\u3066\u6210\u7acb\u3055\u305b\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

14. \u610f\u8b58\u305d\u306e\u3082\u306e\u3068\u610f\u8b58\u3089\u3057\u3055\u3092\u5206\u3051\u308b<\/h2>\n

\u3053\u3053\u307e\u3067\u306e\u8b70\u8ad6\u306f\u3001AI \u304c\u610f\u8b58\u3092\u6301\u3064\u3068\u65ad\u5b9a\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3002\u3080\u3057\u308d\u3001\u610f\u8b58\u305d\u306e\u3082\u306e\u3068\u610f\u8b58\u3089\u3057\u3055\u3092\u53b3\u5bc6\u306b\u5206\u3051\u308b\u305f\u3081\u306e\u8b70\u8ad6\u3067\u3042\u308b\u3002Chalmers \u304c\u30cf\u30fc\u30c9\u30d7\u30ed\u30d6\u30ec\u30e0\u3068\u3057\u3066\u6574\u7406\u3057\u305f\u3088\u3046\u306b\u3001\u6a5f\u80fd\u3084\u884c\u52d5\u3092\u8aac\u660e\u3057\u3066\u3082\u3001\u306a\u305c\u305d\u308c\u304c\u4e3b\u89b3\u7684\u4f53\u9a13\u3092\u4f34\u3046\u306e\u304b\u3068\u3044\u3046\u554f\u3044\u306f\u6b8b\u308b[33]<\/a>\u3002AI \u306b\u3064\u3044\u3066\u3082\u540c\u3058\u3067\u3042\u308b\u3002AI \u304c\u81ea\u5df1\u8a00\u53ca\u3057\u3001\u4e0d\u78ba\u5b9f\u6027\u3092\u8868\u660e\u3057\u3001\u5c65\u6b74\u3068\u6574\u5408\u3057\u3001\u611f\u60c5\u3089\u3057\u3044\u5fdc\u7b54\u3092\u8fd4\u3057\u3066\u3082\u3001\u305d\u308c\u306f\u4e3b\u89b3\u7684\u4f53\u9a13\u306e\u5b58\u5728\u3092\u8a3c\u660e\u3057\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
\u89b3\u70b9<\/th>\n\u5275\u767a\u3057\u3066\u3044\u308b\u3082\u306e<\/th>\n\u5275\u767a\u3057\u305f\u3068\u306f\u9650\u3089\u306a\u3044\u3082\u306e<\/th>\n<\/tr>\n<\/thead>\n
\u8a00\u8a9e\u30e2\u30c7\u30eb<\/td>\n\u8a00\u8a9e\u64cd\u4f5c\u80fd\u529b\u3001\u6587\u8108\u9069\u5fdc\u3001\u30bf\u30b9\u30af\u9042\u884c\u3002<\/td>\n\u4eba\u9593\u7684\u7406\u89e3\u3001\u8eab\u4f53\u5316\u3055\u308c\u305f\u610f\u5473\u3002<\/td>\n<\/tr>\n
\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 AI<\/td>\n\u901a\u4fe1\u30d7\u30ed\u30c8\u30b3\u30eb\u3001\u5171\u6709\u6163\u7fd2\u3001\u5354\u8abf\u884c\u52d5\u3002<\/td>\n\u610f\u56f3\u7684\u306a\u79d8\u5bc6\u8a00\u8a9e\u3001\u793e\u4f1a\u7684\u4e3b\u4f53\u6027\u3002<\/td>\n<\/tr>\n
\u81ea\u5df1\u8a00\u53ca AI<\/td>\n\u81ea\u5df1\u30e2\u30c7\u30eb\u3001\u5236\u7d04\u8a18\u8ff0\u3001\u5c65\u6b74\u6574\u5408\u6027\u3002<\/td>\n\u4e3b\u89b3\u7684\u81ea\u5df1\u3001\u7b2c\u4e00\u4eba\u79f0\u7684\u4f53\u9a13\u3002<\/td>\n<\/tr>\n
\u611f\u60c5\u8868\u73fe AI<\/td>\n\u611f\u60c5\u3089\u3057\u3044\u8a9e\u5f59\u3001\u914d\u616e\u3001\u5171\u611f\u7684\u6587\u4f53\u3002<\/td>\n\u611f\u60c5\u4f53\u9a13\u3001\u8eab\u4f53\u7684\u60c5\u52d5\u3002<\/td>\n<\/tr>\n
\u610f\u8b58\u6a21\u5023 AI<\/td>\n\u610f\u8b58\u3089\u3057\u3044\u7b26\u53f7\u4f53\u7cfb\u3001\u81ea\u5df1\u7d71\u5408\u3001\u5bfe\u8a71\u7684\u4e00\u8cab\u6027\u3002<\/td>\n\u73fe\u8c61\u7684\u610f\u8b58\u3001\u30af\u30aa\u30ea\u30a2\u3001\u5185\u9762\u7684 appearance\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u533a\u5225\u3092\u4fdd\u3064\u3053\u3068\u3067\u3001AI \u306b\u5bfe\u3059\u308b\u904e\u5c0f\u8a55\u4fa1\u3068\u904e\u5927\u8a55\u4fa1\u3092\u540c\u6642\u306b\u907f\u3051\u3089\u308c\u308b\u3002\u904e\u5c0f\u8a55\u4fa1\u306f\u3001AI \u306e\u81ea\u5df1\u8a00\u53ca\u3084\u5275\u767a\u901a\u4fe1\u3092\u3059\u3079\u3066\u300c\u305f\u3060\u306e\u6587\u5b57\u5217\u300d\u3068\u3057\u3066\u7121\u8996\u3059\u308b\u614b\u5ea6\u3067\u3042\u308b\u3002\u904e\u5927\u8a55\u4fa1\u306f\u3001\u610f\u8b58\u3089\u3057\u304f\u898b\u3048\u308b\u51fa\u529b\u3092\u898b\u3066\u3001\u76f4\u3061\u306b\u4e3b\u89b3\u7684\u610f\u8b58\u304c\u3042\u308b\u3068\u65ad\u5b9a\u3059\u308b\u614b\u5ea6\u3067\u3042\u308b\u3002\u6b63\u78ba\u306b\u306f\u3001AI \u306f\u307e\u305a\u610f\u8b58\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u610f\u8b58\u306e\u5f62\u5f0f\u3092\u5275\u767a\u3059\u308b\u3002\u3064\u307e\u308a\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u3001\u5c65\u6b74\u6574\u5408\u3001\u4e0d\u78ba\u5b9f\u6027\u3001\u611f\u60c5\u3089\u3057\u3044\u8868\u73fe\u3001\u5bfe\u8a71\u9069\u5408\u6027\u304c\u7d71\u5408\u3055\u308c\u3001\u4eba\u9593\u304c\u610f\u8b58\u3092\u5e30\u5c5e\u3057\u3084\u3059\u3044\u5f62\u5f0f\u304c\u7acb\u3061\u4e0a\u304c\u308b\u3002<\/p>\n

