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\u305d\u306e\u5f8c\u91cf\u5b50\u529b\u5b66\u304c\u51fa\u73fe\u3057\u3001\u89e3\u91c8\u306b\u3082\u3088\u308b\u304c\u3001\u4e16\u754c\u306f\u5b9f\u306f\u672c\u8cea\u7684\u306b\u78ba\u7387\u7684\u3001\u3064\u307e\u308a\u975e\u6c7a\u5b9a\u8ad6\u7684\u3067\u3042\u308b\u3001\u3068\u3044\u3046\u8003\u3048\u65b9\u304c\u51fa\u73fe\u3057\u305f\u3002\u76f8\u5bfe\u6027\u7406\u8ad6\u3092\u8003\u3048\u3060\u3057\u305f\u30a2\u30a4\u30f3\u30b7\u30e5\u30bf\u30a4\u30f3\u306f\u4e16\u754c\u306f\u6c7a\u5b9a\u8ad6\u7684\u3067\u3042\u308b\u3068\u8003\u3048\u3066\u3044\u305f\u305f\u3081\u306b\u3001\u91cf\u5b50\u529b\u5b66\u3092\u8003\u3048\u3060\u3057\u305f\u4e00\u4eba\u3067\u3042\u308b\u30cb\u30fc\u30eb\u30b9\u30fb\u30dc\u30fc\u30a2\u306b\u5bfe\u3057\u3066\u300c\u795e\u306f\u30b5\u30a4\u30b3\u30ed\u3092\u632f\u3089\u306a\u3044\uff08God doesn’t play dice\uff09\u300d\u3068\u8a00\u3063\u305f\u304c\u3001\u30dc\u30fc\u30a2\u306f\u305d\u308c\u306b\u5bfe\u3057\u3066\u300c\u795e\u306b\u3069\u3046\u3059\u308b\u3053\u3046\u3059\u308b\u3068\u8a00\u3046\u306a\uff08Don’t tell god what to do\uff09\u300d\u3068\u8fd4\u7b54\u3057\u305f\u3088\u3046\u3060\u3002<\/p>\n\n\n\n
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\u3067\u306f\u4e16\u754c\u306b\u95a2\u3059\u308b\u9650\u3089\u308c\u305f\u60c5\u5831\u3057\u304b\u6301\u305f\u306a\u3044\u79c1\u305f\u3061\u306f\u3069\u306e\u3088\u3046\u306b\u4e16\u754c\u3092\u77e5\u308d\u3046\u3068\u3059\u308c\u3070\u826f\u3044\u306e\u304b\u3002\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u4e16\u754c\u306f\u3053\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3042\u308b\u3068\u63a8\u8ad6\u3059\u308c\u3070\u826f\u3044\u306e\u304b\u3002\u30b8\u30a7\u30a4\u30f3\u30ba\u306e\u8003\u3048\u65b9\u306f\u305d\u306e\u624b\u6301\u3061\u306e\u60c5\u5831\u3068\u4e00\u81f4\u3059\u308b\u6700\u5927\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc<\/a>\u3092\u6301\u3064\u78ba\u7387\u5206\u5e03\u3092\u9078\u629e\u3059\u308b\u306e\u304c\u6700\u3082\u5408\u7406\u7684\u3067\u3042\u308b\u3068\u3044\u3046\u3082\u306e\u3060\u3063\u305f\uff08\u6700\u5927\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u539f\u7406\uff09\u3002\u3053\u3053\u3067\u3044\u3046\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3068\u306f\u60c5\u5831\u7406\u8ad6\u306e\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3067\u3042\u308a\u3001\u4e0d\u78ba\u5b9f\u6027\u3092\u610f\u5473\u3059\u308b\u3002\u305d\u3046\u3059\u308b\u3053\u3068\u3067\u4e0d\u5f53\u306a\u3001\u3064\u307e\u308a\u7cbe\u67fb\u3055\u308c\u3066\u3044\u306a\u3044\u4f59\u8a08\u306a\u524d\u63d0\u3092\u63a8\u8ad6\u306b\u6301\u3061\u8fbc\u3080\u3053\u3068\u306