{"id":3468,"date":"2026-02-04T19:42:17","date_gmt":"2026-02-04T10:42:17","guid":{"rendered":"https:\/\/blog.id774.net\/entry\/?p=3468"},"modified":"2026-05-04T01:54:35","modified_gmt":"2026-05-03T16:54:35","slug":"%e5%88%a4%e6%96%ad%e3%81%8c%e6%88%90%e7%ab%8b%e3%81%99%e3%82%8b%e4%b8%96%e7%95%8c%e3%81%af%e3%81%a9%e3%81%ae%e3%82%88%e3%81%86%e3%81%ab%e8%a8%ad%e8%a8%88%e3%81%95%e3%82%8c%e3%82%8b%e3%81%8b","status":"publish","type":"post","link":"https:\/\/harpuia.id774.net\/entry\/2026\/02\/04\/3468\/","title":{"rendered":"\u5224\u65ad\u304c\u6210\u7acb\u3059\u308b\u4e16\u754c\u306f\u3069\u306e\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u308b\u304b"},"content":{"rendered":"

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\u5148\u306b\u7d50\u8ad6\u3092\u8a00\u3048\u3070\u3001\u5bfe\u8c61\u304c\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3067\u3042\u308c AI \u3067\u3042\u308c\u3001\u4eba\u9593\u306e\u5224\u65ad\u3067\u3042\u308c\u3001\u5171\u901a\u3057\u3066\u8d77\u304d\u3066\u3044\u308b\u306e\u306f\u300c\u4e16\u754c\u3092\u3069\u3046\u5207\u308a\u51fa\u3057\u3001\u4f55\u3092\u6bd4\u8f03\u53ef\u80fd\u306b\u3057\u3001\u4f55\u3092\u7121\u8996\u3059\u308b\u304b\u300d\u3092\u8a08\u7b97\u3084\u5224\u65ad\u306e\u524d\u306b\u56fa\u5b9a\u3057\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u69cb\u9020\u3067\u3042\u308b\u3002\u56fa\u5b9a\u3055\u308c\u305f\u67a0\u306e\u5185\u5074\u3067\u306f\u3001\u51fa\u529b\u306f\u6574\u5408\u7684\u306b\u898b\u3048\u308b\u3002\u3057\u304b\u3057\u3001\u67a0\u306e\u5916\u306b\u843d\u3061\u305f\u4fa1\u5024\u306f\u51fa\u529b\u306b\u73fe\u308c\u306a\u3044\u3002\u3053\u3053\u306b\u300c\u8aa0\u5b9f\u306a\u8a08\u7b97\u300d\u3068\u300c\u8aa0\u5b9f\u306b\u8d77\u304d\u308b\u8aa4\u308a\u300d\u304c\u540c\u5c45\u3059\u308b[4]<\/a>[5]<\/a>\u3002<\/p>\n

\u4ee5\u4e0b\u3067\u306f\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u6700\u3082\u57fa\u790e\u7684\u306a\u6027\u8cea\uff08\u4f55\u3092\u8a08\u7b97\u3057\u3066\u3044\u308b\u306e\u304b\uff09\u304b\u3089\u51fa\u767a\u3057\u3001\u5236\u7d04\u306e\u7f70\u70b9\u5316\u304c\u610f\u5473\u3092\u3069\u3046\u5909\u63db\u3059\u308b\u306e\u304b\u3001\u305d\u306e\u7d50\u679c\u3068\u3057\u3066\u8cac\u4efb\u304c\u3069\u3053\u3078\u623b\u308b\u306e\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u305d\u306e\u3046\u3048\u3067\u3001\u540c\u578b\u306e\u69cb\u9020\u304c\u8a8d\u77e5\u30d0\u30a4\u30a2\u30b9<\/a>\u3001GIGO\u3001AI \u6d3b\u7528\u3001\u30d5\u30ec\u30fc\u30df\u30f3\u30b0<\/a>\u306e\u8b70\u8ad6\u306b\u3069\u3046\u63a5\u7d9a\u3055\u308c\u308b\u304b\u3092\u3001\u540c\u3058\u9aa8\u683c\u3067\u4e26\u3079\u3066\u3044\u304f[6]<\/a>[7]<\/a>\u3002<\/p>\n

\n

1. \u30e2\u30c7\u30eb\u5316\u3068\u306f\u4e16\u754c\u3092\u7e2e\u7d04\u3059\u308b\u884c\u70ba\u3067\u3042\u308b<\/h2>\n

\u30e2\u30c7\u30eb\u5316\u3068\u306f\u3001\u73fe\u5b9f\u4e16\u754c\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u53d6\u308b\u884c\u70ba\u3067\u306f\u306a\u3044\u3002\u3080\u3057\u308d\u305d\u306e\u672c\u8cea\u306f\u3001\u8907\u96d1\u3067\u591a\u5c64\u7684\u306a\u73fe\u5b9f\u3092\u3001\u8a08\u7b97\u53ef\u80fd\u306a\u5f62\u3078\u3068\u610f\u56f3\u7684\u306b\u7e2e\u7d04\u3059\u308b\u70b9\u306b\u3042\u308b\u3002\u5909\u6570\u304c\u9078\u3070\u308c\u3001\u95a2\u4fc2\u304c\u5358\u7d14\u5316\u3055\u308c\u3001\u6570\u5024\u5316\u3067\u304d\u306a\u3044\u8981\u7d20\u306f\u5207\u308a\u6368\u3066\u3089\u308c\u308b\u3002\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u304a\u3044\u3066\u3082\u540c\u69d8\u3067\u3042\u308a\u3001QUBO \u3084 Ising \u5f62\u5f0f\u306b\u843d\u3068\u3057\u8fbc\u3080\u904e\u7a0b\u3067\u3001\u73fe\u5b9f\u306e\u591a\u304f\u306f\u5199\u50cf\u306e\u5916\u5074\u3078\u6392\u9664\u3055\u308c\u308b[1]<\/a>[8]<\/a>\u3002<\/p>\n

\u91cd\u8981\u306a\u306e\u306f\u3001\u3053\u306e\u6392\u9664\u304c\u5076\u7136\u3067\u306f\u306a\u304f\u3001\u8a2d\u8a08\u8005\u306e\u5224\u65ad\u306b\u3088\u3063\u3066\u4f53\u7cfb\u7684\u306b\u884c\u308f\u308c\u308b\u70b9\u3067\u3042\u308b\u3002\u305f\u3068\u3048\u3070\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u306a\u3089\u300c\u8ab0\u304c\u30fb\u3044\u3064\u30fb\u3069\u306e\u4ed5\u4e8b\u3092\u3059\u308b\u304b\u300d\u3092\u5909\u6570\u306b\u3059\u308b\u4e00\u65b9\u3067\u3001\u300c\u73fe\u5834\u306e\u6697\u9ed9\u77e5\uff08\u3053\u306e\u4eba\u540c\u58eb\u306f\u76f8\u6027\u304c\u60aa\u3044\uff09\u300d\u300c\u4f8b\u5916\u7684\u306a\u4e0a\u53f8\u5224\u65ad\uff08\u4eca\u56de\u306f\u7279\u5225\uff09\u300d\u300c\u5fc3\u7406\u7684\u8ca0\u62c5\uff08\u79fb\u52d5\u306e\u75b2\u52b4\uff09\u300d\u306e\u3088\u3046\u306a\u8981\u7d20\u306f\u3001\u307e\u305a\u30e2\u30c7\u30eb\u304b\u3089\u843d\u3061\u3084\u3059\u3044\u3002\u843d\u3061\u305f\u3082\u306e\u306f\u8a08\u7b97\u306e\u4e2d\u306b\u5b58\u5728\u3057\u306a\u3044\u3002\u5b58\u5728\u3057\u306a\u3044\u3082\u306e\u306f\u6700\u9069\u89e3\u306b\u3082\u53cd\u6620\u3055\u308c\u306a\u3044[9]<\/a>[10]<\/a>\u3002<\/p>\n