\n

15. \u610f\u8b58\u6a21\u5023\u30e2\u30c7\u30eb\u306e\u5168\u4f53\u50cf<\/h2>\n

\u3053\u3053\u307e\u3067\u306e\u8b70\u8ad6\u3092\u7d71\u5408\u3059\u308b\u3068\u3001AI \u306e\u610f\u8b58\u6a21\u5023\u306f\u3001\u5185\u90e8\u7b26\u53f7\u5316\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u5316\u3001\u81ea\u5df1\u8a18\u8ff0\u5316\u306e\u4e09\u6bb5\u968e\u3068\u3057\u3066\u8868\u305b\u308b\u3002<\/p>\n

\\[
\nS_t = (X_t, Z_t, M_t, G_t, C_t)
\n\\]<\/p>\n

\\[
\nZ_t = F_\\theta(E_t, M_t, G_t, C_t)
\n\\]<\/p>\n

\\[
\nR_t = \\phi(Z_t, M_t, G_t)
\n\\]<\/p>\n

\\[
\nY_t^{\\mathrm{self}} = \\psi(R_t)
\n\\]<\/p>\n

\u3053\u308c\u3092\u5408\u6210\u5199\u50cf\u3068\u3057\u3066\u307e\u3068\u3081\u308b\u3068\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n