f\u306a\u304f\u306a\u308b\u3002\u3064\u307e\u308a\u6700\u5927\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u539f\u7406\u3068\u306f\u3001\u4e16\u754c\u306b\u95a2\u3059\u308b\u9650\u3089\u308c\u305f\u60c5\u5831\u3057\u304b\u6301\u305f\u306a\u3044\u79c1\u305f\u3061\u304c\u4e16\u754c\u3068\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3042\u308b\u306e\u304b\u3092\u77e5\u308d\u3046\u3068\u3059\u308b\uff08\u63a8\u8ad6\u3059\u308b\uff09\u969b\u306b\u306f\u3001\u624b\u6301\u3061\u306e\u60c5\u5831\u3092\u6700\u5927\u9650\u6d3b\u7528\u3057\u3001\u305d\u308c\u4ee5\u5916\u306e\u7cbe\u67fb\u3055\u308c\u3066\u3044\u306a\u3044\u60c5\u5831\u306f\u6301\u3061\u8fbc\u307e\u306a\u3044\u306e\u304c\u6700\u3082\u5408\u7406\u7684\u3067\u3042\u308b\u3001\u3068\u3044\u3046\u3068\u3066\u3082\u5e38\u8b58\u7684\u306a\u8003\u3048\u65b9\u3060\u3002<\/p>\n\n\n\n \u5c11\u3057\u6570\u5f0f\u3092\u8ffd\u3063\u3066\u307f\u3088\u3046\u3002\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n\n\n\n \\[H(p) = -\\sum_i p_i \\log p_i\\]<\/p>\n\n\n\n \u3053\u3053\u306b\u9650\u3089\u308c\u305f\u60c5\u5831\u3068\u3044\u3046\u5236\u7d04\u6761\u4ef6\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8a2d\u5b9a\u3059\u308b\u3002<\/p>\n\n\n\n \u6b63\u898f\u5316<\/p>\n\n\n\n \\[\\sum_i p_i = 1\\]<\/p>\n\n\n\n \u5e73\u5747\u30a8\u30cd\u30eb\u30ae\u30fc<\/p>\n\n\n\n \\[\\sum_i p_i E_i = \\langle E \\rangle\\]<\/p>\n\n\n\n \u5236\u7d04\u6761\u4ef6\u304c\u3042\u308b\u969b\u306e\u6700\u9069\u5316\u306b\u306f\u30e9\u30b0\u30e9\u30f3\u30b8\u30e5\u306e\u65b9\u6cd5\u304c\u4f7f\u308f\u308c\u308b\u306e\u3067\u3001\u305d\u308c\u3092\u4f7f\u3063\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3059\u308b\u3002<\/p>\n\n\n\n \\[\\mathcal{L}(p_i, \\lambda, \\beta) = -\\sum_i p_i \\log p_i – \\lambda \\left( \\sum_i p_i – 1 \\right) – \\beta \\left( \\sum_i p_i E_i – \\langle E \\rangle \\right)\\]<\/p>\n\n\n\n \u3053\u308c\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u306f\u5fae\u5206\u3057\u3066\u3001\u305d\u308c\u30920\u306b\u8a2d\u5b9a\u3059\u308c\u3070\u826f\u3044<\/a>\u306e\u3067\u3001<\/p>\n\n\n\n \\[\\frac{\\partial \\mathcal{L}}{\\partial p_i} = -\\log p_i – 1 – \\lambda – \\beta E_i = 0\\]<\/p>\n\n\n\n \\[\\log p_i = -1 – \\lambda – \\beta E_i \\quad \\Rightarrow \\quad p_i = e^{-1 – \\lambda} \\cdot e^{-\\beta E_i}\\]<\/p>\n\n\n\n \u3053\u3053\u3067<\/p>\n\n\n\n \\[p_i = C \\cdot e^{-\\beta E_i}\\]<\/p>\n\n\n\n \u3068\u8003\u3048\u308b\u3068\u3001<\/p>\n\n\n\n \\[\\sum_i p_i = 1\\]<\/p>\n\n\n\n \\[\\sum_i C \\cdot e^{-\\beta E_i} = 1\\quad \\Rightarrow \\quad C \\sum_i e^{-\\beta E_i} = 1\\quad \\Rightarrow \\quad C = \\frac{1}{\\sum_i e^{-\\beta E_i}} = \\frac{1}{Z}\\]<\/p>\n\n\n\n \\[p_i = \\frac{e^{-\\beta E_i}}{Z}\\]<\/p>\n\n\n\n \u304c\u5c0e\u304b\u308c\u308b\u3002\u3053\u308c\u306f\u71b1\u529b\u5b66\uff08\u7d71\u8a08\u529b\u5b66\uff09\u306b\u304a\u3051\u308b\u30dc\u30eb\u30c4\u30de\u30f3\u5206\u5e03\u3067\u3042\u308a\u3001\u7c21\u5358\u306b\u3044\u3046\u3068\u60c5\u5831\u7406\u8ad6\u304b\u3089\u71b1\u529b\u5b66\uff08\u7d71\u8a08\u529b\u5b66\uff09\u304c\u5c0e\u3051\u308b\u3068\u3044\u3046\u3053\u3068\u3060\u3002<\/p>\n\n\n\n \u3064\u307e\u308a\u3053\u306e\u8003\u3048\u65b9\u304b\u3089\u306f\u3001\u71b1\u529b\u5b66\uff08\u7d71\u8a08\u529b\u5b66\uff09\u3068\u306f\u5b9f\u969b\u306b\u4e16\u754c\u304c\u672c\u8cea\u7684\u306b\u78ba\u7387\u7684\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3068\u3044\u3046\u3053\u3068\u3068\u306f\u95a2\u4fc2\u306a\u304f\u3001\u79c1\u305f\u3061\u304c\u4e16\u754c\u3068\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u304b\u3068\u3044\u3046\u3053\u3068\u3092\u77e5\u308d\u3046\u3068\u3059\u308b\u63a8\u8ad6\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n\n\n\n \u3067\u306f\u7a76\u6975\u7684\u306b\u306f\u3053\u306e\u63a8\u8ad6\u3068\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u306a\u306e\u304b\u3002\u3053\u308c\u306f\u57fa\u672c\u7684\u306b\u30d9\u30a4\u30ba\u7d71\u8a08\uff08\u30d9\u30a4\u30ba\u63a8\u8ad6\uff09<\/a>\u3067\u3042\u308b\u3002\u8a08\u91cf\u7d4c\u6e08\u5b66\u8005\u30a2\u30fc\u30ce\u30eb\u30c9\u30fb\u30bc\u30eb\u30ca\u30fc\u306f\u60c5\u5831\u7406\u8ad6\u306b\u304a\u3051\u308b\u60c5\u5831\u51e6\u7406\uff08\u901a\u4fe1\uff09\u304c\u6700\u9069\u306a\u3068\u304d\u306b\u306f\u60c5\u5831\u7406\u8ad6\u306f\u5373\u3061\u30d9\u30a4\u30ba\u7d71\u8a08\uff08\u30d9\u30a4\u30ba\u63a8\u8ad6\uff09\u3068\u4e00\u81f4\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u3092\u793a\u3057\u305f\u3002\u60c5\u5831\u7406\u8ad6\u306b\u304a\u3044\u3066\u306f\u3001\u96fb\u8a71\u3067\u4f1a\u8a71\u3059\u308b\u3068\u304d\u306e\u3088\u3046\u306b\u3001\u3042\u308b\u5730\u70b9\u3067\u5165\u529b\u3055\u308c\u305f\u60c5\u5831\u304c\u30c1\u30e3\u30cd\u30eb\uff08\u901a\u4fe1\u56de\u8def\uff09\u3092\u901a\u3058\u3066\u5225\u5730\u70b9\u3067\u51fa\u529b\u3055\u308c\u308b\u306e\u3060\u304c\u3001\u5165\u529b\u3068\u51fa\u529b\u306e\u9593\u306b\u5dee\u304c\u306a\u3051\u308c\u3070\u306a\u3044\u307b\u3069\u901a\u4fe1\u306f\u6700\u9069\u3068\u306a\u308b\u3002\u60c5\u5831\u3092\u5931\u3063\u305f\u308a\u3001\u4f59\u5206\u306a\u30ce\u30a4\u30ba\u304c\u52a0\u308f\u3063\u305f\u308a\u3059\u308b\u5834\u5408\u3001\u901a\u4fe1\u306f\u6700\u9069\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n \u5165\u529b\u3092<\/p>\n\n\n\n \\[I(\\text{\u5165\u529b}) = \\sum_i p(H_i) \\log \\frac{1}{p(H_i)}\\]<\/p>\n\n\n\n \u3068\u3057\u3001\u51fa\u529b\u3092<\/p>\n\n\n\n \\[I(\\text{\u51fa\u529b}) = \\sum_i p(H_i \\mid O) \\log \\frac{1}{p(H_i \\mid O)}\\]<\/p>\n\n\n\n \u3068\u3057\u305f\u3068\u304d\u306b\u3001\u305d\u306e\u9593\u306e\u8ddd\u96e2\uff08\u306e\u3088\u3046\u306a\u3082\u306e\uff09\u306f\u4ee5\u4e0b\u306e\u30ab\u30eb\u30d0\u30c3\u30af\u30fb\u30e9\u30a4\u30d6\u30e9\u30fc\u60c5\u5831<\/a>\u91cf\u3067\u5b9a\u7fa9\u3055\u308c\u308b\u3002<\/p>\n\n\n\n \\[L = \\sum_i p(H_i \\mid O) \\log \\frac{p(H_i \\mid O)}{p(H_i)}\\]<\/p>\n\n\n\n \u4eca\u3001<\/p>\n\n\n\n \\[q(H_i) \\equiv p(H_i \\mid O)\\]<\/p>\n\n\n\n \u3068\u3057\u3066<\/p>\n\n\n\n \u5165\u529b\u3068\u51fa\u529b\u306e\u9593\u3067\u306e\u60c5\u5831\u306e\u640d\u5931\u3092<\/p>\n\n\n\n \\[\\text{\u60c5\u5831\u306e\u640d\u5931} = D_{\\text{KL}}(q(H_i) | p(H_i)) = \\sum_i q(H_i) \\log \\frac{q(H_i)}{p(H_i)}\\]<\/p>\n\n\n\n \u3068\u3059\u308b\u3002\u3053\u3053\u3067\u4e8b\u5f8c\u5206\u5e03 q(H) \u304c\u30c7\u30fc\u30bf\u3092\u3088\u308a\u3088\u304f\u8aac\u660e\u3059\u308b\u4eee\u8aac\u3092\u597d\u3080\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u4e8b\u5f8c\u5206\u5e03\u306b\u304a\u3051\u308b\u5bfe\u6570\u5c24\u5ea6\u306e\u671f\u5f85\u5024\u304c\u4e00\u5b9a\u3068\u306a\u308b\u3088\u3046\u306b\u5236\u7d04\u3092\u8ab2\u3059\u3002<\/p>\n\n\n\n \\[\\sum_i q(H_i) \\log L(H_i) = c \\quad \\text{(\u5236\u7d04\u6761\u4ef6)}\\]<\/p>\n\n\n\n \u30e9\u30b0\u30e9\u30f3\u30b8\u30e5\u6cd5\u3092\u4f7f\u3044\u3001\u30ab\u30eb\u30d0\u30c3\u30af\u30fb\u30e9\u30a4\u30d6\u30e9\u30fc\u60c5\u5831\u91cf\u3092\u6700\u5c0f\u5316\u3059\u308b\u3002<\/p>\n\n\n\n \\[\\mathcal{L} = \\sum_i q(H_i) \\log \\frac{q(H_i)}{p(H_i)}\\mu \\left( \\sum_i q(H_i) – 1 \\right)\\lambda \\left( \\sum_i q(H_i) \\log L(H_i) – c \\right)\\]<\/p>\n\n\n\n \u3053\u308c\u3092\u5fae\u5206\u3057\u30660\u306b\u8a2d\u5b9a\u3059\u308b\u306e\u3067<\/p>\n\n\n\n \\[\\frac{\\partial \\mathcal{L}}{\\partial q(H_i)}= \\log \\frac{q(H_i)}{p(H_i)} + 1 – \\lambda \\log L(H_i) – \\mu = 0\\]<\/p>\n\n\n\n \\[\\log \\frac{q(H_i)}{p(H_i)} = \\lambda \\log L(H_i) + \\mu’ \\quad \\text{(where } \\mu’ = \\mu – 1 \\text{)}\\]<\/p>\n\n\n\n \\[\\frac{q(H_i)}{p(H_i)} = L(H_i)^\\lambda \\cdot e^{\\mu’}\\]<\/p>\n\n\n\n \\[q(H_i) \\propto p(H_i) L(H_i)^\\lambda\\]<\/p>\n\n\n\n \u3053\u3053\u3067\u03bb\u30921\u306b\u8a2d\u5b9a\u3059\u308b\u3068<\/p>\n\n\n\n \\[q(H_i) \\propto p(H_i) L(H_i)\\]<\/p>\n\n\n\n \\[q(H_i) = \\frac{p(H_i) L(H_i)}{\\sum_j p(H_j) L(H_j)} = p(H_i \\mid O)\\]<\/p>\n\n\n\n \u3068\u3057\u3066\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u304c\u5c0e\u304b\u308c\u308b\u3002<\/p>\n\n\n\n \u3055\u3066\u3053\u308c\u3089\u306f\u79d1\u5b66\u306b\u3068\u3063\u3066\u4f55\u3092\u610f\u5473\u3059\u308b\u306e\u304b\u3002\u5f93\u6765\u306e\u79d1\u5b66\u54f2\u5b66\u306f\u7269\u7406\u5b66\uff08\u53e4\u5178\u529b\u5b66\u3001\u91cf\u5b50\u529b\u5b66\uff09\u3092\u6a21\u7bc4\u3068\u3057\u3066\u305d\u308c\u306b\u751f\u7269\u5b66\u3084\u3089\u793e\u4f1a\u79d1\u5b66\u3092\u8fd1\u3065\u3051\u3088\u3046\u3068\u3059\u308b\u3082\u306e\u3060\u3063\u305f\u3002\u30cb\u30e5\u30fc\u30c8\u30f3\u529b\u5b66\u306e\u6210\u7acb\u4ee5\u964d\u3001\u30cb\u30e5\u30fc\u30c8\u30f3\u529b\u5b66\uff08\u7269\u7406\u5b66\uff09\u306f\u79d1\u5b66\u306e\u6a21\u7bc4\u3068\u306a\u308a\u3001\u305d\u306e\u307b\u304b\u306e\u79d1\u5b66\u306f\u30cf\u30fc\u30c9\u30b5\u30a4\u30a8\u30f3\u30b9\u3067\u3042\u308b\u7269\u7406\u5b66\u306b\u8fd1\u3065\u3053\u3046\u3068\u3057\u305f\u3002\u3057\u304b\u3057\u5b9f\u969b\u306b\u306f\u7269\u7406\u5b66\uff08\u53e4\u5178\u529b\u5b66\u3001\u91cf\u5b50\u529b\u5b66\uff09\u3053\u305d\u304c\u4f8b\u5916\u7684\u306a\u79d1\u5b66\u3067\u3042\u308a\u3001\u305d\u306e\u307b\u304b\u3001\u3064\u307e\u308a\u751f\u7269\u5b66\u3084\u793e\u4f1a\u79d1\u5b66\u3001\u5fc3\u7406\u5b66\u306a\u3069\u306f\u5168\u304f\u8003\u3048\u65b9\u304c\u7570\u306a\u308b\u79d1\u5b66\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308b\u3002\u7269\u7406\u5b66\uff08\u53e4\u5178\u529b\u5b66\u3001\u91cf\u5b50\u529b\u5b66\uff09\u306f\u795e\u306e\u5b9a\u3081\u305f\u30eb\u30fc\u30eb\u3092\u77e5\u308d\u3046\u3068\u3059\u308b\u3082\u306e\u3001\u3082\u3057\u304f\u306f\u3042\u308b\u91cf\u5b50\u529b\u5b66\u306e\u7814\u7a76\u8005\u304c\u8a00\u3063\u305f\u3088\u3046\u306b\u3001\u795e\u306e\u30d7\u30ec\u30a4\u3059\u308b\u30dd\u30fc\u30ab\u30fc\u306e\u624b\u3092\u8997\u304d\u898b\u3088\u3046\u3068\u3059\u308b\u3082\u306e\u3067\u3042\u308b\u304c\u3001\u305d\u306e\u307b\u304b\u306e\u79d1\u5b66\u306f\u3053\u306e\u4e16\u754c\u306e\u4e2d\u3067\u751f\u304d\u308b\u79c1\u305f\u3061\u304c\u3001\u9650\u3089\u308c\u305f\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u306a\u3093\u3068\u304b\u4e16\u754c\u3092\u77e5\u308d\u3046\u3068\u3059\u308b\u3082\u306e\u3067\u3042\u308b\u3002\u305d\u308c\u3089\u306f\u6b21\u5143\u306e\u7570\u306a\u308b\u8a71\u3060\u3002\u3060\u304b\u3089\u3001\u4f8b\u3048\u3070\u3001\u4e16\u754c\u304c\u6c7a\u5b9a\u8ad6\u7684\u3067\u53ef\u9006\u306a\u3082\u306e\u3067\u3042\u3063\u305f\u3068\u3057\u3066\u3082\u3001\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u304c\u5897\u5927\u3059\u308b\u3068\u3044\u3046\u3053\u3068\uff08\u4e0d\u53ef\u9006\u6027\u306e\u5b58\u5728\uff09\u306f\u554f\u984c\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n\n\n\n \u4f8b\u3048\u3070\u3001\u54f2\u5b66\u8005\u30c0\u30cb\u30a8\u30eb\u30fb\u30c7\u30cd\u30c3\u30c8\u306f\u9032\u5316\u306b\u304a\u3051\u308b\u81ea\u7136\u9078\u629e\u3092\u300c\u529b\u300d\u3068\u6349\u3048\u308b\u3002\u3064\u307e\u308a\u9032\u5316\u7406\u8ad6\u3092\u53e4\u5178\u529b\u5b66\u306e\u67a0\u7d44\u307f\u3067\u6349\u3048\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u3002\u4e0a\u8a18\u306e\u8003\u3048\u65b9\u304b\u3089\u306f\u3001\u3053\u306e\u8003\u3048\u65b9\u306f\u5168\u304f\u9593\u9055\u3063\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308b\uff08\u3061\u306a\u307f\u306b\u3044\u3046\u3068\u30c7\u30cd\u30c3\u30c8\u306f\u5fc3\u3068\u9032\u5316\u3092\u5c02\u9580\u306b\u3059\u308b\u54f2\u5b66\u8005\u306a\u306e\u3060\u304c\u3001\u6b63\u76f4\u3001\u5fc3\u306b\u95a2\u3057\u3066\u3082\u9032\u5316\u306b\u95a2\u3057\u3066\u3082\u5f7c\u306e\u7406\u8ad6\u306b\u8cdb\u540c\u3067\u304d\u308b\u70b9\u306f\u5168\u304f\u306a\u3044\uff09\u3002\u9032\u5316\u7406\u8ad6\u3068\u3044\u3046\u67a0\u7d44\u307f\u306f\u9650\u3089\u308c\u305f\u60c5\u5831\u3092\u3082\u3068\u306b\u3057\u305f\u63a8\u8ad6\u3067\u3057\u304b\u306a\u3044\u3002\u5f53\u7136\u5fc3\u7406\u5b66\u3082\u305d\u3046\u3060\u3057\u3001\u793e\u4f1a\u79d1\u5b66\u3082\u305d\u3046\u3060\u3002<\/p>\n\n\n\n \u78ba\u7387\u3068\u306f\u4f55\u304b\u3068\u3044\u3046\u3082\u3046\u4e00\u3064\u306e\u8003\u3048\u65b9\u304c\u3042\u308a\u3001\u3053\u3053\u3067\u306f\u4e3b\u89b3\u89e3\u91c8\uff08\u30d9\u30a4\u30ba\u78ba\u7387\uff09\u3068\u5ba2\u89b3\u89e3\u91c8\uff08\u983b\u5ea6\u4e3b\u7fa9\u78ba\u7387\uff09\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u304c\u5b58\u5728\u3059\u308b\u3002\u524d\u8005\u306f\u78ba\u7387\u306f\u79c1\u305f\u3061\u306e\u4fe1\u5ff5\u306e\u5ea6\u5408\u3044\u3067\u3042\u308b\u3068\u3044\u3046\u8003\u3048\u65b9\u3067\u3001\u5f8c\u8005\u306f\u6975\u9650\u3067\u53ce\u675f\u3059\u308b\u3082\u306e\u3067\u3042\u308b\u3068\u3044\u3046\u8003\u3048\u65b9\u3060\u3002\u304a\u305d\u3089\u304f\u4e0a\u8a18\u306e\u30b3\u30f3\u30c6\u30af\u30b9\u30c8\u3067\u306f\u4e3b\u89b3\u89e3\u91c8\uff08\u30d9\u30a4\u30ba\u78ba\u7387\uff09\u3068\u306e\u30de\u30c3\u30c1\u30f3\u30b0\u304c\u826f\u3044\u3002\u3068\u3044\u3046\u304b\u3001\u79c1\u305f\u3061\u306f\u795e\u3067\u3082\u30e9\u30d7\u30e9\u30b9\u306e\u60aa\u9b54\u3067\u3082\u306a\u3044\u306e\u3060\u304b\u3089\u3001\u5f53\u7136\u79c1\u305f\u3061\u306e\u77e5\u8b58\u306f\u9650\u3089\u308c\u305f\u3082\u306e\u3067\u3042\u308b\u3002\u305d\u3046\u3067\u3042\u308c\u3070\u3001\u78ba\u7387\u306e\u5c11\u306a\u304f\u3068\u3082\u4e00\u3064\u306e\u6e90\u6cc9\u306f\u79c1\u305f\u3061\u306e\u7121\u77e5\uff08\u77e5\u8b58\u306e\u9650\u754c\uff09\u3067\u3042\u308b\u3053\u3068\u306f\u78ba\u304b\u3060\u308d\u3046\u3002<\/p>\n\n\n\n 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