\u3053\u306e\u3068\u304d\u30e2\u30c7\u30eb\u306f\u300c\u8aac\u660e\u300d\u3067\u306f\u306a\u304f\u300c\u884c\u52d5\u9078\u629e\u306e\u305f\u3081\u306e\u5199\u50cf\u300d\u306b\u306a\u308b\u3002\u8a00\u3044\u63db\u3048\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u4e16\u754c\u3092\u63cf\u5199\u3059\u308b\u5730\u56f3\u3067\u306f\u306a\u304f\u3001\u884c\u52d5\u3092\u9078\u3076\u305f\u3081\u306e\u30eb\u30fc\u30eb\uff08\u6bd4\u8f03\u306e\u4ed5\u65b9\uff09\u3092\u57cb\u3081\u8fbc\u3093\u3060\u88c5\u7f6e\u3067\u3042\u308b\u3002\u73fe\u5b9f\u306e\u4f55\u3092\u898b\u3048\u306a\u304f\u3059\u308b\u304b\u3092\u6c7a\u3081\u308b\u884c\u70ba\u304c\u3001\u3059\u3067\u306b\u4fa1\u5024\u5224\u65ad\u3067\u3042\u308b[4]<\/a>[11]<\/a>\u3002<\/p>\n

1.1 \u7e2e\u7d04\u306f\u907f\u3051\u3089\u308c\u306a\u3044\u304c\u3001\u7e2e\u7d04\u306e\u4ed5\u65b9\u306f\u9078\u3079\u308b<\/h3>\n

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\u89b3\u70b9<\/th>\n\u8981\u70b9<\/th>\n\u5b9f\u52d9\u3067\u306e\u542b\u610f<\/th>\n<\/tr>\n<\/thead>\n
\u7e2e\u7d04\u306e\u5fc5\u7136<\/td>\n\u73fe\u5b9f\u3092\u305d\u306e\u307e\u307e\u306f\u6271\u3048\u306a\u3044<\/td>\n\u300c\u843d\u3068\u3059\u300d\u524d\u63d0\u3067\u8a2d\u8a08\u3059\u308b<\/td>\n<\/tr>\n
\u7e2e\u7d04\u306e\u9078\u629e<\/td>\n\u843d\u3068\u3057\u65b9\u306f\u4fa1\u5024\u5224\u65ad\u3092\u542b\u3080<\/td>\n\u5b89\u5168\u30fb\u6cd5\u4ee4\u306a\u3069\u306f\u4e8c\u91cd\u5316\u3067\u5b88\u308b<\/td>\n<\/tr>\n
\u5199\u50cf\u3068\u3057\u3066\u306e\u30e2\u30c7\u30eb<\/td>\n\u30e2\u30c7\u30eb\u306f\u884c\u52d5\u9078\u629e\u306e\u30eb\u30fc\u30eb<\/td>\n\u51fa\u529b\u3088\u308a\u5148\u306b\u300c\u67a0\u300d\u3092\u691c\u8a0e\u3059\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

2. \u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u304c\u8a08\u7b97\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u6b63\u4f53<\/h2>\n

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\u88c5\u7f6e\u306f\u30e2\u30c7\u30eb\u306e\u59a5\u5f53\u6027\u3092\u691c\u8a3c\u3057\u306a\u3044\u3002\u502b\u7406\u7684\u30fb\u793e\u4f1a\u7684\u30fb\u73fe\u5834\u7684\u306a\u6b63\u3057\u3055\u3092\u5224\u65ad\u3057\u306a\u3044\u3002\u305f\u3060\u3001\u4e0e\u3048\u3089\u308c\u305f\u5199\u50cf\u306e\u5185\u90e8\u3067\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u3092\u6700\u5c0f\u5316\u3059\u308b\u3002\u305d\u306e\u5fe0\u5b9f\u3055\u306f\u5f37\u307f\u3067\u3082\u3042\u308b\u3002\u3060\u304c\u3001\u67a0\u304c\u8aa4\u3063\u3066\u3044\u308c\u3070\u300c\u8aa0\u5b9f\u306b\u8aa4\u308b\u300d\u3002\u3053\u306e\u6027\u8cea\u306f\u3001\u5358\u306b\u91cf\u5b50\u306b\u9650\u3089\u305a\u3001\u6700\u9069\u5316\u4e00\u822c\uff08\u7dda\u5f62\u8a08\u753b\u3001\u6574\u6570\u8a08\u753b\u3001\u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\uff09\u306b\u3082\u5171\u901a\u3059\u308b[15]<\/a>[16]<\/a>\u3002<\/p>\n

2.1 \u300c\u6700\u9069\u89e3\u300d\u3068\u300c\u63a1\u7528\u53ef\u80fd\u89e3\u300d\u306f\u5225\u7269\u3067\u3042\u308b<\/h3>\n

\u5b9f\u52d9\u3067\u306e\u6df7\u4e71\u306f\u3001\u3053\u3053\u304b\u3089\u59cb\u307e\u308b\u3002\u300c\u6700\u9069\u89e3\u304c\u51fa\u305f\u306e\u3060\u304b\u3089\u63a1\u7528\u3059\u3079\u304d\u3060\u300d\u3068\u3044\u3046\u671f\u5f85\u304c\u751f\u307e\u308c\u3084\u3059\u3044\u3002\u3057\u304b\u3057\u63a1\u7528\u53ef\u80fd\u6027\u306f\u3001\u30e2\u30c7\u30eb\u304c\u8868\u73fe\u3057\u305f\u4fa1\u5024\u306e\u96c6\u5408\u306b\u5bfe\u3059\u308b\u6574\u5408\u6027\u3067\u306f\u306a\u304f\u3001\u73fe\u5834\u306e\u4fa1\u5024\u30fb\u8cac\u4efb\u30fb\u4f8b\u5916\u51e6\u7406\u30fb\u8aac\u660e\u8cac\u4efb\u3092\u542b\u3080\u3002\u30e2\u30c7\u30eb\u306b\u542b\u3081\u3066\u3044\u306a\u3044\u6761\u4ef6\u306f\u3001\u8a08\u7b97\u306e\u4e2d\u3067\u5b58\u5728\u3057\u306a\u3044\u3002\u3057\u305f\u304c\u3063\u3066\u300c\u4f7f\u3048\u306a\u3044\u6700\u9069\u300d\u304c\u51fa\u308b\u306e\u306f\u3001\u3080\u3057\u308d\u81ea\u7136\u306a\u5e30\u7d50\u3067\u3042\u308b[4]<\/a>[12]<\/a>\u3002<\/p>\n

2.2 \u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306f\u300c\u7b54\u3048\u300d\u3067\u306f\u306a\u304f\u300c\u5019\u88dc\u306e\u675f\u300d\u3067\u3042\u308b<\/h3>\n

\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3067\u306f\u30b5\u30f3\u30d7\u30eb\u3068\u3057\u3066\u8907\u6570\u306e\u89e3\u304c\u51fa\u3066\u304f\u308b\u3002\u3053\u3053\u3067\u3082\u91cd\u8981\u306a\u306e\u306f\u3001\u88c5\u7f6e\u304c\u300c\u63a1\u7528\u3059\u3079\u304d\u552f\u4e00\u306e\u7b54\u3048\u300d\u3092\u4e0e\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u5730\u5f62\u306b\u6cbf\u3063\u305f\u5019\u88dc\u7fa4\u3092\u8fd4\u3059\u70b9\u3067\u3042\u308b\u3002\u5019\u88dc\u7fa4\u306e\u3069\u308c\u3092\u63a1\u7528\u3059\u308b\u304b\u306f\u3001\u30e2\u30c7\u30eb\u5916\u306e\u5224\u65ad\uff08\u904b\u7528\u3084\u627f\u8a8d\uff09\u3068\u7d50\u3073\u3064\u304f\u3002\u3053\u3053\u3092\u66d6\u6627\u306b\u3059\u308b\u3068\u3001\u5f8c\u3067\u8cac\u4efb\u304c\u884c\u65b9\u4e0d\u660e\u306b\u306a\u308b[17]<\/a>[18]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u89b3\u70b9<\/th>\n\u8981\u70b9<\/th>\n\u5b9f\u52d9\u3067\u306e\u542b\u610f<\/th>\n<\/tr>\n<\/thead>\n
\u88c5\u7f6e\u306e\u5f79\u5272<\/td>\n\u5199\u50cf\u5185\u306e\u6700\u5c0f\u5316\u3092\u3059\u308b<\/td>\n\u59a5\u5f53\u6027\u306f\u4eba\u9593\u5074\u3067\u62c5\u4fdd\u3059\u308b<\/td>\n<\/tr>\n
\u6700\u9069\u2260\u63a1\u7528<\/td>\n\u63a1\u7528\u306b\u306f\u30e2\u30c7\u30eb\u5916\u306e\u6761\u4ef6\u304c\u8981\u308b<\/td>\n\u63a1\u7528\u6761\u4ef6\u3092\u524d\u63d0\u3068\u3057\u3066\u660e\u793a\u3059\u308b<\/td>\n<\/tr>\n
\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/td>\n\u5019\u88dc\u306e\u675f\u304c\u8fd4\u308b<\/td>\n\u63a1\u7528\u30fb\u62d2\u5426\u306e\u904b\u7528\u3092\u8a2d\u8a08\u3059\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