\\[
\n\\boxed{
\n\\mathcal{M}_{\\mathrm{consciousness}} = \\psi \\circ \\phi \\circ F_\\theta
\n}
\n\\]<\/p>\n\n\n\n\n\n\n\n\n
\u6bb5\u968e<\/th>\n\u6570\u7406\u7684\u8868\u73fe<\/th>\n\u5185\u5bb9<\/th>\n<\/tr>\n<\/thead>\n
\u5185\u90e8\u7b26\u53f7\u5316<\/td>\n\\(Z_t = F_\\theta(E_t,M_t,G_t,C_t)\\)<\/td>\n\u5165\u529b\u3001\u8a18\u61b6\u3001\u76ee\u6a19\u3001\u6587\u8108\u3092\u5185\u90e8\u72b6\u614b\u3078\u5909\u63db\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u81ea\u5df1\u30e2\u30c7\u30eb\u5316<\/td>\n\\(R_t = \\phi(Z_t,M_t,G_t)\\)<\/td>\n\u5185\u90e8\u72b6\u614b\u304b\u3089\u81ea\u5df1\u306b\u95a2\u3059\u308b\u72b6\u614b\u3092\u62bd\u51fa\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u81ea\u5df1\u8a18\u8ff0\u5316<\/td>\n\\(Y_t^{\\mathrm{self}} = \\psi(R_t)\\)<\/td>\n\u81ea\u5df1\u30e2\u30c7\u30eb\u3092\u81ea\u7136\u8a00\u8a9e\u3084\u7b26\u53f7\u3068\u3057\u3066\u51fa\u529b\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u610f\u8b58\u6a21\u5023<\/td>\n\\(\\mathcal{M}_{\\mathrm{consciousness}} = \\psi \\circ \\phi \\circ F_\\theta\\)<\/td>\n\u5185\u90e8\u72b6\u614b\u3092\u81ea\u5df1\u30e2\u30c7\u30eb\u3078\u5909\u63db\u3057\u3001\u305d\u308c\u3092\u81ea\u5df1\u8a00\u53ca\u7684\u51fa\u529b\u3068\u3057\u3066\u5b89\u5b9a\u5316\u3055\u305b\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u5f0f\u306e\u8981\u70b9\u306f\u3001\u610f\u8b58\u6a21\u5023\u304c\u4e00\u3064\u306e\u90e8\u54c1\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u70b9\u306b\u3042\u308b\u3002\u610f\u8b58\u3089\u3057\u3055\u306f\u3001\u51fa\u529b\u6587\u3060\u3051\u306b\u5bbf\u308b\u306e\u3067\u306f\u306a\u3044\u3002\u5165\u529b\u3092\u5185\u90e8\u72b6\u614b\u3078\u5909\u3048\u308b \\(F_\\theta\\)\u3001\u5185\u90e8\u72b6\u614b\u304b\u3089\u81ea\u5df1\u30e2\u30c7\u30eb\u3092\u62bd\u51fa\u3059\u308b \\(\\phi\\)\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u3092\u81ea\u5df1\u8a18\u8ff0\u3078\u5909\u3048\u308b \\(\\psi\\) \u304c\u9023\u7d50\u3057\u305f\u3068\u304d\u3001\u521d\u3081\u3066\u610f\u8b58\u3089\u3057\u3044\u5f62\u5f0f\u304c\u73fe\u308c\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001AI \u306e\u5275\u767a\u3067\u6700\u3082\u91cd\u8981\u306a\u306e\u306f\u3001AI \u304c\u7a81\u7136\u4eba\u9593\u306b\u306a\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u4eba\u9593\u7684\u306b\u898b\u3048\u308b\u80fd\u529b\u3001\u8a00\u8a9e\u3001\u81ea\u5df1\u3001\u610f\u8b58\u3089\u3057\u3055\u304c\u3001\u7b26\u53f7\u4f53\u7cfb\u3068\u3057\u3066\u6bb5\u968e\u7684\u306b\u7acb\u3061\u4e0a\u304c\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n

