{"id":4214,"date":"2025-07-12T20:02:10","date_gmt":"2025-07-12T11:02:10","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=4214"},"modified":"2025-07-12T20:02:13","modified_gmt":"2025-07-12T11:02:13","slug":"machine-learning-essentials-bayes-theorem-and-naive-bayes","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/machine-learning-essentials-bayes-theorem-and-naive-bayes\/","title":{"rendered":"\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u3068\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\uff1a\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u790e\u3092\u7406\u89e3\u3059\u308b"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u306b\u306f\u3001\u69d8\u3005\u306a\u5f37\u529b\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5b58\u5728\u3059\u308b\u3002\u4e2d\u3067\u3082\u7279\u306b\u7406\u89e3\u3057\u3084\u3059\u3044\u3082\u306e\u306e\u4e00\u3064\u304c\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u3060\u3002\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306f\u3001\u3042\u306e\u6709\u540d\u306a\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u304a\u308a\u3001\u30b9\u30d1\u30e0\u30e1\u30fc\u30eb\u306e\u5206\u985e\u304b\u3089\u533b\u7642\u8a3a\u65ad\u307e\u3067\u3001\u5e45\u5e83\u3044\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u306e\u57fa\u672c\u304b\u3089\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306e\u4ed5\u7d44\u307f\u3001\u305d\u3057\u3066\u5177\u4f53\u7684\u306a\u8a08\u7b97\u4f8b\u307e\u3067\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3059\u308b\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306e\u6982\u7565<\/h2>\n\n\n\n<p>\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306f\u3001\u540d\u524d\u306b\u3082\u3042\u308b\u901a\u308a\u3001<strong>\u30d9\u30a4\u30ba\u306e\u5b9a\u7406<\/strong>\u3092\u57fa\u790e\u3068\u3059\u308b\u5206\u985e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3060\u3002\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u306f\u3001\u3042\u308b\u4e8b\u8c61\u304c\u8d77\u3053\u3063\u305f\u3068\u3044\u3046\u6761\u4ef6\u306e\u3082\u3068\u3067\u3001\u5225\u306e\u4e8b\u8c61\u304c\u8d77\u3053\u308b\u78ba\u7387\uff08<strong>\u6761\u4ef6\u4ed8\u304d\u78ba\u7387<\/strong>\uff09\u3092\u66f4\u65b0\u3059\u308b\u305f\u3081\u306e\u6570\u5b66\u7684\u306a\u67a0\u7d44\u307f\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u306f\u4ee5\u4e0b\u306e\u5f0f\u3067\u8868\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>$$ P(A\u2223B) = \\frac{P(B\u2223A)P(A)\u200b}{P(B)} $$<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>$ P(A|B) $: \u4e8b\u8c61B\u304c\u8d77\u304d\u305f\u3068\u3044\u3046\u6761\u4ef6\u4e0b\u3067\u4e8b\u8c61A\u304c\u8d77\u304d\u308b\u78ba\u7387\uff08<strong>\u4e8b\u5f8c\u78ba\u7387<\/strong>\uff09<\/li>\n\n\n\n<li>$ P(B|A) $: \u4e8b\u8c61A\u304c\u8d77\u304d\u305f\u3068\u3044\u3046\u6761\u4ef6\u4e0b\u3067\u4e8b\u8c61B\u304c\u8d77\u304d\u308b\u78ba\u7387\uff08<strong>\u5c24\u5ea6<\/strong>\uff09<\/li>\n\n\n\n<li>$ P(A) $: \u4e8b\u8c61A\u304c\u8d77\u304d\u308b\u4e8b\u524d\u78ba\u7387\uff08<strong>\u4e8b\u524d\u78ba\u7387<\/strong>\uff09<\/li>\n\n\n\n<li>$ P(B) $: \u4e8b\u8c61B\u304c\u8d77\u304d\u308b\u4e8b\u524d\u78ba\u7387<\/li>\n<\/ul>\n\n\n\n<p>\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u304c\u300c\u30ca\u30a4\u30fc\u30d6\uff08\u5358\u7d14\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u7406\u7531\u306f\u3001\u5404\u7279\u5fb4\u91cf\uff08\u5909\u6570\uff09\u304c\u4e92\u3044\u306b<strong>\u72ec\u7acb\u3067\u3042\u308b<\/strong>\u3068\u3044\u3046\u5f37\u3044\u4eee\u5b9a\u3092\u7f6e\u304f\u305f\u3081\u3060\u3002\u3053\u306e\u4eee\u5b9a\u306f\u73fe\u5b9f\u306e\u4e16\u754c\u3067\u306f\u5fc5\u305a\u3057\u3082\u6210\u308a\u7acb\u305f\u306a\u3044\u304c\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u3053\u306e\u5358\u7d14\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3067\u3082\u975e\u5e38\u306b\u512a\u308c\u305f\u6027\u80fd\u3092\u767a\u63ee\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u5206\u985e\u5668\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u304c\u3069\u306e\u30af\u30e9\u30b9\u306b\u5c5e\u3059\u308b\u304b\u3092\u4e88\u6e2c\u3059\u308b\u969b\u306b\u3001\u5404\u30af\u30e9\u30b9\u306b\u5c5e\u3059\u308b\u78ba\u7387\u3092\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u306b\u57fa\u3065\u3044\u3066\u8a08\u7b97\u3057\u3001\u6700\u3082\u78ba\u7387\u306e\u9ad8\u3044\u30af\u30e9\u30b9\u3092\u4e88\u6e2c\u7d50\u679c\u3068\u3059\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5177\u4f53\u4f8b\u3068 R \u8a08\u7b97\u4f8b<\/h2>\n\n\n\n<p>\u3067\u306f\u3001\u5177\u4f53\u7684\u306a\u4f8b\u3092\u901a\u3057\u3066\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306e\u52d5\u4f5c\u3092\u7406\u89e3\u3057\u3088\u3046\u3002\u4eca\u56de\u306f\u3001\u3042\u308b\u4eba\u304c\u300c\u98a8\u90aa\u3092\u3072\u3044\u3066\u3044\u308b\u304b\u300d\u3069\u3046\u304b\u3092\u4e88\u6e2c\u3059\u308b\u7c21\u5358\u306a\u4f8b\u3092\u8003\u3048\u308b\u3002\u4e88\u6e2c\u306b\u306f\u3001\u300c\u54b3\u304c\u51fa\u3066\u3044\u308b\u304b\u300d\u3068\u300c\u9f3b\u6c34\u304c\u51fa\u3066\u3044\u308b\u304b\u300d\u3068\u3044\u30462\u3064\u306e\u7279\u5fb4\u91cf\u3092\u4f7f\u3046\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30c7\u30fc\u30bf\u304c\u3042\u308b\u3068\u4eee\u5b9a\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td>\u72b6\u614b<\/td><td>\u54b3<\/td><td>\u9f3b\u6c34<\/td><\/tr><\/thead><tbody><tr><td>\u98a8\u90aa<\/td><td>\u306f\u3044<\/td><td>\u306f\u3044<\/td><\/tr><tr><td>\u98a8\u90aa<\/td><td>\u306f\u3044<\/td><td>\u3044\u3044\u3048<\/td><\/tr><tr><td>\u98a8\u90aa<\/td><td>\u3044\u3044\u3048<\/td><td>\u306f\u3044<\/td><\/tr><tr><td>\u5065\u5eb7<\/td><td>\u3044\u3044\u3048<\/td><td>\u3044\u3044\u3048<\/td><\/tr><tr><td>\u5065\u5eb7<\/td><td>\u3044\u3044\u3048<\/td><td>\u306f\u3044<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u65b0\u3057\u3044\u60a3\u8005\u304c\u300c\u54b3\uff1a\u306f\u3044\u300d\u3068\u300c\u9f3b\u6c34\uff1a\u306f\u3044\u300d\u3068\u3044\u3046\u75c7\u72b6\u3092\u793a\u3057\u3066\u3044\u308b\u3068\u304d\u3001\u3053\u306e\u60a3\u8005\u304c\u300c\u98a8\u90aa\u300d\u3067\u3042\u308b\u78ba\u7387\u306f\u3069\u308c\u304f\u3089\u3044\u3060\u308d\u3046\u304b\uff1f<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u5404\u78ba\u7387\u3092\u8a08\u7b97\u3059\u308b\u3002<\/p>\n\n\n\n<p><strong>\u4e8b\u524d\u78ba\u7387:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>$ P(\\text{\u98a8\u90aa}) = 3\/5 = 0.6 $<\/li>\n\n\n\n<li>$ P(\\text{\u5065\u5eb7}) = 2\/5 = 0.4 $<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5c24\u5ea6\uff08\u98a8\u90aa\u306e\u5834\u5408\uff09:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>$ P(\\text{\u54b3=\u306f\u3044}\u2223\\text{\u98a8\u90aa}) = 2\/3 $<\/li>\n\n\n\n<li>$ P(\\text{\u9f3b\u6c34=\u306f\u3044}\u2223\\text{\u98a8\u90aa}) = 2\/3 $<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5c24\u5ea6\uff08\u5065\u5eb7\u306e\u5834\u5408\uff09:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>$ P(\\text{\u54b3=\u306f\u3044}\u2223\\text{\u5065\u5eb7}) = 0\/2 = 0 $<\/li>\n\n\n\n<li>$ P(\\text{\u9f3b\u6c34=\u306f\u3044}\u2223\\text{\u5065\u5eb7}) = 1\/2 = 0.5 $<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u3053\u3067\u3001\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306e\u72ec\u7acb\u6027\u306e\u4eee\u5b9a\u3092\u9069\u7528\u3059\u308b\u3002<\/p>\n\n\n\n<p>$ P(\\text{\u54b3=\u306f\u3044,\u9f3b\u6c34=\u306f\u3044}\u2223\\text{\u98a8\u90aa}) = P(\\text{\u54b3=\u306f\u3044}\u2223\\text{\u98a8\u90aa}) \\times P(\\text{\u9f3b\u6c34=\u306f\u3044}\u2223\\text{\u98a8\u90aa}) = (2\/3) \\times (2\/3) = 4\/9 $<\/p>\n\n\n\n<p>$ P(\\text{\u54b3=\u306f\u3044,\u9f3b\u6c34=\u306f\u3044}\u2223\\text{\u5065\u5eb7}) = P(\\text{\u54b3=\u306f\u3044}\u2223\\text{\u5065\u5eb7}) \\times P(\\text{\u9f3b\u6c34=\u306f\u3044}\u2223\\text{\u5065\u5eb7}) = 0 \\times 0.5 = 0 $<\/p>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u3092\u4f7f\u3063\u3066\u4e8b\u5f8c\u78ba\u7387\u3092\u8a08\u7b97\u3059\u308b\u3002<\/p>\n\n\n\n<p>$ P(\\text{\u98a8\u90aa}\u2223\\text{\u54b3=\u306f\u3044,\u9f3b\u6c34=\u306f\u3044}) \\propto P(\\text{\u54b3=\u306f\u3044,\u9f3b\u6c34=\u306f\u3044}\u2223\\text{\u98a8\u90aa}) \\times P(\\text{\u98a8\u90aa}) = (4\/9) \\times 0.6 = 0.266&#8230; $<\/p>\n\n\n\n<p>$ P(\\text{\u5065\u5eb7}\u2223\\text{\u54b3=\u306f\u3044,\u9f3b\u6c34=\u306f\u3044}) \\propto P(\\text{\u54b3=\u306f\u3044,\u9f3b\u6c34=\u306f\u3044}\u2223\\text{\u5065\u5eb7}) \\times P(\\text{\u5065\u5eb7} ) = 0 \\times 0.4 = 0 $<\/p>\n\n\n\n<p>\u3053\u306e\u307e\u307e\u3060\u3068$ P(\\text{\u5065\u5eb7}|\\text{\u54b3=\u306f\u3044, \u9f3b\u6c34=\u306f\u3044}) $\u304c0\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u30e9\u30d7\u30e9\u30b9\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306a\u3069\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3082\u3042\u308b\u304c\u3001\u3053\u3053\u3067\u306f\u5358\u7d14\u306b\u8a08\u7b97\u3092\u9032\u3081\u308b\u3002<\/p>\n\n\n\n<p>\u3069\u3061\u3089\u3082\u78ba\u7387\u306e\u5408\u8a08\u3067\u6b63\u898f\u5316\u3059\u308b\u3002\u5408\u8a08\u5024 0.266&#8230; + 0 = 0.266&#8230; \u3067\u5272\u308b\u3053\u3068\u3067\u6b63\u898f\u5316\u3067\u304d\u308b\u3002\u305d\u306e\u7d50\u679c\u3001\u54b3\u3068\u9f3b\u6c34\u304c\u300c\u306f\u3044\u300d\u306e\u5834\u5408\u3001\u98a8\u90aa\u306e\u78ba\u7387\u306f1\u3001\u5065\u5eb7\u306e\u78ba\u7387\u306f0\u3068\u3044\u3046\u5358\u7d14\u306a\u5024\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">R \u8a08\u7b97\u4f8b<\/h3>\n\n\n\n<p>R\u3067\u8a08\u7b97\u3059\u308b\u5834\u5408\u3001<code>e1071<\/code>\u30d1\u30c3\u30b1\u30fc\u30b8\u306e<code>naiveBayes<\/code>\u95a2\u6570\u304c\u4fbf\u5229\u3060\u3002<\/p>\n\n\n\n<p><strong>R \u30b9\u30af\u30ea\u30d7\u30c8\u4f8b\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30c7\u30fc\u30bf\u3092\u6e96\u5099\ndata &lt;- data.frame(\n    \u72b6\u614b = factor(c(\"\u98a8\u90aa\", \"\u98a8\u90aa\", \"\u98a8\u90aa\", \"\u5065\u5eb7\", \"\u5065\u5eb7\")),\n    \u54b3 = factor(c(\"\u306f\u3044\", \"\u306f\u3044\", \"\u3044\u3044\u3048\", \"\u3044\u3044\u3048\", \"\u3044\u3044\u3048\")),\n    \u9f3b\u6c34 = factor(c(\"\u306f\u3044\", \"\u3044\u3044\u3048\", \"\u306f\u3044\", \"\u3044\u3044\u3048\", \"\u306f\u3044\"))\n)\n\n# \u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\nlibrary(e1071)\nmodel &lt;- naiveBayes(\u72b6\u614b ~ \u54b3 + \u9f3b\u6c34, data = data)\n\n# \u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306e\u4e88\u6e2c\nnew_data &lt;- data.frame(\n    \u54b3 = factor(\"\u306f\u3044\", levels = levels(data$\u54b3)),\n    \u9f3b\u6c34 = factor(\"\u306f\u3044\", levels = levels(data$\u9f3b\u6c34))\n)\n\npredict(model, new_data, type = \"raw\")\n<\/code><\/pre>\n\n\n\n<p><strong>\u5b9f\u884c\u7d50\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>> predict(model, new_data, type = \"raw\")\n             \u5065\u5eb7      \u98a8\u90aa\n&#91;1,] 0.0007494379 0.9992506<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d50\u679c\u89e3\u91c8<\/h3>\n\n\n\n<p>R\u306e\u8a08\u7b97\u7d50\u679c\u3092\u898b\u308b\u3068\u3001$ P(\\text{\u5065\u5eb7}|\\text{\u54b3=\u306f\u3044, \u9f3b\u6c34=\u306f\u3044}) $ \u304c\u6975\u3081\u3066\u5c0f\u3055\u304f\u3001$ P(\\text{\u98a8\u90aa}|\\text{\u54b3=\u306f\u3044, \u9f3b\u6c34=\u306f\u3044}) $\u304c\u307b\u307c1\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308b\u3002\u3053\u308c\u306f\u3001\u624b\u52d5\u3067\u8a08\u7b97\u3057\u305f\u7d50\u679c\uff080 \u3068 1\uff09\u3068\u4e00\u81f4\u3057\u3066\u304a\u308a\u3001\u3053\u306e\u75c7\u72b6\u306e\u60a3\u8005\u306f\u300c\u98a8\u90aa\u300d\u3067\u3042\u308b\u3068\u5f37\u304f\u4e88\u6e2c\u3055\u308c\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306f\u3001\u7279\u5fb4\u91cf\u304c\u72ec\u7acb\u3067\u3042\u308b\u3068\u3044\u3046\u4eee\u5b9a\u3092\u6301\u3064\u305f\u3081\u3001\u5404\u7279\u5fb4\u91cf\u306e\u5f71\u97ff\u3092\u5358\u7d14\u306b\u639b\u3051\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u4e88\u6e2c\u3092\u884c\u3046\u3002\u3053\u306e\u5358\u7d14\u3055\u3086\u3048\u306b\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u4f4e\u304f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3082\u9069\u7528\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u5229\u70b9\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"biost-2158227304\" class=\"biost- biost-entity-placement\"><p style=\"text-align: center;\"><span style=\"font-size: 20px;\"><strong><a href=\"https:\/\/best-biostatistics.com\/kmhl\">\uff1e\uff1e\u3082\u3046\u7d71\u8a08\u3067\u60a9\u3080\u306e\u306f\u7d42\u308f\u308a\u306b\u3057\u307e\u305b\u3093\u304b\uff1f\u00a0<\/a><\/strong><\/span><\/p>\r\n<a