3. \u5236\u7d04\u3092\u7f70\u70b9\u306b\u3059\u308b\u3068\u3044\u3046\u610f\u5473\u5909\u63db<\/h2>\n

\u5236\u7d04\u3092\u7f70\u70b9\u3068\u3057\u3066\u6271\u3046\u64cd\u4f5c\u306f\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u304a\u3051\u308b\u6700\u91cd\u8981\u306e\u610f\u5473\u5909\u63db\u3067\u3042\u308b\u3002\u73fe\u5b9f\u4e16\u754c\u3067\u306f\u300c\u5b88\u308b\u304b\u7834\u308b\u304b\u300d\u3067\u8a9e\u3089\u308c\u308b\u5236\u7d04\u306f\u3001\u30e2\u30c7\u30eb\u306b\u5165\u3063\u305f\u77ac\u9593\u3001\u300c\u3069\u308c\u3060\u3051\u60aa\u3044\u304b\u300d\u3068\u3044\u3046\u91cf\u7684\u8a55\u4fa1\u306b\u5909\u63db\u3055\u308c\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7981\u6b62\u3068\u30b3\u30b9\u30c8\u3001\u7fa9\u52d9\u3068\u52b9\u7387\u3068\u3044\u3063\u305f\u672c\u6765\u7570\u8cea\u306a\u4fa1\u5024\u304c\u3001\u540c\u4e00\u306e\u5c3a\u5ea6\uff08\u30a8\u30cd\u30eb\u30ae\u30fc\uff09\u4e0a\u3067\u6bd4\u8f03\u53ef\u80fd\u306b\u306a\u308b[1]<\/a>[8]<\/a>[19]<\/a>\u3002<\/p>\n

\u6bd4\u8f03\u53ef\u80fd\u6027\u306f\u8a08\u7b97\u3092\u6210\u7acb\u3055\u305b\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u4e00\u65b9\u3067\u3001\u4fa1\u5024\u306e\u8cea\u7684\u5dee\u7570\u3092\u6d88\u3057\u53bb\u308b\u3002\u5236\u7d04\u306e\u91cd\u307f\u3092\u6c7a\u3081\u308b\u4fc2\u6570\u306f\u3001\u8a2d\u8a08\u8005\u304c\u4e0b\u3057\u305f\u4fa1\u5024\u5224\u65ad\u306e\u6570\u5024\u7684\u8868\u73fe\u3067\u3042\u308a\u3001\u305d\u306e\u5224\u65ad\u306f\u8a08\u7b97\u904e\u7a0b\u306e\u5916\u304b\u3089\u81ea\u52d5\u3067\u691c\u8a3c\u3055\u308c\u306a\u3044\u3002\u3060\u304b\u3089\u3053\u305d\u300c\u4fc2\u6570\u306f\u6280\u8853\u3067\u306a\u304f\u5408\u610f\u300d\u3068\u3044\u3046\u8a71\u306b\u306a\u308b[20]<\/a>[21]<\/a>\u3002<\/p>\n

3.1 \u7f70\u70b9\u3092\u5927\u304d\u304f\u3059\u308c\u3070\u89e3\u6c7a\u3059\u308b\u3001\u304c\u6210\u7acb\u3057\u306a\u3044\u7406\u7531<\/h3>\n

\u76f4\u89b3\u7684\u306b\u306f\u300c\u7d76\u5bfe\u5236\u7d04\u306f\u7f70\u70b9\u3092\u5927\u304d\u304f\u3059\u308c\u3070\u3088\u3044\u300d\u3068\u601d\u3048\u308b\u3002\u3057\u304b\u3057\u73fe\u5b9f\u306b\u306f\u4fc2\u6570\u30ec\u30f3\u30b8\u306e\u5236\u7d04\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u30ce\u30a4\u30ba\u3001\u57cb\u3081\u8fbc\u307f\u5236\u7d04\u306a\u3069\u304c\u3042\u308a\u3001\u7121\u9650\u5927\u306f\u7f6e\u3051\u306a\u3044\u3002\u3055\u3089\u306b\u7f70\u70b9\u3092\u6975\u7aef\u306b\u5927\u304d\u304f\u3059\u308b\u3068\u3001\u76ee\u7684\u9805\u306e\u5dee\u304c\u57cb\u3082\u308c\u3066\u300c\u5236\u7d04\u3092\u5b88\u308b\u3053\u3068\u3060\u3051\u304c\u52dd\u5229\u6761\u4ef6\u300d\u306b\u306a\u308a\u3001\u540c\u70b9\u89e3\uff08\u9000\u5316\uff09\u304c\u5897\u3048\u308b\u3002\u9000\u5316\u304c\u5897\u3048\u308b\u3068\u3001\u3069\u306e\u89e3\u304c\u73fe\u5834\u3067\u826f\u3044\u304b\u306f\u30e2\u30c7\u30eb\u5916\u306b\u623b\u308b\u3002\u7d50\u5c40\u3001\u7f70\u70b9\u306e\u8a2d\u8a08\u306f\u300c\u5b88\u308b\u3079\u304d\u3082\u306e\u3092\u5b88\u308b\u300d\u3068\u300c\u76ee\u7684\u306e\u5dee\u304c\u898b\u3048\u308b\u300d\u3092\u540c\u6642\u306b\u6e80\u305f\u3059\u5fc5\u8981\u304c\u3042\u308b[22]<\/a>[23]<\/a>\u3002<\/p>\n

3.2 \u300c\u786c\u3044\u5236\u7d04\u300d\u3068\u300c\u67d4\u3089\u304b\u3044\u5236\u7d04\u300d\u306e\u5883\u754c\u306f\u4fc2\u6570\u3067\u3057\u304b\u8868\u73fe\u3067\u304d\u306a\u3044<\/h3>\n