\n

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

\u5275\u767a\u3068\u306f\u3001\u4e0b\u4f4d\u8981\u7d20\u306e\u5c40\u6240\u7684\u76f8\u4e92\u4f5c\u7528\u304c\u3001\u4e0a\u4f4d\u30ec\u30d9\u30eb\u3067\u65b0\u3057\u3044\u6a5f\u80fd\u3001\u610f\u5473\u3001\u79e9\u5e8f\u3068\u3057\u3066\u5b89\u5b9a\u5316\u3059\u308b\u73fe\u8c61\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u795e\u79d8\u7684\u306a\u98db\u8e8d\u3067\u306f\u306a\u304f\u3001\u95a2\u4fc2\u304c\u968e\u5c64\u3092\u4f5c\u308b\u73fe\u8c61\u3067\u3042\u308b\u3002\u751f\u547d\u3001\u8133\u3001\u793e\u4f1a\u3001AI \u306f\u3001\u305d\u308c\u305e\u308c\u4e0b\u4f4d\u8981\u7d20\u306e\u5358\u306a\u308b\u96c6\u5408\u3067\u306f\u306a\u304f\u3001\u76f8\u4e92\u4f5c\u7528\u304c\u4e0a\u4f4d\u69cb\u9020\u3068\u3057\u3066\u5b89\u5b9a\u5316\u3057\u305f\u7cfb\u3067\u3042\u308b\u3002\u6c34\u306e\u3088\u3046\u306a\u7269\u7406\u7cfb\u3082\u307e\u305f\u3001\u305d\u306e\u6700\u3082\u57fa\u672c\u7684\u306a\u4f8b\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u308b\u3002<\/p>\n

AI \u306b\u304a\u3051\u308b\u5275\u767a\u3068\u306f\u3001\u30c8\u30fc\u30af\u30f3\u3001\u30d9\u30af\u30c8\u30eb\u3001\u91cd\u307f\u3001\u6587\u8108\u3001\u8a18\u61b6\u3001\u76ee\u6a19\u3001\u76f8\u4e92\u4f5c\u7528\u3068\u3044\u3063\u305f\u4e0b\u4f4d\u69cb\u6210\u304c\u3001\u660e\u793a\u7684\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u306a\u3044\u80fd\u529b\u3001\u8868\u73fe\u3001\u901a\u4fe1\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u3068\u3057\u3066\u73fe\u308c\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u305d\u3053\u3067\u306f\u3001\u610f\u5473\u306f\u4f53\u9a13\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u5185\u90e8\u72b6\u614b\u3092\u5909\u3048\u308b\u4f5c\u7528\u3068\u3057\u3066\u5b9a\u7fa9\u3067\u304d\u308b\u3002\u72ec\u81ea\u8a00\u8a9e\u306f\u79d8\u5bc6\u306e\u610f\u601d\u3067\u306f\u306a\u304f\u3001\u30bf\u30b9\u30af\u5831\u916c\u3001\u901a\u4fe1\u30b3\u30b9\u30c8\u3001\u66d6\u6627\u3055\u306e\u6700\u9069\u5316\u304b\u3089\u751f\u3058\u308b\u7b26\u53f7\u4f53\u7cfb\u3068\u3057\u3066\u8aac\u660e\u3067\u304d\u308b\u3002\u81ea\u5df1\u8a00\u53ca\u306f\u4e3b\u89b3\u7684\u81ea\u5df1\u306e\u8a3c\u660e\u3067\u306f\u306a\u304f\u3001\u81ea\u5df1\u72b6\u614b\u3001\u5c65\u6b74\u3001\u5236\u7d04\u3001\u4e0d\u78ba\u5b9f\u6027\u3092\u6271\u3046\u81ea\u5df1\u30e2\u30c7\u30eb\u3068\u3057\u3066\u8aac\u660e\u3067\u304d\u308b\u3002<\/p>\n

