{"id":6554,"date":"2025-05-07T18:46:25","date_gmt":"2025-05-07T09:46:25","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6554"},"modified":"2025-05-16T15:40:14","modified_gmt":"2025-05-16T06:40:14","slug":"causal-inference-overview","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/causal-inference-overview\/","title":{"rendered":"\u56e0\u679c\u63a8\u8ad6\u3068\u306f\uff1f\u300c\u306a\u305c\u305d\u308c\u304c\u8d77\u304d\u305f\u306e\u304b\u300d\u3092\u30c7\u30fc\u30bf\u3067\u8a3c\u660e\u3059\u308b\u5206\u6790\u624b\u6cd5"},"content":{"rendered":"\n<p>\u56e0\u679c\u63a8\u8ad6\u306f\u3001\u300c\u539f\u56e0\u3068\u7d50\u679c\u300d\u3092\u660e\u78ba\u306b\u3059\u308b\u30c7\u30fc\u30bf\u5206\u6790\u624b\u6cd5\u3067\u3042\u308a\u3001\u76f8\u95a2\u3067\u306f\u6349\u3048\u3089\u308c\u306a\u3044\u56e0\u679c\u95a2\u4fc2\u3092\u79d1\u5b66\u7684\u306b\u5c0e\u304d\u51fa\u3059\u305f\u3081\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u305d\u306e\u57fa\u672c\u539f\u7406\u304b\u3089\u5fdc\u7528\u4e8b\u4f8b\u3001\u3055\u3089\u306b\u6700\u65b0\u6280\u8853\u3084\u4ed6\u5206\u91ce\u3068\u306e\u95a2\u4fc2\u6027\u3001\u5c06\u6765\u5c55\u671b\u307e\u3067\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u4e01\u5be7\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306a\u305c\u4eca\u3001\u56e0\u679c\u63a8\u8ad6\u304c\u6c42\u3081\u3089\u308c\u308b\u306e\u304b<\/h2>\n<p>\u79c1\u305f\u3061\u306f\u65e5\u3005\u306e\u30d3\u30b8\u30cd\u30b9\u3084\u653f\u7b56\u6c7a\u5b9a\u306b\u304a\u3044\u3066\u3001\u300c\u306a\u305c\u58f2\u4e0a\u304c\u4e0a\u304c\u3063\u305f\u306e\u304b\uff1f\u300d\u300c\u672c\u5f53\u306b\u65bd\u7b56\u304c\u52b9\u679c\u3092\u3082\u305f\u3089\u3057\u305f\u306e\u304b\uff1f\u300d\u3068\u3044\u3046\u201c\u539f\u56e0\u201d\u3092\u77e5\u308a\u305f\u304f\u306a\u308a\u307e\u3059\u3002 \u3057\u304b\u3057\u3001\u5f93\u6765\u306e\u7d71\u8a08\u624b\u6cd5\u304c\u6559\u3048\u3066\u304f\u308c\u308b\u306e\u306f\u3001\u5909\u6570\u9593\u306e<strong>\u76f8\u95a2\u95a2\u4fc2<\/strong>\u3060\u3051\u3067\u3042\u308a\u3001\u300c\u56e0\u679c\u95a2\u4fc2\u300d\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\r\n<p>\u305d\u3053\u3067\u767b\u5834\u3057\u305f\u306e\u304c\u3001\u300c\u56e0\u679c\u63a8\u8ad6\uff08Causal Inference\uff09\u300d\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u300cA\u3092\u884c\u3063\u305f\u304b\u3089B\u304c\u8d77\u304d\u305f\u300d\u3068\u3044\u3063\u305f\u56e0\u679c\u7684\u306a\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u30c7\u30fc\u30bf\u304b\u3089\u5c0e\u304d\u51fa\u3059\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u3002 \u30b8\u30e5\u30fc\u30c7\u30a3\u30a2\u30fb\u30d1\u30fc\u30eb\u6c0f\u306b\u3088\u3063\u3066\u4f53\u7cfb\u5316\u3055\u308c\u305f\u56e0\u679c\u63a8\u8ad6\u306f\u3001<strong>\u56e0\u679c\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\uff08DAG\uff09\u3084do\u6f14\u7b97\u5b50<\/strong>\u3068\u3044\u3063\u305f\u6982\u5ff5\u3092\u8ef8\u306b\u3001\u3055\u307e\u3056\u307e\u306a\u9818\u57df\u3078\u3068\u5fdc\u7528\u304c\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<h2>\u56e0\u679c\u63a8\u8ad6\u306e\u57fa\u672c\uff1a\u53cd\u5b9f\u4eee\u60f3\u3068\u4ecb\u5165\u306e\u8996\u70b9\u304b\u3089\u8003\u3048\