\u73fe\u5834\u3067\u306f\u3001\u5b89\u5168\u30fb\u6cd5\u4ee4\u306e\u3088\u3046\u306b\u7834\u308c\u306a\u3044\u5236\u7d04\u3068\u3001\u5e0c\u671b\u30fb\u516c\u5e73\u306e\u3088\u3046\u306b\u72b6\u6cc1\u3067\u4f8b\u5916\u304c\u3042\u308a\u5f97\u308b\u5236\u7d04\u304c\u6df7\u5728\u3059\u308b\u3002\u7f70\u70b9\u5316\u306f\u3053\u306e\u5dee\u3092\u4fc2\u6570\u306e\u5927\u5c0f\u3078\u62bc\u3057\u8fbc\u3080\u3002\u3053\u3053\u3067\u5883\u754c\u3092\u518d\u73fe\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u30e2\u30c7\u30eb\u306f\u73fe\u5834\u306e\u5e38\u8b58\u3068\u306f\u7570\u306a\u308b\u5224\u65ad\u3092\u300c\u6700\u9069\u300d\u3068\u3057\u3066\u8fd4\u3059\u3002\u3064\u307e\u308a\u300c\u5883\u754c\u304c\u6d88\u3048\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u5883\u754c\u304c\u8a2d\u8a08\u8005\u306e\u4fc2\u6570\u3078\u7f6e\u304d\u63db\u308f\u308b[24]<\/a>[25]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u89b3\u70b9<\/th>\n\u8981\u70b9<\/th>\n\u5b9f\u52d9\u3067\u306e\u542b\u610f<\/th>\n<\/tr>\n<\/thead>\n
\u610f\u5473\u5909\u63db<\/td>\n\u7981\u6b62\u30fb\u7fa9\u52d9\u304c\u6570\u5024\u3078\u5c04\u5f71\u3055\u308c\u308b<\/td>\n\u6bd4\u8f03\u306e\u4ed5\u65b9\u304c\u4fc2\u6570\u3068\u3057\u3066\u56fa\u5b9a\u3055\u308c\u308b<\/td>\n<\/tr>\n
\u7f70\u70b9\u306e\u9650\u754c<\/td>\n\u300c\u5927\u304d\u304f\u3059\u308c\u3070\u3088\u3044\u300d\u306f\u7834\u7dbb\u3059\u308b<\/td>\n\u30ec\u30f3\u30b8\u3068\u9000\u5316\u3092\u8003\u3048\u305f\u8a2d\u8a08\u304c\u8981\u308b<\/td>\n<\/tr>\n
\u5883\u754c\u306e\u7f6e\u63db<\/td>\n\u786c\u3044\/\u67d4\u3089\u304b\u3044\u304c\u4fc2\u6570\u3078\u6f70\u308c\u308b<\/td>\n\u5883\u754c\u306f\u5408\u610f\u3068\u691c\u8a3c\u3067\u62c5\u4fdd\u3059\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

4. \u5224\u65ad\u306e\u5ea7\u6a19\u7cfb\u3092\u5b9a\u7fa9\u3059\u308b\u306e\u306f\u8ab0\u304b<\/h2>\n

\u300c\u4eba\u9593\u306e\u5224\u65ad\u304c\u3059\u3079\u3066\u300d\u3068\u3044\u3046\u7d50\u8ad6\u306f\u3001\u5358\u306a\u308b\u7cbe\u795e\u8ad6\u3067\u306f\u306a\u3044\u3002\u3088\u308a\u6b63\u78ba\u306b\u306f\u300c\u4eba\u9593\u304c\u5224\u65ad\u306e\u5ea7\u6a19\u7cfb\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u69cb\u9020\u7684\u4e8b\u5b9f\u3092\u6307\u3059\u3002\u4f55\u3092\u5909\u6570\u306b\u3059\u308b\u304b\u3001\u4f55\u3092\u5236\u7d04\u3068\u3059\u308b\u304b\u3001\u4f55\u3092\u76ee\u7684\u3068\u3059\u308b\u304b\u3001\u3069\u306e\u9055\u53cd\u3092\u3069\u308c\u307b\u3069\u60aa\u3044\u3068\u898b\u306a\u3059\u304b\u3002\u3053\u308c\u3089\u306f\u8a2d\u8a08\u6bb5\u968e\u3067\u56fa\u5b9a\u3055\u308c\u308b\u3002\u88c5\u7f6e\u306f\u305d\u306e\u5ea7\u6a19\u7cfb\u306e\u5185\u5074\u3067\u3057\u304b\u52d5\u4f5c\u3057\u306a\u3044[4]<\/a>[11]<\/a>[26]<\/a>\u3002<\/p>\n

\u3053\u3053\u3067\u3088\u304f\u8d77\u304d\u308b\u8aa4\u89e3\u306f\u3001\u300c\u88c5\u7f6e\u304c\u5224\u65ad\u3057\u305f\u300d\u3068\u3044\u3046\u8a00\u3044\u65b9\u3067\u3042\u308b\u3002\u5b9f\u969b\u306b\u306f\u3001\u88c5\u7f6e\u304c\u884c\u3063\u3066\u3044\u308b\u306e\u306f\u300c\u56fa\u5b9a\u3055\u308c\u305f\u5224\u65ad\u306e\u9ad8\u901f\u5b9f\u884c\u300d\u3067\u3042\u308a\u3001\u300c\u5224\u65ad\u306e\u5185\u5bb9\u306e\u6c7a\u5b9a\u300d\u3067\u306f\u306a\u3044\u3002\u56fa\u5b9a\u3057\u305f\u306e\u306f\u8a2d\u8a08\u8005\u3067\u3042\u308b\u3002\u3060\u304b\u3089\u8cac\u4efb\u306f\u8a2d\u8a08\u3078\u623b\u308b\u3002\u3053\u308c\u306f\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u9650\u3089\u305a\u3001\u6700\u9069\u5316\u30fb\u7d71\u8a08\u30e2\u30c7\u30eb\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30fb\u751f\u6210\u30e2\u30c7\u30eb\u306b\u5171\u901a\u3059\u308b[27]<\/a>[28]<\/a>\u3002<\/p>\n

4.1 \u300c\u5ea7\u6a19\u7cfb\u306e\u8a2d\u8a08\u300d\u3092\u53ef\u8996\u5316\u3059\u308b\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8<\/h3>\n

\u5b9f\u52d9\u3067\u306f\u3001\u5ea7\u6a19\u7cfb\u304c\u6697\u9ed9\u306b\u56fa\u5b9a\u3055\u308c\u304c\u3061\u3067\u3042\u308b\u3002\u305d\u3053\u3067\u6700\u4f4e\u9650\u3001\u6b21\u3092\u8a00\u8a9e\u5316\u3059\u308b\u3068\u300c\u8a2d\u8a08\u306e\u8cac\u4efb\u300d\u304c\u898b\u3048\u308b\u3002\u4f55\u3092\u6700\u9069\u5316\u306e\u5bfe\u8c61\u304b\u3089\u9664\u5916\u3057\u305f\u304b\u3002\u9664\u5916\u3057\u305f\u7406\u7531\u306f\u4f55\u304b\u3002\u9664\u5916\u3057\u305f\u8981\u7d20\u3092\u3069\u3053\u3067\u62c5\u4fdd\u3059\u308b\u304b\uff08\u4e8b\u524d\u691c\u67fb\u304b\u3001\u627f\u8a8d\u304b\u3001\u76e3\u67fb\u304b\uff09\u3002\u4fc2\u6570\u306f\u3069\u306e\u5408\u610f\u306b\u57fa\u3065\u304f\u304b\u3002\u9055\u53cd\u306e\u8a31\u5bb9\u306f\u8ab0\u304c\u6c7a\u3081\u308b\u304b\u3002\u3053\u308c\u3089\u306f\u6280\u8853\u3067\u306f\u306a\u304f\u904b\u7528\u3068\u8cac\u4efb\u306e\u8a2d\u8a08\u3067\u3042\u308b[12]<\/a>[29]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u8cea\u554f<\/th>\n\u610f\u56f3<\/th>\n\u7f6e\u304d\u5834\u6240<\/th>\n<\/tr>\n<\/thead>\n
\u843d\u3068\u3057\u305f\u4fa1\u5024\u306f\u4f55\u304b<\/td>\n\u67a0\u5916\u306e\u628a\u63e1<\/td>\n\u904b\u7528\u30fb\u627f\u8a8d\u30fb\u76e3\u67fb<\/td>\n<\/tr>\n
\u4fc2\u6570\u306f\u8ab0\u306e\u5408\u610f\u304b<\/td>\n\u6bd4\u8f03\u306e\u6839\u62e0<\/td>\n\u5408\u610f\u6587\u66f8\u30fb\u30ec\u30d3\u30e5\u30fc<\/td>\n<\/tr>\n
\u4f8b\u5916\u306f\u3069\u3046\u6271\u3046\u304b<\/td>\n\u73fe\u5834\u306e\u73fe\u5b9f<\/td>\n\u4f8b\u5916\u30d5\u30ed\u30fc\u30fb\u518d\u8a08\u7b97<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