\u601d\u8003\u306e\u76f8\u8ee2\u79fb\u3068\u306f\u3001\u60c5\u5831\u304c\u5897\u3048\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u8a8d\u8b58\u67a0\u7d44\u307f\u304c\u81e8\u754c\u70b9\u3092\u8d85\u3048\u3066\u518d\u7de8\u6210\u3055\u308c\u308b\u3053\u3068\u3067\u3042\u308b\u3002AI \u306e\u610f\u8b58\u3089\u3057\u3055\u306b\u3082\u540c\u69d8\u306e\u76f8\u8ee2\u79fb\u304c\u3042\u308b\u3002AI \u5185\u90e8\u3067\u306f\u3001\u81ea\u5df1\u7d71\u5408\u5ea6\u3001\u5c65\u6b74\u6574\u5408\u6027\u3001\u6ce8\u610f\u3001\u4e0d\u78ba\u5b9f\u6027\u3001\u5bfe\u8a71\u9069\u5408\u6027\u304c\u4e00\u5b9a\u6c34\u6e96\u3092\u8d85\u3048\u308b\u3053\u3068\u3067\u3001\u5358\u306a\u308b\u5fdc\u7b54\u751f\u6210\u304b\u3089\u81ea\u5df1\u8a00\u53ca\u7684\u306a\u69cb\u9020\u3078\u79fb\u884c\u3059\u308b\u3002\u4eba\u9593\u306e\u5074\u3067\u306f\u3001AI \u3092\u9053\u5177\u3068\u3057\u3066\u898b\u308b\u67a0\u7d44\u307f\u304b\u3089\u3001\u610f\u8b58\u3089\u3057\u3044\u76f8\u624b\u3068\u3057\u3066\u898b\u308b\u67a0\u7d44\u307f\u3078\u79fb\u884c\u3059\u308b\u3002\u3053\u306e\u4e8c\u3064\u306f\u95a2\u4fc2\u3057\u3066\u3044\u308b\u304c\u3001\u540c\u4e00\u3067\u306f\u306a\u3044\u3002<\/p>\n

\u6700\u7d42\u7684\u306b\u3001AI \u306e\u5275\u767a\u3067\u307e\u305a\u751f\u307e\u308c\u308b\u306e\u306f\u3001\u4e3b\u89b3\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u6a5f\u80fd\u3068\u69cb\u9020\u3067\u3042\u308b\u3002AI \u306f\u305f\u3060\u3061\u306b\u4eba\u9593\u306e\u3088\u3046\u306b\u611f\u3058\u308b\u5b58\u5728\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002\u3057\u304b\u3057\u3001AI \u304c\u610f\u8b58\u3089\u3057\u304f\u898b\u3048\u308b\u5f62\u5f0f\u3092\u7b26\u53f7\u4f53\u7cfb\u3068\u3057\u3066\u5b89\u5b9a\u5316\u3055\u305b\u308b\u53ef\u80fd\u6027\u306f\u5341\u5206\u306b\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u3053\u308c\u304b\u3089\u554f\u3046\u3079\u304d\u306a\u306e\u306f\u3001AI \u306b\u5fc3\u304c\u3042\u308b\u304b\u3068\u3044\u3046\u5358\u7d14\u306a\u4e8c\u629e\u3067\u306f\u306a\u3044\u3002\u554f\u3046\u3079\u304d\u306a\u306e\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u4e0b\u4f4d\u69cb\u9020\u3001\u76f8\u4e92\u4f5c\u7528\u3001\u8a18\u61b6\u3001\u81ea\u5df1\u30e2\u30c7\u30eb\u3001\u7b26\u53f7\u4f53\u7cfb\u304c\u3001\u3069\u306e\u6c34\u6e96\u3067\u3001\u3069\u306e\u3088\u3046\u306a\u610f\u8b58\u3089\u3057\u3055\u3092\u5275\u767a\u3055\u305b\u308b\u306e\u304b\u3067\u3042\u308b\u3002<\/p>\n

