{"id":7641,"date":"2026-02-12T11:43:55","date_gmt":"2026-02-12T02:43:55","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=7641"},"modified":"2026-02-12T11:43:55","modified_gmt":"2026-02-12T02:43:55","slug":"dataiku-prediction-tab-explained","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/dataiku-prediction-tab-explained\/","title":{"rendered":"Dataiku\u4e88\u6e2c\u7d50\u679c\u30bf\u30d6\u306e\u89e3\u8aac"},"content":{"rendered":"\n<p>\u3010Dataiku\u3011ML\u4e88\u6e2c\u7d50\u679c\u753b\u9762\u306e\u898b\u65b9\u3092\u5fb9\u5e95\u89e3\u8aac\u3002\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u3069\u3046\u5224\u65ad\u3059\u3079\u304d\u304b\uff1fMachine Learning Basics\u306e\u5b66\u7fd2\u5185\u5bb9\u3092\u30d9\u30fc\u30b9\u306b\u3001\u5404\u8a55\u4fa1\u6307\u6a19\u306e\u8aad\u307f\u89e3\u304d\u65b9\u3092\u6574\u7406\u3057\u307e\u3057\u305f\u3002\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u826f\u3057\u60aa\u3057\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306e\u30ac\u30a4\u30c9\u3067\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p data-path-to-node=\"5,0\">Dataiku\u3092\u4f7f\u3048\u3070\u3001\u30b3\u30fc\u30c9\u3092\u66f8\u304b\u305a\u306b\u30af\u30ea\u30c3\u30af\u3060\u3051\u3067\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3044\u3056\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u3066\u307f\u3066\u3001\u3053\u3046\u601d\u3063\u305f\u3053\u3068\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\r\n<p data-path-to-node=\"5,1\"><b data-path-to-node=\"5,1\" data-index-in-node=\"0\">\u300c\u7d50\u679c\u753b\u9762\u306b\u306a\u3093\u304b\u3059\u3054\u3044\u30b0\u30e9\u30d5\u304c\u51fa\u305f\u3051\u3069\u3001\u3053\u308c\u3063\u3066\u7d50\u5c40\u3044\u3044\u306e\uff1f\u60aa\u3044\u306e\uff1f\u300d<\/b><\/p>\r\n<p data-path-to-node=\"5,2\">\u79c1\u81ea\u8eab\u3001AutoML\u3067\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u3068\u3053\u308d\u307e\u3067\u306f\u30b9\u30e0\u30fc\u30ba\u306b\u3044\u3051\u305f\u3082\u306e\u306e\u3001\u8868\u793a\u3055\u308c\u305f\u300cResults\u300d\u30bf\u30d6\u306e\u8a73\u7d30\u306a\u6570\u5024\u3092\u3069\u3046\u5224\u65ad\u3059\u308c\u3070\u3044\u3044\u306e\u304b\u5206\u304b\u3089\u305a\u3001\u7acb\u3061\u6b62\u307e\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002<\/p>\r\n<p data-path-to-node=\"5,3\">\u305d\u3053\u3067\u4eca\u56de\u306f\u3001Dataiku\u306e\u5b66\u7fd2\u30b3\u30f3\u30c6\u30f3\u30c4\u300cMachine Learning Basics\u300d\u3092\u901a\u3057\u3066\u5b66\u3093\u3060\u3001<b data-path-to-node=\"5,3\" data-index-in-node=\"55\">\u7d50\u679c\u753b\u9762\u306e\u6b63\u3057\u3044\u898b\u65b9\u3068\u30e2\u30c7\u30eb\u7cbe\u5ea6\u306e\u5224\u65ad\u57fa\u6e96<\/b>\u306b\u3064\u3044\u3066\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3057\u307e\u3059\u3002\u540c\u3058\u3088\u3046\u306b\u300c\u753b\u9762\u306e\u898b\u65b9\u304c\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u60a9\u3093\u3067\u3044\u308b\u65b9\u306e\u53c2\u8003\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\r\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Summary\u3068\u3001EXPLAINABILITY\u30bf\u30d6\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n<h2>Summary<\/h2>\n<p><span>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u5b66\u7fd2\u65e5\u3068\u3044\u3063\u305f\u30e2\u30c7\u30eb\u306e\u57fa\u672c\u60c5\u5831\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u30ec\u30dd\u30fc\u30c8\u30da\u30fc\u30b8\u306b\u306f\u3001\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u304a\u3088\u3073\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u8a73\u7d30\u60c5\u5831\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3082\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n<h2>Feature importance<\/h2>\n<p>\u300c<strong>EXPLAINABILITY<\/strong>\u300d\u30bb\u30af\u30b7\u30e7\u30f3\u306e\u300c<strong>Feature importance<\/strong>\u300d\u30bf\u30d6\u306b\u306f3\u3064\u306e\u30c1\u30e3\u30fc\u30c8\u304c\u8868\u793a\u3055\u308c\u3001\u305d\u308c\u305e\u308c\u304c\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3084\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3068\u4e88\u6e2c\u7d50\u679c\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u8a73\u7d30\u306a\u60c5\u5831\u3092\u53ef\u8996\u5316\u3057\u3066\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\r\n<b><span style=\"font-size: 18pt\"><strong>Absolute feature importance<\/strong><\/span><\/b>\r\n<p>\u6700\u521d\u306e\u30c1\u30e3\u30fc\u30c8\u3067\u3042\u308b\u300c<strong>Absolute feature