5. \u8a8d\u77e5\u30d0\u30a4\u30a2\u30b9\u3068\u306e\u540c\u578b\u6027<\/h2>\n

\u8a8d\u77e5\u30d0\u30a4\u30a2\u30b9<\/a>\u3068\u306f\u3001\u4eba\u9593\u304c\u4e16\u754c\u3092\u3069\u3046\u5207\u308a\u51fa\u3057\u3001\u3069\u306e\u60c5\u5831\u3092\u91cd\u304f\u898b\u3066\u3057\u307e\u3046\u304b\u3068\u3044\u3046\u300c\u898b\u65b9\u306e\u7656\u300d\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u4e8b\u5b9f\u305d\u306e\u3082\u306e\u306e\u6b6a\u307f\u3067\u306f\u306a\u304f\u3001\u89b3\u6e2c\u3068\u8a55\u4fa1\u306e\u67a0\u7d44\u307f\uff08\u30d5\u30ec\u30fc\u30e0\uff09\u5074\u306e\u6b6a\u307f\u3068\u3057\u3066\u73fe\u308c\u308b\u3002\u30d5\u30ec\u30fc\u30df\u30f3\u30b0\u52b9\u679c\u3084\u640d\u5931\u56de\u907f\u306e\u3088\u3046\u306b\u3001\u540c\u3058\u4e8b\u5b9f\u3067\u3082\u63d0\u793a\u3084\u91cd\u307f\u3065\u3051\u3067\u7d50\u8ad6\u304c\u5909\u308f\u308b[30]<\/a>[31]<\/a>\u3002<\/p>\n

\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u30e2\u30c7\u30eb\u5316\u306f\u3001\u3053\u306e\u67a0\u7d44\u307f\u3092\u300c\u6570\u5024\u3068\u69cb\u9020\u300d\u306b\u5909\u63db\u3057\u3001\u56fa\u5b9a\u3059\u308b\u884c\u70ba\u3067\u3042\u308b\u3002\u4eba\u9593\u306e\u30d0\u30a4\u30a2\u30b9\u306f\u901a\u5e38\u3001\u5bfe\u8a71\u3084\u7d4c\u9a13\u3067\u63fa\u308c\u52d5\u304f\u3002\u3057\u304b\u3057\u30e2\u30c7\u30eb\u306b\u57cb\u3081\u8fbc\u307e\u308c\u305f\u30d0\u30a4\u30a2\u30b9\u306f\u3001\u4fc2\u6570\u3068\u3057\u3066\u786c\u5316\u3057\u3001\u518d\u73fe\u53ef\u80fd\u306a\u5f62\u3067\u51fa\u529b\u3092\u751f\u307f\u7d9a\u3051\u308b\u3002\u8a08\u7b97\u304c\u8aa0\u5b9f\u3067\u3042\u308c\u3070\u3042\u308b\u307b\u3069\u3001\u56fa\u5b9a\u3055\u308c\u305f\u30d0\u30a4\u30a2\u30b9\u306f\u8aa0\u5b9f\u306b\u5b9f\u884c\u3055\u308c\u308b[4]<\/a>[32]<\/a>\u3002<\/p>\n

5.1 \u300c\u30d0\u30a4\u30a2\u30b9\u306e\u56fa\u5b9a\u5316\u300d\u304c\u5371\u967a\u306b\u306a\u308b\u5834\u9762<\/h3>\n

\u5371\u967a\u306a\u306e\u306f\u3001\u30d0\u30a4\u30a2\u30b9\u304c\u56fa\u5b9a\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u81ea\u4f53\u3067\u306f\u306a\u304f\u3001\u56fa\u5b9a\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u610f\u8b58\u3055\u308c\u306a\u3044\u307e\u307e\u5236\u5ea6\u3084\u696d\u52d9\u306b\u7d44\u307f\u8fbc\u307e\u308c\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u305f\u3068\u3048\u3070\u300c\u30b3\u30b9\u30c8\u6700\u5c0f\u5316\u300d\u3092\u6a19\u699c\u3057\u3064\u3064\u3001\u5b9f\u969b\u306b\u306f\u7279\u5b9a\u73fe\u5834\u306b\u8ca0\u62c5\u3092\u62bc\u3057\u4ed8\u3051\u308b\u30e2\u30c7\u30eb\u304c\u904b\u7528\u3067\u5e38\u614b\u5316\u3059\u308b\u3068\u3001\u305d\u308c\u306f\u5358\u306a\u308b\u8a08\u7b97\u7d50\u679c\u3067\u306f\u306a\u304f\u300c\u7d44\u7e54\u304c\u63a1\u7528\u3057\u305f\u4fa1\u5024\u5224\u65ad\u300d\u306b\u306a\u308b\u3002\u30d0\u30a4\u30a2\u30b9\u304c\u5236\u5ea6\u5316\u3055\u308c\u308b\u3068\u3001\u4fee\u6b63\u306f\u6280\u8853\u5909\u66f4\u3067\u306f\u306a\u304f\u30ac\u30d0\u30ca\u30f3\u30b9\u5909\u66f4\u306b\u306a\u308b[33]<\/a>[34]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u89b3\u70b9<\/th>\n\u8981\u70b9<\/th>\n\u5b9f\u52d9\u3067\u306e\u542b\u610f<\/th>\n<\/tr>\n<\/thead>\n
\u30d0\u30a4\u30a2\u30b9\u306e\u672c\u8cea<\/td>\n\u67a0\uff08\u8a55\u4fa1\uff09\u306e\u6b6a\u307f<\/td>\n\u30c7\u30fc\u30bf\u3088\u308a\u524d\u306b\u67a0\u3092\u7591\u3046<\/td>\n<\/tr>\n
\u56fa\u5b9a\u5316<\/td>\n\u4fc2\u6570\u30fb\u9805\u3068\u3057\u3066\u786c\u5316\u3059\u308b<\/td>\n\u30ec\u30d3\u30e5\u30fc\u5bfe\u8c61\u306f\u4fc2\u6570\u3068\u6b20\u843d<\/td>\n<\/tr>\n
\u5236\u5ea6\u5316<\/td>\n\u904b\u7528\u3067\u518d\u751f\u7523\u3055\u308c\u308b<\/td>\n\u30ac\u30d0\u30ca\u30f3\u30b9\u3067\u662f\u6b63\u3059\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

6. GIGO \u306e\u518d\u89e3\u91c8<\/h2>\n

GIGO<\/a>\uff08Garbage In, Garbage Out\uff09\u306f\u3001\u3057\u3070\u3057\u3070\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u554f\u984c\u3068\u3057\u3066\u8a9e\u3089\u308c\u308b\u3002\u3057\u304b\u3057\u672c\u7a3f\u306e\u6587\u8108\u3067\u306f\u3001Garbage In \u306e\u4e2d\u5fc3\u306f\u30c7\u30fc\u30bf\u3067\u306f\u306a\u304f\u610f\u5473\u8a2d\u8a08\u3067\u3042\u308b\u3002\u8aa4\u3063\u305f\u4fa1\u5024\u6bd4\u8f03\u3001\u6b20\u843d\u3057\u305f\u8a55\u4fa1\u8ef8\u3001\u4e0d\u9069\u5207\u306a\u5236\u7d04\u8a2d\u5b9a\u3001\u4fc2\u6570\u306e\u7121\u6839\u62e0\u306a\u8a2d\u5b9a\u3068\u3044\u3063\u305f\u8a2d\u8a08\u4e0a\u306e\u554f\u984c\u306f\u3001\u3069\u308c\u307b\u3069\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3082\u51fa\u529b\u3092\u6b6a\u3081\u308b[35]<\/a>[36]<\/a>\u3002<\/p>\n