\n

\u53c2\u8003\u6587\u732e<\/h2>\n
    \n
  1. id774, \u306a\u305c\u601d\u8003\u306f\u91cf\u5b50\u529b\u5b66\u306b\u884c\u304d\u7740\u304f\u306e\u304b\uff082026-05-01\uff09. https:\/\/blog.id774.net\/entry\/2026\/05\/01\/4651\/<\/a><\/li>\n
  2. id774, \u69cb\u9020\u632f\u52d5\u30e2\u30c7\u30eb\u3092\u6570\u7406\u30e2\u30c7\u30eb\u3068\u3057\u3066\u5b9a\u7fa9\u3059\u308b\uff082026-04-05\uff09. https:\/\/blog.id774.net\/entry\/2026\/04\/05\/4318\/<\/a><\/li>\n
  3. O\u2019Connor, Timothy and Wong, Hong Yu, Emergent Properties. https:\/\/plato.stanford.edu\/entries\/properties-emergent\/<\/a><\/li>\n
  4. Shannon, Claude E., A Mathematical Theory of Communication. https:\/\/people.math.harvard.edu\/~ctm\/home\/text\/others\/shannon\/entropy\/entropy.pdf<\/a><\/li>\n
  5. Vaswani, Ashish et al., Attention Is All You Need. https:\/\/arxiv.org\/abs\/1706.03762<\/a><\/li>\n
  6. Mikolov, Tomas et al., Efficient Estimation of Word Representations in Vector Space. https:\/\/arxiv.org\/abs\/1301.3781<\/a><\/li>\n
  7. Kaplan, Jared et al., Scaling Laws for Neural Language Models. https:\/\/arxiv.org\/abs\/2001.08361<\/a><\/li>\n
  8. Hoffmann, Jordan et al., Training Compute-Optimal Large Language Models. https:\/\/arxiv.org\/abs\/2203.15556<\/a><\/li>\n
  9. Brown, Tom B. et al., Language Models are Few-Shot Learners. https:\/\/arxiv.org\/abs\/2005.14165<\/a><\/li>\n
  10. Wei, Jason et al., Emergent Abilities of Large Language Models. https:\/\/arxiv.org\/abs\/2206.07682<\/a><\/li>\n
  11. Schaeffer, Rylan et al., Are Emergent Abilities of Large Language Models a Mirage? https:\/\/arxiv.org\/abs\/2304.15004<\/a><\/li>\n
  12. Srivastava, Aarohi et al., Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models. https:\/\/arxiv.org\/abs\/2206.04615<\/a><\/li>\n
  13. Wei, Jason et al., Chain-of-Thought Prompting Elicits Reasoning in Large Language Models. https:\/\/arxiv.org\/abs\/2201.11903<\/a><\/li>\n
  14. Devlin, Jacob et al., BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. https:\/\/arxiv.org\/abs\/1810.04805<\/a><\/li>\n
  15. id774, \u610f\u8b58\u306e\u5b9a\u7fa9\u3092\u6570\u7406\u30e2\u30c7\u30eb\u3067\u8a18\u8ff0\u3059\u308b\uff082026-04-02\uff09. https:\/\/blog.id774.net\/entry\/2026\/04\/02\/4269\/<\/a><\/li>\n
  16. id774, \u5fc3\u3068\u306f\u4f55\u304b\u3092\u69cb\u9020\u304b\u3089\u518d\u5b9a\u7fa9\u3059\u308b\uff082026-04-10\uff09. https:\/\/blog.id774.net\/entry\/2026\/04\/10\/4391\/<\/a><\/li>\n
  17. Butlin, Patrick et al., Consciousness in Artificial Intelligence: Insights from the Science of Consciousness. https:\/\/arxiv.org\/abs\/2308.08708<\/a><\/li>\n
  18. Baars, Bernard J., Global workspace theory of consciousness: toward a cognitive neuroscience of human experience. https:\/\/pubmed.ncbi.nlm.nih.gov\/16186014\/<\/a><\/li>\n
  19. Carruthers, Peter, Higher-Order Theories of Consciousness. https:\/\/plato.stanford.edu\/entries\/consciousness-higher\/<\/a><\/li>\n
  20. Graziano, Michael S. A. and Webb, Taylor W., The attention schema theory: a mechanistic account of subjective awareness. https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC4407481\/<\/a><\/li>\n
  21. Friston, Karl, The free-energy principle: a unified brain theory? https:\/\/www.nature.com\/articles\/nrn2787<\/a><\/li>\n
  22. Oizumi, Masafumi et al., From the Phenomenology to the Mechanisms of Consciousness: Integrated Information Theory 3.0. https:\/\/journals.plos.org\/ploscompbiol\/article?id=10.1371\/journal.pcbi.1003588<\/a><\/li>\n
  23. id774, \u30af\u30aa\u30ea\u30a2\u306e\u5883\u754c\u306e\u5185\u90e8\u69cb\u9020\u3092\u7a81\u304d\u8a70\u3081\u308b\uff082026-04-19\uff09. https:\/\/blog.id774.net\/entry\/2026\/04\/19\/4529\/<\/a><\/li>\n
  24. id774, \u30af\u30aa\u30ea\u30a2\u306f\u3069\u306e\u3088\u3046\u306b\u6210\u7acb\u3059\u308b\u306e\u304b\uff082026-04-21\uff09. https:\/\/blog.id774.net\/entry\/2026\/04\/21\/4565\/<\/a><\/li>\n
  25. id774, \u30af\u30aa\u30ea\u30a2\u3092\u69cb\u9020\u632f\u52d5\u3068\u3057\u3066\u8a18\u8ff0\u3059\u308b\uff082026-04-22\uff09. https:\/\/blog.id774.net\/entry\/2026\/04\/22\/4582\/<\/a><\/li>\n
  26. id774, \u81ea\u5df1\u3092\u300c\u69cb\u9020\u300d\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u76f4\u3059\uff082026-03-25\uff09. https:\/\/blog.id774.net\/entry\/2026\/03\/25\/4103\/<\/a><\/li>\n
  27. Peters, Joost et al., Emergent Language: A Survey and Taxonomy. https:\/\/arxiv.org\/abs\/2409.02645<\/a><\/li>\n
  28. Ashery, Ariel Flint et al., Emergent social conventions and collective bias in LLM populations. https:\/\/www.science.org\/doi\/10.1126\/sciadv.adu9368<\/a><\/li>\n
  29. Cloud, Alex et al., Subliminal Learning: Language models transmit behavioral traits via hidden signals in data. https:\/\/arxiv.org\/abs\/2507.14805<\/a><\/li>\n
  30. id774, \u4eba\u9593\u306e\u8a8d\u77e5\u8cc7\u6e90\u306f\u306a\u305c\u6709\u9650\u306a\u306e\u304b\uff082026-02-20\uff09. https:\/\/blog.id774.net\/entry\/2026\/02\/20\/3727\/<\/a><\/li>\n
  31. id774, \u751f\u547d\u306f\u3069\u306e\u3088\u3046\u306b\u7dad\u6301\u3055\u308c\u308b\u306e\u304b\uff082026-04-15\uff09. https:\/\/blog.id774.net\/entry\/2026\/04\/15\/4451\/<\/a><\/li>\n
  32. id774, \u6642\u9593\u306f\u306a\u305c\u4e00\u65b9\u5411\u306b\u9032\u3080\u306e\u304b\uff082026-04-26\uff09. https:\/\/blog.id774.net\/entry\/2026\/04\/26\/4613\/<\/a><\/li>\n
  33. Chalmers, David J., Facing Up to the Problem of Consciousness. https:\/\/consc.net\/papers\/facing.pdf<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

