{"id":307,"date":"2023-08-02T17:51:20","date_gmt":"2023-08-02T17:51:20","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%83%ad%e3%82%b7%e3%82%99%e3%82%b9%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e5%9b%9e%e5%b8%b0-1\/"},"modified":"2023-08-02T17:51:20","modified_gmt":"2023-08-02T17:51:20","slug":"%e3%83%ad%e3%82%b7%e3%82%99%e3%82%b9%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e5%9b%9e%e5%b8%b0-1","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%83%ad%e3%82%b7%e3%82%99%e3%82%b9%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e5%9b%9e%e5%b8%b0-1\/","title":{"rendered":"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30"},"content":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u7d71\u8a08\u306b\u304a\u3051\u308b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3068\u306f\u4f55\u304b\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\u540c\u69d8\u306b\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u5f0f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u3001\u3055\u3089\u306b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u89e3\u6c7a\u6e08\u307f\u6f14\u7fd2\u3082\u898b\u3064\u304b\u308a\u307e\u3059\u3002 <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%c2%bfque-es-la-regresion-logistica\"><\/span>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3068\u306f\u4f55\u3067\u3059\u304b?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u7d71\u8a08\u5b66\u306b\u304a\u3044\u3066\u3001<strong>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u3001<\/strong><a href=\"https:\/\/statorials.org\/ja\/\u30ab\u30c6\u30b3\u3099\u30ea\u5909\u6570\/\">\u30ab\u30c6\u30b4\u30ea\u5909\u6570<\/a>\u306e\u7d50\u679c\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u4e00\u7a2e\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u4f7f\u7528\u3057\u3066\u3001\u72ec\u7acb\u5909\u6570\u306b\u57fa\u3065\u3044\u3066\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u304c\u7279\u5b9a\u306e\u5024\u3092\u53d6\u308b\u78ba\u7387\u3092\u30e2\u30c7\u30eb\u5316\u3057\u307e\u3059\u3002<\/p>\n<p>\u6700\u3082\u4e00\u822c\u7684\u306a\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306f\u30d0\u30a4\u30ca\u30ea \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u3001\u8003\u3048\u3089\u308c\u308b\u7d50\u679c\u306f\u300c\u5931\u6557\u300d\u307e\u305f\u306f\u300c\u6210\u529f\u300d\u306e 2 \u3064\u3060\u3051\u3067\u3059 (<a href=\"https:\/\/statorials.org\/ja\/\u30d8\u3099\u30eb\u30cc\u30fc\u30a4\u5206\u5e03\/\">\u30d9\u30eb\u30cc\u30fc\u30a4\u5206\u5e03<\/a>)\u3002 \u300c\u5931\u6557\u300d\u306f\u5024 0 \u3067\u8868\u3055\u308c\u3001\u300c\u6210\u529f\u300d\u306f\u5024 1 \u3067\u8868\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u5b66\u751f\u304c\u52c9\u5f37\u306b\u8cbb\u3084\u3057\u305f\u6642\u9593\u306b\u57fa\u3065\u3044\u3066\u8a66\u9a13\u306b\u5408\u683c\u3059\u308b\u78ba\u7387\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u8abf\u67fb\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001\u5931\u6557\u306f\u300c\u5931\u6557\u300d\u306e\u7d50\u679c\u3001\u6210\u529f\u306f\u300c\u6210\u529f\u300d\u306e\u7d50\u679c\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002 <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"formula-de-la-regresion-logistica\"><\/span>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u65b9\u7a0b\u5f0f\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-dc942e1e0ee36da34fb21da18308159b_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle \\ln \\left(\\frac{p}{1-p}\\right) =\\beta_0+\\beta_1x_1+\\beta_2x_2+\\dots+\\beta_ix_i\" title=\"Rendered by QuickLaTeX.com\" height=\"43\" width=\"337\" style=\"vertical-align: -17px;\"><\/p>\n<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u306f\u3001\u300c\u6210\u529f\u300d\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u78ba\u7387\u3001\u3064\u307e\u308a\u5f93\u5c5e\u5909\u6570\u306e\u5024\u304c 1 \u306b\u306a\u308b\u78ba\u7387\u306f\u6b21\u306e\u5f0f\u3067\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-3b5bd06b7369dc32186784106896897a_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"p=\\cfrac{1}{1+e^{-(\\beta_0+\\beta_1x_1+\\beta_2x_2+\\dots+\\beta_ix_i)}}\" title=\"Rendered by QuickLaTeX.com\" height=\"41\" width=\"249\" style=\"vertical-align: -15px;\"><\/p>\n<\/p>\n<p style=\"margin-bottom:5px\">\u91d1\uff1a<\/p>\n<ul style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-5faad0904f612a3fa5b27faafb8dc903_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"p\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"10\" style=\"vertical-align: -4px;\"><\/p>\n<p>\u5f93\u5c5e\u5909\u6570\u304c 1 \u3067\u3042\u308b\u78ba\u7387\u3067\u3059\u3002<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-c5ba513cc7e504bc674f76afa70a3442_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\beta_0\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"17\" style=\"vertical-align: -4px;\"><\/p>\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u5b9a\u6570\u3067\u3059\u3002<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-ff540c55c6ee8f10a1dab8e2422947ab_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\beta_i\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"15\" style=\"vertical-align: -4px;\"><\/p>\n<p>\u5909\u6570 i \u306e\u56de\u5e30\u4fc2\u6570\u3067\u3059\u3002<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-dad27a9703483183e1afd245f5232b83_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"x_i\" title=\"Rendered by QuickLaTeX.com\" height=\"11\" width=\"15\" style=\"vertical-align: -3px;\"><\/p>\n<p>\u5909\u6570 i \u306e\u5024\u3067\u3059\u3002 <\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ejemplo-de-un-modelo-de-regresion-logistica\"><\/span>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u5b9a\u7fa9\u3092\u7406\u89e3\u3057\u305f\u3068\u3053\u308d\u3067\u3001\u3053\u306e\u30bf\u30a4\u30d7\u306e\u56de\u5e30\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u306e\u5177\u4f53\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<ul>\n<li>\u6b21\u306e\u8868\u3067\u306f\u3001\u5404\u751f\u5f92\u306e\u5b66\u7fd2\u6642\u9593\u3068\u7d71\u8a08\u8a66\u9a13\u306e\u5408\u5426\u3092\u95a2\u9023\u4ed8\u3051\u308b\u4e00\u9023\u306e 20 \u500b\u306e\u30c7\u30fc\u30bf\u304c\u7de8\u96c6\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3057\u3001\u5b66\u751f\u304c 4 \u6642\u9593\u52c9\u5f37\u3057\u305f\u5834\u5408\u306b\u5408\u683c\u3059\u308b\u78ba\u7387\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002 <\/li>\n<\/ul>\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/20-donnees.png\" alt=\"\" class=\"wp-image-6630\" width=\"395\" height=\"364\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<p>\u3053\u306e\u5834\u5408\u3001\u8aac\u660e\u5909\u6570\u306f\u5b66\u7fd2\u6642\u9593\u6570\u3001\u5fdc\u7b54\u5909\u6570\u306f\u751f\u5f92\u304c\u4e0d\u5408\u683c (0) \u304b\u5408\u683c (1) \u304b\u3067\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u79c1\u305f\u3061\u306e\u30e2\u30c7\u30eb\u306b\u306f\u4fc2\u6570\u306e\u307f\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-c5ba513cc7e504bc674f76afa70a3442_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\beta_0\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"17\" style=\"vertical-align: -4px;\"><\/p>\n<p>\u305d\u3057\u3066\u4fc2\u6570<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-dff50ab66b848b910ea781069cba1094_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\beta_1\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"16\" style=\"vertical-align: -4px;\"><\/p>\n<p>\u72ec\u7acb\u5909\u6570\u304c 1 \u3064\u3057\u304b\u306a\u3044\u305f\u3081\u3067\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-2d1f590515ac90c95bdbb08cfd4dacef_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\beta_0 \\qquad \\beta_1\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"69\" style=\"vertical-align: -4px;\"><\/p>\n<\/p>\n<p>\u56de\u5e30\u4fc2\u6570\u3092\u624b\u52d5\u3067\u6c7a\u5b9a\u3059\u308b\u306e\u306f\u975e\u5e38\u306b\u624b\u9593\u304c\u304b\u304b\u308b\u305f\u3081\u3001Minitab \u306a\u3069\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001Minitab\u3092\u4f7f\u7528\u3057\u3066\u8a08\u7b97\u3055\u308c\u305f\u56de\u5e30\u4fc2\u6570\u306e\u5024\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-6ed66de602220c69aabb71a726fec9f8_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\begin{array}{c}\\beta_0\\approx -4,1\\\\[2ex]\\beta_1\\approx 1,5\\end{array}\" title=\"Rendered by QuickLaTeX.com\" height=\"55\" width=\"80\" style=\"vertical-align: 0px;\"><\/p>\n<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-0902ac67194bedf38d5f4ff06dc27a38_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\begin{aligned}p&amp;=\\cfrac{1}{1+e^{-(\\beta_0+\\beta_1x_1+\\beta_2x_2+\\dots+\\beta_ix_i)}}\\\\[2ex]p&amp;=\\cfrac{1}{1+e^{-(-4,1+1,5x_1)}}\\\\[2ex]p&amp;=\\cfrac{1}{1+e^{4,1-1,5x_1}}\\end{aligned}\" title=\"Rendered by QuickLaTeX.com\" height=\"170\" width=\"249\" style=\"vertical-align: 0px;\"><\/p>\n<\/p>\n<p>\u4ee5\u4e0b\u306b\u3001\u30b5\u30f3\u30d7\u30eb \u30c7\u30fc\u30bf\u3068\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u65b9\u7a0b\u5f0f\u3092\u30b0\u30e9\u30d5\u5316\u3057\u305f\u3082\u306e\u3092\u793a\u3057\u307e\u3059\u3002 <\/p>\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/exemple-de-regression-logistique.png\" alt=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u4f8b\" class=\"wp-image-6635\" width=\"458\" height=\"312\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u751f\u5f92\u304c 4 \u6642\u9593\u52c9\u5f37\u3057\u305f\u5834\u5408\u306b\u5408\u683c\u3059\u308b\u78ba\u7387\u3092\u8a08\u7b97\u3059\u308b\u306b\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u304b\u3089\u5f97\u3089\u308c\u305f\u5f0f\u3092\u4f7f\u7528\u3059\u308b\u3060\u3051\u3067\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-930691eafee62c04e59d9c4de8ef6a76_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\begin{aligned}p&amp;=\\cfrac{1}{1+e^{4,1-1,5x_1}}\\\\[2ex]p&amp;=\\cfrac{1}{1+e^{4,1-1,5\\cdot 4}}\\\\[2ex]p&amp;=0,8699\\end{aligned}\" title=\"Rendered by QuickLaTeX.com\" height=\"144\" width=\"135\" style=\"vertical-align: 0px;\"><\/p>\n<\/p>\n<p>\u3064\u307e\u308a\u3001\u5b66\u751f\u304c 4 \u6642\u9593\u52c9\u5f37\u3057\u305f\u5834\u5408\u300186.99% \u306e\u78ba\u7387\u3067\u8a66\u9a13\u306b\u5408\u683c\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002 <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"tipos-de-regresion-logistica\"><\/span>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u7a2e\u985e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306b\u306f 3 \u3064\u306e\u30bf\u30a4\u30d7\u304c<\/strong>\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:16px\"><span style=\"color:#101010;font-weight: normal;\"><strong>\u30d0\u30a4\u30ca\u30ea \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/strong>: \u5f93\u5c5e\u5909\u6570\u306f 2 \u3064\u306e\u5024 (0 \u3068 1) \u306e\u307f\u3092\u6301\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/li>\n<li style=\"margin-bottom:16px\"><span style=\"color:#101010;font-weight: 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