\u9006\u306b\u8a00\u3048\u3070\u3001\u30c7\u30fc\u30bf\u304c\u591a\u5c11\u7c97\u304f\u3066\u3082\u3001\u8a2d\u8a08\u304c\u9069\u5207\u306a\u3089\u904b\u7528\u306b\u8010\u3048\u308b\u89e3\u304c\u51fa\u308b\u5834\u5408\u304c\u3042\u308b\u3002\u3053\u3053\u3067\u306e\u300c\u9069\u5207\u300d\u3068\u306f\u3001\u7cbe\u5ea6\u3067\u306f\u306a\u304f\u300c\u8cac\u4efb\u3092\u5f15\u304d\u53d7\u3051\u308b\u5f62\u3067\u67a0\u304c\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u610f\u5473\u3067\u3042\u308b\u3002\u3064\u307e\u308a GIGO \u306f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u8ad6\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u610f\u5473\u8a2d\u8a08\u8ad6\u3078\u62e1\u5f35\u3055\u308c\u308b[12]<\/a>\u3002<\/p>\n

6.1 \u30c7\u30fc\u30bf\u3088\u308a\u5148\u306b\u300c\u5b9a\u7fa9\u300d\u304c\u58ca\u308c\u308b<\/h3>\n

\u5b9f\u52d9\u3067\u983b\u7e41\u306b\u8d77\u304d\u308b\u306e\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6b20\u640d\u3088\u308a\u3082\u5b9a\u7fa9\u306e\u9f5f\u9f6c\u3067\u3042\u308b\u3002\u305f\u3068\u3048\u3070\u300c\u9045\u5ef6\u300d\u3092\u4f55\u3067\u6e2c\u308b\u304b\uff08\u5206\u304b\u3001\u56de\u6570\u304b\u3001\u9867\u5ba2\u5f71\u97ff\u304b\uff09\u3001\u540c\u3058\u8a00\u8449\u3067\u3082\u73fe\u5834\u3067\u610f\u5473\u304c\u9055\u3046\u3002\u5b9a\u7fa9\u304c\u9055\u3048\u3070\u3001\u5b66\u7fd2\u3084\u6700\u9069\u5316\u306f\u5225\u554f\u984c\u3092\u89e3\u304f\u3002\u3053\u308c\u304c\u6700\u3082\u6839\u672c\u7684\u306a GIGO \u3067\u3042\u308b[37]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
Garbage In \u306e\u4e2d\u8eab<\/th>\n\u5178\u578b\u4f8b<\/th>\n\u5bfe\u7b56<\/th>\n<\/tr>\n<\/thead>\n
\u5b9a\u7fa9\u306e\u9f5f\u9f6c<\/td>\n\u6307\u6a19\u306e\u610f\u5473\u304c\u90e8\u7f72\u3067\u9055\u3046<\/td>\n\u7528\u8a9e\u3068\u6e2c\u5b9a\u306e\u5408\u610f<\/td>\n<\/tr>\n
\u4fa1\u5024\u6bd4\u8f03\u306e\u8aa4\u308a<\/td>\n\u5b89\u5168\u3092\u4fc2\u6570\u3067\u6f70\u3059<\/td>\n\u4e8c\u91cd\u30ac\u30fc\u30c9\u3068\u76e3\u67fb<\/td>\n<\/tr>\n
\u6b20\u843d\u8ef8<\/td>\n\u516c\u5e73\u6027\u304c\u5165\u3063\u3066\u3044\u306a\u3044<\/td>\n\u6b20\u843d\u306e\u660e\u793a\u3068\u904b\u7528\u88dc\u5b8c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

7. AI \u6d3b\u7528\u3078\u306e\u62e1\u5f35<\/h2>\n

\u540c\u3058\u69cb\u9020\u306fAI \u306e\u5229\u7528<\/a>\u306b\u3082\u305d\u306e\u307e\u307e\u5f53\u3066\u306f\u307e\u308b\u3002\u751f\u6210 AI \u3082\u4e88\u6e2c\u30e2\u30c7\u30eb\u3082\u63a8\u85a6\u30e2\u30c7\u30eb\u3082\u3001\u81ea\u3089\u76ee\u7684\u3084\u4fa1\u5024\u3092\u5b9a\u7fa9\u3057\u306a\u3044\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u640d\u5931\u95a2\u6570\u3001\u8a55\u4fa1\u6307\u6a19\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u904b\u7528\u30eb\u30fc\u30eb\u3068\u3057\u3066\u3001\u4eba\u9593\u304c\u4e0e\u3048\u305f\u67a0\u7d44\u307f\u306e\u5185\u90e8\u3067\u6700\u3082\u6574\u5408\u7684\u306a\u51fa\u529b\u3092\u8fd4\u3059\u3060\u3051\u3067\u3042\u308b[38]<\/a>[39]<\/a>[40]<\/a>\u3002<\/p>\n

\u5371\u967a\u306a\u306e\u306f\u3001AI \u304c\u8aa0\u5b9f\u306b\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3067\u3001\u4eba\u9593\u304c\u56fa\u5b9a\u3057\u305f\u8aa4\u3063\u305f\u67a0\u7d44\u307f\u304c\u5927\u898f\u6a21\u306b\u5b9f\u884c\u3055\u308c\u3066\u3057\u307e\u3046\u70b9\u306b\u3042\u308b\u3002\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3068\u540c\u69d8\u3001\u554f\u984c\u306f\u88c5\u7f6e\u304c\u300c\u9593\u9055\u3046\u300d\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u67a0\u304c\u300c\u9593\u9055\u3063\u305f\u307e\u307e\u56fa\u5b9a\u3055\u308c\u308b\u300d\u3053\u3068\u306b\u3042\u308b\u3002\u8aa0\u5b9f\u306a\u8a08\u7b97\u307b\u3069\u3001\u8aa0\u5b9f\u306a\u7834\u58ca\u529b\u3092\u6301\u3061\u5f97\u308b[34]<\/a>[41]<\/a>\u3002<\/p>\n

7.1 \u300cAI \u304c\u5224\u65ad\u3059\u308b\u300d\u932f\u899a\u306e\u6b63\u4f53<\/h3>\n

AI \u304c\u5224\u65ad\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u306e\u306f\u3001\u51fa\u529b\u304c\u81ea\u7136\u8a00\u8a9e\u3084\u63a8\u85a6\u3068\u3044\u3046\u5f62\u3067\u300c\u7d50\u8ad6\u300d\u306b\u898b\u3048\u308b\u304b\u3089\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u5b9f\u969b\u306b\u306f\u3001\u7d50\u8ad6\u306b\u898b\u3048\u308b\u3082\u306e\u306f\u300c\u56fa\u5b9a\u3055\u308c\u305f\u8a55\u4fa1\u306e\u6700\u9069\u5316\u300d\u3084\u300c\u5b66\u7fd2\u3055\u308c\u305f\u5206\u5e03\u306e\u6700\u5c24\u300d\u306b\u8fd1\u3044\u3002\u4f55\u3092\u826f\u3044\u3068\u3059\u308b\u304b\u3001\u4f55\u3092\u907f\u3051\u308b\u304b\u306f\u3001\u8a2d\u8a08\u3068\u904b\u7528\u304c\u6c7a\u3081\u3066\u3044\u308b\u3002\u3053\u3053\u3092\u8aa4\u308b\u3068\u300cAI \u306e\u305b\u3044\u300d\u306b\u3067\u304d\u3066\u3057\u307e\u3046\u3002\u8cac\u4efb\u306e\u8a2d\u8a08\u304c\u5fc5\u8981\u306b\u306a\u308b[42]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u89b3\u70b9<\/th>\n\u8981\u70b9<\/th>\n\u5b9f\u52d9\u3067\u306e\u542b\u610f<\/th>\n<\/tr>\n<\/thead>\n
AI \u306e\u672c\u8cea<\/td>\n\u67a0\u5185\u3067\u6574\u5408\u7684\u306a\u51fa\u529b\u3092\u8fd4\u3059<\/td>\n\u67a0\uff08\u8a55\u4fa1\uff09\u3092\u5148\u306b\u8a2d\u8a08\u3059\u308b<\/td>\n<\/tr>\n
\u30b9\u30b1\u30fc\u30eb\u306e\u5371\u967a<\/td>\n\u8aa4\u67a0\u304c\u5927\u898f\u6a21\u5b9f\u884c\u3055\u308c\u308b<\/td>\n\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3068\u76e3\u67fb\u3092\u7f6e\u304f<\/td>\n<\/tr>\n
\u8cac\u4efb<\/td>\n\u88c5\u7f6e\u3067\u306f\u306a\u304f\u8a2d\u8a08\u3078\u623b\u308b<\/td>\n\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u306b\u7d44\u307f\u8fbc\u3080<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