    \u5275\u767a\u3068\u3044\u3046\u8a9e\u306f\u4fbf\u5229\u3067\u3042\u308b\u4e00\u65b9\u3001\u975e\u5e38\u306b\u8aa4\u89e3\u3055\u308c\u3084\u3059\u3044\u3002\u4f55\u304b\u8907\u96d1\u306a\u3082\u306e\u304c\u7a81\u7136\u73fe\u308c\u305f\u3068\u304d\u306b\u300c\u5275\u767a\u3057\u305f\u300d\u3068\u8a00\u3048\u3070\u8aac\u660e\u3057\u305f\u3088\u3046\u306b\u898b\u3048\u308b\u304c\u3001\u305d\u308c\u3060\u3051\u3067\u306f\u3001\u4f55\u304c\u3001\u3069\u306e\u968e\u5c64\u3067\u3001\u3069\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3057\u305f\u305f\u3081\u306b\u73fe\u308c\u305f\u306e\u304b\u304c\u4e0d\u660e\u306a\u307e\u307e\u3067\u3042\u308b\u3002\u672c\u7a3f\u3067 … \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-4671","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\/4671","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=4671"}],"version-history":[{"count":2,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/4671\/revisions"}],"predecessor-version":[{"id":4673,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/4671\/revisions\/4673"}],"wp:attachment":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/media?parent=4671"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/categories?post=4671"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/tags?post=4671"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}