href=\"https:\/\/best-biostatistics.com\/kmhl\"><img class=\"aligncenter wp-image-2794 size-full\" src=\"https:\/\/best-biostatistics.com\/wp\/wp-content\/uploads\/2023\/11\/bn_r_03.png\" alt=\"\" width=\"500\" height=\"327\" \/><\/a>\r\n<p style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 20px;\"><strong><span class=\"marker2\">\u21911\u4e07\u4eba\u4ee5\u4e0a\u306e\u533b\u7642\u5f93\u4e8b\u8005\u304c\u8cfc\u8aad\u4e2d<\/span><\/strong><\/span><\/p><\/div><h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u304b\u3089\u3001\u305d\u308c\u3092\u5fdc\u7528\u3057\u305f\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u5206\u985e\u5668\u306e\u4ed5\u7d44\u307f\u3001\u305d\u3057\u3066\u5177\u4f53\u7684\u306a\u8a08\u7b97\u4f8b\u307e\u3067\u3092\u89e3\u8aac\u3057\u305f\u3002\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306f\u3001\u305d\u306e\u540d\u306e\u901a\u308a\u300c\u30ca\u30a4\u30fc\u30d6\u300d\u306a\u4eee\u5b9a\u3092\u7f6e\u304f\u3082\u306e\u306e\u3001\u305d\u306e\u30b7\u30f3\u30d7\u30eb\u3055\u3068\u52b9\u7387\u6027\u304b\u3089\u3001\u73fe\u5728\u3067\u3082\u69d8\u3005\u306a\u5206\u985e\u554f\u984c\u3067\u6709\u52b9\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u3068\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u76e4\u3068\u306a\u308b\u78ba\u7387\u8ad6\u7684\u63a8\u8ad6\u306e\u8003\u3048\u65b9\u3092\u8eab\u306b\u3064\u3051\u308b\u4e0a\u3067\u975e\u5e38\u306b\u91cd\u8981\u3060\u3002\u305c\u3072\u3001\u3055\u3089\u306b\u6df1\u6398\u308a\u3057\u3066\u3001\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b66\u7fd2\u306b\u3082\u5f79\u7acb\u3066\u3066\u307f\u3066\u307b\u3057\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u306b\u306f\u3001\u69d8\u3005\u306a\u5f37\u529b\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5b58\u5728\u3059\u308b\u3002\u4e2d\u3067\u3082\u7279\u306b\u7406\u89e3\u3057\u3084\u3059\u3044\u3082\u306e\u306e\u4e00\u3064\u304c\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u3060\u3002\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306f\u3001\u3042\u306e\u6709\u540d\u306a\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u304a\u308a\u3001\u30b9\u30d1\u30e0\u30e1\u30fc\u30eb\u306e\u5206\u985e\u304b\u3089\u533b\u7642\u8a3a\u65ad\u307e\u3067\u3001\u5e45\u5e83\u3044\u5206\u91ce\u3067\u6d3b\u7528 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[45],"tags":[],"class_list":["post-4214","post","type-post","status-publish","format-standard","hentry","category-45"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4214","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/comments?post=4214"}],"version-history":[{"count":5,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4214\/revisions"}],"predecessor-version":[{"id":4219,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4214\/revisions\/4219"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=4214"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=4214"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=4214"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}