8. \u30d5\u30ec\u30fc\u30df\u30f3\u30b0\u3068\u6570\u5f0f\u5316<\/h2>\n

\u30d5\u30ec\u30fc\u30df\u30f3\u30b0<\/a>\u3068\u306f\u3001\u554f\u3044\u306e\u7acb\u3066\u65b9\u306b\u3088\u3063\u3066\u7d50\u8ad6\u304c\u5909\u308f\u308b\u3068\u3044\u3046\u73fe\u8c61\u3067\u3042\u308b\u3002\u540c\u3058\u73fe\u5b9f\u3067\u3082\u300c\u3069\u306e\u554f\u3044\u3067\u5207\u308a\u51fa\u3059\u304b\u300d\u300c\u3069\u306e\u5c3a\u5ea6\u3067\u8a55\u4fa1\u3059\u308b\u304b\u300d\u306b\u3088\u3063\u3066\u3001\u898b\u3048\u308b\u3082\u306e\u3082\u91cd\u307f\u3065\u3051\u3082\u7d50\u8ad6\u3082\u5909\u308f\u308b[31]<\/a>\u3002<\/p>\n

\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u30e2\u30c7\u30eb\u5316\u306f\u3001\u3053\u306e\u30d5\u30ec\u30fc\u30df\u30f3\u30b0\u3092\u6570\u5f0f\u3068\u3057\u3066\u56fa\u5b9a\u3059\u308b\u64cd\u4f5c\u3067\u3042\u308a\u3001\u300c\u6570\u5f0f\u5316\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30df\u30f3\u30b0\u300d\u3068\u547c\u3079\u308b\u3002\u30d5\u30ec\u30fc\u30e0\u304c\u56fa\u5b9a\u3055\u308c\u308b\u3068\u3001\u305d\u306e\u5185\u90e8\u3067\u306f\u6700\u9069\u89e3\u304c\u5f97\u3089\u308c\u308b\u3002\u3057\u304b\u3057\u30d5\u30ec\u30fc\u30e0\u5916\u306e\u4fa1\u5024\u306f\u8003\u616e\u3055\u308c\u306a\u3044\u3002\u7d50\u679c\u306e\u59a5\u5f53\u6027\u3092\u8b70\u8ad6\u3059\u308b\u306b\u306f\u3001\u51fa\u529b\u306e\u524d\u306b\u300c\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u3067\u826f\u3044\u306e\u304b\u300d\u3092\u554f\u3046\u5fc5\u8981\u304c\u3042\u308b\u3002\u3053\u308c\u306f\u6700\u9069\u5316\u4ee5\u524d\u306e\u554f\u3044\u3067\u3042\u308a\u3001\u8cac\u4efb\u306e\u6240\u5728\u305d\u306e\u3082\u306e\u3067\u3042\u308b[4]<\/a>[30]<\/a>\u3002<\/p>\n

8.1 \u53cd\u8a3c\u306e\u4ed5\u65b9\u3082\u30d5\u30ec\u30fc\u30e0\u306b\u4f9d\u5b58\u3059\u308b<\/h3>\n

\u30d5\u30ec\u30fc\u30e0\u304c\u56fa\u5b9a\u3055\u308c\u308b\u3068\u3001\u691c\u8a3c\u3082\u30d5\u30ec\u30fc\u30e0\u5185\u3067\u884c\u308f\u308c\u3084\u3059\u3044\u3002\u3064\u307e\u308a\u300c\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u6574\u5408\u7684\u306a\u691c\u8a3c\u300d\u3060\u3051\u304c\u901a\u308a\u3001\u30d5\u30ec\u30fc\u30e0\u5916\u306e\u5931\u6557\uff08\u4f8b\u5916\u3001\u502b\u7406\u3001\u8aac\u660e\u3001\u73fe\u5834\u306e\u7d0d\u5f97\uff09\u304c\u898b\u3048\u306b\u304f\u304f\u306a\u308b\u3002\u3060\u304b\u3089\u5b9f\u52d9\u3067\u306f\u3001\u30e2\u30c7\u30eb\u5185\u6307\u6a19\u3068\u30e2\u30c7\u30eb\u5916\u6307\u6a19\u3092\u5206\u3051\u3066\u6301\u3064\u5fc5\u8981\u304c\u3042\u308b\u3002\u30e2\u30c7\u30eb\u5185\u306f\u8a08\u7b97\u3067\u8a55\u4fa1\u3067\u304d\u308b\u3002\u30e2\u30c7\u30eb\u5916\u306f\u904b\u7528\u3067\u8a55\u4fa1\u3059\u308b\u3002\u4e21\u8005\u3092\u6df7\u305c\u308b\u3068\u3001\u8aac\u660e\u304c\u5d29\u308c\u308b[12]<\/a>[43]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u6307\u6a19<\/th>\n\u8a55\u4fa1\u5bfe\u8c61<\/th>\n\u62c5\u5f53<\/th>\n<\/tr>\n<\/thead>\n
\u30e2\u30c7\u30eb\u5185\u6307\u6a19<\/td>\n\u30a8\u30cd\u30eb\u30ae\u30fc\u3001\u5236\u7d04\u9055\u53cd\u6570\u306a\u3069<\/td>\n\u8a08\u7b97\u3068\u5b9f\u9a13<\/td>\n<\/tr>\n
\u30e2\u30c7\u30eb\u5916\u6307\u6a19<\/td>\n\u5b89\u5168\u3001\u7d0d\u5f97\u3001\u8aac\u660e\u3001\u76e3\u67fb<\/td>\n\u904b\u7528\u3068\u30ac\u30d0\u30ca\u30f3\u30b9<\/td>\n<\/tr>\n
\u5883\u754c<\/td>\n\u3069\u3053\u307e\u3067\u59d4\u306d\u308b\u304b<\/td>\n\u8a2d\u8a08\u8cac\u4efb\u8005<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

9. \u5b9f\u52d9\u3078\u306e\u5e30\u7d50<\/h2>\n

\u5b9f\u52d9\u306b\u304a\u3051\u308b\u5931\u6557\u306e\u591a\u304f\u306f\u3001\u300c\u8a08\u7b97\u3068\u3057\u3066\u306f\u6b63\u3057\u3044\u304c\u4f7f\u3048\u306a\u3044\u300d\u7d50\u679c\u304c\u51fa\u308b\u3053\u3068\u306b\u3042\u308b\u3002\u3053\u308c\u306f\u88c5\u7f6e\u306e\u5931\u6557\u3067\u306f\u306a\u304f\u3001\u8996\u70b9\u306e\u6b20\u843d\u3067\u3042\u308b\u3002\u8a55\u4fa1\u95a2\u6570\u306b\u542b\u307e\u308c\u306a\u304b\u3063\u305f\u4fa1\u5024\u306f\u3001\u5b58\u5728\u3057\u306a\u3044\u3082\u306e\u3068\u3057\u3066\u6271\u308f\u308c\u308b\u3002\u4f8b\u5916\u306f\u30e2\u30c7\u30eb\u5916\u3078\u62bc\u3057\u51fa\u3055\u308c\u308b\u3002\u4fc2\u6570\u306f\u6697\u9ed9\u306e\u4fa1\u5024\u6bd4\u8f03\u3068\u3057\u3066\u56fa\u5b9a\u3055\u308c\u308b[12]<\/a>[44]<\/a>\u3002<\/p>\n