u308b<\/h2>\n<p>\u56e0\u679c\u63a8\u8ad6\u3092\u7406\u89e3\u3059\u308b\u3046\u3048\u3067\u91cd\u8981\u3068\u306a\u308b\u306e\u304c\u3001\u4ee5\u4e0b\u306e2\u3064\u306e\u8996\u70b9\u3067\u3059\u3002<\/p>\r\n<ul>\r\n\t<li><strong>\u4ecb\u5165\uff08Intervention\uff09<\/strong>\uff1a\u300c\u3042\u308b\u8981\u7d20X\u3092\u610f\u56f3\u7684\u306b\u5909\u3048\u305f\u3089\u3001\u7d50\u679cY\u306f\u3069\u3046\u5909\u308f\u308b\u304b\uff1f\u300d\u3092\u8003\u3048\u308b<\/li>\r\n\t<li><strong>\u53cd\u5b9f\u4eee\u60f3\uff08Counterfactual\uff09<\/strong>\uff1a\u300c\u3082\u3057X\u3092\u5909\u3048\u306a\u304b\u3063\u305f\u3089\u3001Y\u306f\u3069\u3046\u306a\u3063\u3066\u3044\u305f\u304b\uff1f\u300d\u3068\u3044\u3046\u4eee\u5b9a\u306e\u4e16\u754c<\/li>\r\n<\/ul>\r\n<b>\u25b6\ufe0e \u56f3\u89e3\uff1a\u56e0\u679c\u63a8\u8ad6\u306e\u57fa\u672c\u6982\u5ff5<\/b>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/05\/\u7121\u984c\u306e\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3_page-0001-2-300x169.jpg\" alt=\"\" width=\"300\" height=\"169\" class=\"alignnone size-medium wp-image-6574\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/05\/\u7121\u984c\u306e\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3_page-0001-2-300x169.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/05\/\u7121\u984c\u306e\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3_page-0001-2-1024x576.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/05\/\u7121\u984c\u306e\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3_page-0001-2-768x432.jpg 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/05\/\u7121\u984c\u306e\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3_page-0001-2-1536x864.jpg 1536w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/05\/\u7121\u984c\u306e\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3_page-0001-2-2048x1152.jpg 2048w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/05\/\u7121\u984c\u306e\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3_page-0001-2-960x540.jpg 960w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\r\n<p>\u3053\u306e\u56f3\u3067\u306f\u3001\u5909\u6570 <strong>X<\/strong> \u304c <strong>Y<\/strong> \u306b\u5bfe\u3057\u3066\u56e0\u679c\u7684\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u4e00\u65b9\u3067\u3001<strong>Z<\/strong> \u304c <strong>X<\/strong> \u3068 <strong>Y<\/strong> \u306e\u4e21\u65b9\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u69cb\u9020\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u3053\u306e\u3088\u3046\u306a\u5909\u6570 <strong>Z<\/strong> \u306f\u3001\u300c<strong>\u4ea4\u7d61\u56e0\u5b50\uff08confounder\uff09<\/strong>\u300d\u3068\u547c\u3070\u308c\u3001X\u3068Y\u306e\u9593\u306b<strong>\u898b\u304b\u3051\u306e\u76f8\u95a2<\/strong>\u3092\u751f\u3058\u3055\u305b\u308b\u539f\u56e0\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u3064\u307e\u308a\u3001X\u304cY\u306b\u4e0e\u3048\u308b\u56e0\u679c\u52b9\u679c\u3092\u6b63\u78ba\u306b\u63a8\u5b9a\u3059\u308b\u305f\u3081\u306b\u306f\u3001<strong>Z\u306e\u5f71\u97ff\u3092\u7d71\u8a08\u7684\u306b\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\uff08\u8abf\u6574\uff09\u3059\u308b\u5fc5\u8981<\/strong>\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u3053\u306e\u8996\u70b9\u304c\u6b20\u3051\u3066\u3044\u308b\u3068\u3001X\u2192Y\u306e\u56e0\u679c\u52b9\u679c\u3092\u904e\u5927\u30fb\u904e\u5c0f\u8a55\u4fa1\u3057\u3066\u3057\u307e\u3046\u6050\u308c\u304c\u3042\u308a\u3001\u56e0\u679c\u63a8\u8ad6\u306e\u4fe1\u983c\u6027\u304c\u640d\u306a\u308f\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\r\n<b>\u25b6\ufe0e \u56e0\u679c\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u3068do\u6f14\u7b97\u5b50<\/b>\r\n<p>\u56e0\u679c\u95a2\u4fc2\u3092\u8868\u3059\u4ee3\u8868\u7684\u306a\u624b\u6cd5\u304c\u300c\u56e0\u679c\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\uff08Causal Diagram\uff09\u300d\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u5909\u6570\u540c\u58eb\u306e\u56e0\u679c\u95a2\u4fc2\u3092\u30ce\u30fc\u30c9\u3068\u77e2\u5370\u3067\u53ef\u8996\u5316\u3059\u308b\u56f3\u3067\u3001\u3069\u306e\u5909\u6570\u306b\u4ecb\u5165\u3059\u3079\u304d\u304b\u3092\u6574\u7406\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\r\n<p>\u3055\u3089\u306b\u3001\u300cdo\u6f14\u7b97\u5b50\uff08do(X)\uff09\u300d\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u300cX\u306b\u4ecb\u5165\u3057\u305f\u3068\u304d\u306eY\u306e\u5206\u5e03\u300d\uff1d<code>P(Y | do(X))<\/code>\u3092\u7406\u8ad6\u7684\u306b\u5b9a\u7fa9\u3067\u304d\u3001\u5358\u306a\u308b\u76f8\u95a2\u5206\u6790\u3067\u306f\u5f97\u3089\u308c\u306a\u3044\u56e0\u679c\u52b9\u679c\u3092\u6570\u5f0f\u3067\u5c0e\u304d\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<h2>\u5b9f\u52d9\u3092\u5909\u3048\u308b\u6280\u8853\u3078\uff1a\u9032\u5316\u3059\u308b\u56e0\u679c\u63a8\u8ad6\u306e\u5fdc\u7528\u9818\u57df<\/h2>\n<p>\u304b\u3064\u3066\u306f\u30a2\u30ab\u30c7\u30df\u30c3\u30af\u306a\u7406\u8ad6\u306b\u7559\u307e\u3063\u3066\u3044\u305f\u56e0\u679c\u63a8\u8ad6\u3082\u3001\u4eca\u3067\u306f\u30d3\u30b8\u30cd\u30b9\u73fe\u5834\u3067\u5b9f\u969b\u306b\u6d3b\u7528\u3055\u308c\u59cb\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<b>\u73fe\u5728\u306e\u4ee3\u8868\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\uff1a<\/b>\r\n<ul>\r\n\t<li><strong>\u50be\u5411\u30b9\u30b3\u30a2\u30de\u30c3\u30c1\u30f3\u30b0<\/strong>\uff08Propensity Score Matching\uff09\uff1a\u985e\u4f3c\u3057\u305f\u6761\u4ef6\u306e\u5bfe\u8c61\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\u30d0\u30a4\u30a2\u30b9\u3092\u9664\u53bb<\/li>\r\n\t<li><strong>\u69cb\u9020\u7684\u56e0\u679c\u30e2\u30c7\u30eb\uff08SCM\uff09<\/strong>\uff1a\u5909\u6570\u9593\u306e\u56e0\u679c\u69cb\u9020\u3092\u524d\u63d0\u306b\u3057\u3001\u53cd\u5b9f\u4eee\u60f3\u3082\u6271\u3046\u67d4\u8edf\u306a\u30e2\u30c7\u30eb<\/li>\r\n<\/ul>\r\n<p>\u52a0\u3048\u3066\u3001<code>DoWhy<\/code>\u3001<code>EconML<\/code>\u3001<code>CausalML<\/code>\u306a\u3069\u306e<strong>Python\u30e9\u30a4\u30d6\u30e9\u30ea<\/strong>\u304c\u767b\u5834\u3057\u3001\u56e0\u679c\u63a8\u8ad6\u306e\u5b9f\u88c5\u304c\u683c\u6bb5\u306b\u5bb9\u6613\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<h2>\u56e0\u679c\u63a8\u8ad6\u306e\u6d3b\u7528\u4e8b\u4f8b\uff1a\u6210\u679c\u3068\u52b9\u679c\u306e\u53ef\u8996\u5316<\/h2>\n<b>\u2705 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