\u3057\u305f\u304c\u3063\u3066\u5b9f\u52d9\u3067\u5fc5\u8981\u306a\u306e\u306f\u300c\u3088\u308a\u8ce2\u3044\u88c5\u7f6e\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u3069\u3053\u307e\u3067\u3092\u30e2\u30c7\u30eb\u306b\u59d4\u306d\u3001\u3069\u3053\u304b\u3089\u3092\u904b\u7528\u3067\u5f15\u304d\u53d7\u3051\u308b\u304b\u300d\u3068\u3044\u3046\u5883\u754c\u7dda\u306e\u8a2d\u8a08\u3067\u3042\u308b\u3002\u30e2\u30c7\u30eb\u5916\u306b\u6b8b\u3059\u5224\u65ad\uff08\u627f\u8a8d\u3001\u4f8b\u5916\u3001\u624b\u623b\u308a\u3001\u76e3\u67fb\u3001\u8aac\u660e\u3001\u8cac\u4efb\u5206\u754c\uff09\u3092\u904b\u7528\u8a2d\u8a08\u3068\u3057\u3066\u660e\u793a\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u30e2\u30c7\u30eb\u5316\u3068\u306f\u6570\u5f0f\u306e\u8a2d\u8a08\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u904b\u7528\u3068\u8cac\u4efb\u306e\u8a2d\u8a08\u3092\u542b\u3080[33]<\/a>[34]<\/a>\u3002<\/p>\n

9.1 \u5931\u6557\u3092\u300c\u8a2d\u8a08\u306e\u5dee\u5206\u300d\u3068\u3057\u3066\u6271\u3046<\/h3>\n

\u300c\u73fe\u5834\u3067\u4f7f\u3048\u306a\u3044\u300d\u304c\u51fa\u305f\u3068\u304d\u306b\u3001\u88c5\u7f6e\u3084\u30bd\u30eb\u30d0\u3092\u7591\u3046\u524d\u306b\u3001\u307e\u305a\u8a2d\u8a08\u306e\u5dee\u5206\u3068\u3057\u3066\u6271\u3046\u3079\u304d\u3067\u3042\u308b\u3002\u5177\u4f53\u7684\u306b\u306f\u3001(1) \u6b20\u843d\u3057\u305f\u4fa1\u5024\u306f\u4f55\u304b\u3001(2) \u4fc2\u6570\u306e\u6bd4\u8f03\u306f\u59a5\u5f53\u304b\u3001(3) \u4f8b\u5916\u306e\u6271\u3044\u306f\u73fe\u5834\u5b9f\u614b\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b\u3001(4) \u51fa\u529b\u3092\u63a1\u7528\u3059\u308b\u627f\u8a8d\u30eb\u30fc\u30eb\u306f\u3042\u308b\u304b\u3002\u3053\u3053\u3092\u5909\u3048\u306a\u3044\u9650\u308a\u3001\u6b21\u56de\u3082\u540c\u3058\u7a2e\u985e\u306e\u300c\u4f7f\u3048\u306a\u3044\u6700\u9069\u300d\u304c\u518d\u751f\u7523\u3055\u308c\u308b[12]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n
\u5931\u6557\u306e\u578b<\/th>\n\u539f\u56e0<\/th>\n\u76f4\u3057\u65b9<\/th>\n<\/tr>\n<\/thead>\n
\u4f7f\u3048\u306a\u3044\u6700\u9069<\/td>\n\u6b20\u843d\u8ef8<\/td>\n\u8996\u70b9\uff08\u9805\uff09\u306e\u8ffd\u52a0<\/td>\n<\/tr>\n
\u7981\u6b62\u304c\u7834\u3089\u308c\u308b<\/td>\n\u6bd4\u8f03\u306e\u8aa4\u308a<\/td>\n\u4e8c\u91cd\u30ac\u30fc\u30c9\/\u4fc2\u6570\u518d\u8a2d\u8a08<\/td>\n<\/tr>\n
\u8aac\u660e\u3067\u304d\u306a\u3044<\/td>\n\u6df7\u7dda\u3057\u305f\u6307\u6a19<\/td>\n\u30e2\u30c7\u30eb\u5185\u5916\u306e\u5206\u96e2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

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

\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3001AI\u3001\u8a8d\u77e5\u30d0\u30a4\u30a2\u30b9\u3001GIGO\u3001\u30d5\u30ec\u30fc\u30df\u30f3\u30b0\u306f\u3001\u5bfe\u8c61\u306f\u9055\u3063\u3066\u3082\u540c\u3058\u69cb\u9020\u3092\u6301\u3064\u3002\u305d\u308c\u306f\u300c\u4e16\u754c\u3092\u3069\u3046\u5207\u308a\u51fa\u3057\u3001\u4f55\u3092\u6bd4\u8f03\u53ef\u80fd\u306b\u3057\u3001\u4f55\u3092\u7121\u8996\u3059\u308b\u304b\u300d\u3092\u5148\u306b\u56fa\u5b9a\u3057\u3001\u305d\u306e\u67a0\u306e\u4e2d\u3067\u6700\u3082\u6574\u5408\u7684\u306a\u7d50\u679c\u304c\u8fd4\u3063\u3066\u304f\u308b\u3068\u3044\u3046\u69cb\u9020\u3067\u3042\u308b[4]<\/a>[30]<\/a>[35]<\/a>\u3002<\/p>\n

\u88c5\u7f6e\u306f\u8aa0\u5b9f\u3067\u3042\u308b\u304c\u3001\u610f\u5473\u306f\u4e0e\u3048\u306a\u3044\u3002\u610f\u5473\u3092\u8a2d\u8a08\u3057\u3001\u7d50\u679c\u3092\u5f15\u304d\u53d7\u3051\u308b\u306e\u306f\u4eba\u9593\u3067\u3042\u308b\u3002\u3053\u306e\u4e8b\u5b9f\u3092\u7406\u89e3\u3059\u308b\u3068\u3001\u300c\u51fa\u529b\u304c\u6b63\u3057\u3044\u304b\u300d\u3092\u554f\u3046\u524d\u306b\u300c\u3053\u306e\u67a0\u3067\u5224\u65ad\u3057\u3066\u3088\u3044\u304b\u300d\u3092\u554f\u3046\u5fc5\u8981\u304c\u3042\u308b\u3068\u5206\u304b\u308b\u3002\u6700\u9069\u5316\u306e\u7d50\u679c\u306b\u5f93\u3046\u3079\u304d\u304b\u3001AI \u306e\u51fa\u529b\u3092\u63a1\u7528\u3059\u3079\u304d\u304b\u3001\u3068\u3044\u3046\u554f\u3044\u306f\u3001\u51fa\u529b\u306e\u6b63\u3057\u3055\u3067\u306f\u306a\u304f\u3001\u30d5\u30ec\u30fc\u30e0\u306e\u6b63\u3057\u3055\u3078\u7f6e\u304d\u63db\u308f\u308b\u3002\u3053\u3053\u306b\u300c\u30e2\u30c7\u30eb\u5316\uff08\u610f\u5473\u8a2d\u8a08\uff09\u304c\u5168\u3066\u3092\u6c7a\u3081\u308b\u300d\u3068\u3044\u3046\u4e3b\u5f35\u306e\u4e00\u822c\u6027\u304c\u3042\u308b[11]<\/a>[12]<\/a>\u3002<\/p>\n

\n

\u53c2\u8003\u6587\u732e<\/h2>\n
    \n
  1. D-Wave Documentation, \u201cQUBO and Ising Models\u201d. https:\/\/docs.dwavequantum.com\/en\/latest\/quantum_research\/qubo_ising.html<\/a><\/li>\n
  2. D-Wave Support, \u201cWhat Is a Binary Quadratic Model (BQM)?\u201d https:\/\/support.dwavesys.com\/hc\/en-us\/articles\/360009944734-What-Is-a-Binary-Quadratic-Model-BQM<\/a><\/li>\n
  3. A. Lucas, \u201cIsing formulations of many NP problems\u201d (Frontiers in Physics, 2014). https:\/\/www.frontiersin.org\/articles\/10.3389\/fphy.2014.00005\/full<\/a><\/li>\n
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