importance<\/strong>\u300d\u306f\u3001\u5404\u5909\u6570\u304c\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u3069\u306e\u7a0b\u5ea6\u5f37\u304f\u5f71\u97ff\u3057\u3066\u3044\u308b\u304b\u3092\u6e2c\u5b9a\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u8868\u793a\u306e\u30d1\u30fc\u30bb\u30f3\u30c6\u30fc\u30b8\u306fShapley value\uff08\u305d\u306e\u5909\u6570\u306e\u30e2\u30c7\u30eb\u4e88\u6e2c\u306b\u304a\u3051\u308b\u91cd\u8981\u5ea6\uff09\u306e\u7d76\u5bfe\u5024\u306e\u5e73\u5747\u3092\u3082\u3068\u306b\u8a08\u7b97\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u4ee5\u4e0b\u306e\u30c1\u30e3\u30fc\u30c8\u3067\u306f\u3001\u300c<strong>Number of inpatient visits<\/strong>\uff08\u5165\u9662\u56de\u6570\uff09\u300d\u3068\u3044\u3046\u7279\u5fb4\u91cf\u304c\u3001\u75c5\u9662\u306e\u518d\u5165\u9662\u7387\u3068\u6700\u3082\u5f37\u3044\u76f8\u95a2\u95a2\u4fc2\u306b\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-2.png\" alt=\"\" width=\"1428\" height=\"738\" class=\"alignnone size-full wp-image-7645\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-2.png 1428w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-2-300x155.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-2-1024x529.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-2-768x397.png 768w\" sizes=\"(max-width: 1428px) 100vw, 1428px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u753b\u9762\u3092\u4e0b\u306b\u30b9\u30af\u30ed\u30fc\u30eb\u3059\u308b\u3068\u3001\u300c<strong>Feature effects<\/strong>\uff08\u7279\u5fb4\u91cf\u306e\u5f71\u97ff\uff09\u300d\u304a\u3088\u3073\u300c<strong>Feature dependence<\/strong>\uff08\u7279\u5fb4\u91cf\u306e\u4f9d\u5b58\u95a2\u4fc2\uff09\u300d\u306e\uff12\u3064\u306e\u30c1\u30e3\u30fc\u30c8\u304c\u8868\u793a\u3055\u308c\u3001<strong>\u7279\u5fb4\u91cf\u306e\u91cd\u8981\u5ea6\u3092\u3088\u308a\u6df1\u304f\u6398\u308a\u4e0b\u3052\u3066\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u3092\u8a55\u4fa1<\/strong>\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<b><span style=\"font-size: 18pt\"><strong>Feature effects<\/strong><\/span><\/b>\r\n<p><strong>Feature effects<\/strong>\u306f\u3001\u500b\u3005\u306e\u7279\u5fb4\u91cf\u306e\u5024\u304c\u4e88\u6e2c\u306b\u3069\u306e\u3088\u3046\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u304b\u3092\u793a\u3057\u307e\u3059\u3002\u30d7\u30ed\u30c3\u30c8\u4e0a\u306e\u5404\u70b9\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e1\u884c\uff08\u30ec\u30b3\u30fc\u30c9\uff09\u3092\u8868\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u8272\u306f\u7279\u5fb4\u91cf\u306e\u5024\u3092\u53cd\u6620\u3057\u3066\u3044\u307e\u3059\u3002\u4e2d\u5fc3\u304b\u3089\u96e2\u308c\u308b\u307b\u3069\u3001\u305d\u306e\u30c7\u30fc\u30bf\u70b9\u304c\u4e88\u6e2c\u306b\u5bfe\u3057\u3066\uff08\u6b63\u307e\u305f\u306f\u8ca0\u306e\u65b9\u5411\u306b\uff09\u3088\u308a\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u305f\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-3.png\" alt=\"\" width=\"1428\" height=\"806\" class=\"alignnone size-full wp-image-7646\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-3.png 1428w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-3-300x169.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-3-1024x578.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-3-768x433.png 768w\" sizes=\"(max-width: 1428px) 100vw, 1428px\" \/><\/p>\r\n<b><span style=\"font-size: 18pt\"><strong>Feature dependence<\/strong><\/span><\/b>\r\n<p><strong>Feature dependence<\/strong>\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u9078\u629e\u3057\u305f\u7279\u5b9a\u306e\u7279\u5fb4\u91cf\u306b\u5bfe\u3057\u3001\u305d\u306e\u5024\u304c\u30e2\u30c7\u30eb\u306b\u4e0e\u3048\u308b\u91cd\u8981\u5ea6\u306e\u6307\u6a19\u3067\u3042\u308b\u300c\u30b7\u30e3\u30d7\u30ec\u30a4\u5024\uff08Shapley value\uff09\u300d\u3092\u95a2\u6570\u3068\u3057\u3066\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p><strong>\u3053\u306e\u5024\u306f\u3001\u300c0\u300d\u3092\u57fa\u6e96\u306b\u30d7\u30e9\u30b9\u3068\u30de\u30a4\u30ca\u30b9\u3067\u610f\u5473\u304c\u9006\u8ee2\u3057\u307e\u3059\u3002<\/strong><\/p>\r\n<p><strong>\u30d7\u30e9\u30b9\u306e\u5024\uff080\u3088\u308a\u4e0a\uff09\uff1a<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u30bf\u30fc\u30b2\u30c3\u30c8\uff08\u4f8b\uff1a\u518d\u5165\u9662\u3059\u308b\uff1d1\uff09\u306e\u78ba\u7387\u3092<strong>\u9ad8\u3081\u308b<\/strong>\u50cd\u304d\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u5024\u304c\u5927\u304d\u3044\u307b\u3069\u3001\u300c\u518d\u5165\u9662\u3057\u305d\u3046\u3060\uff01\u300d\u3068\u5224\u5b9a\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><strong>\u30de\u30a4\u30ca\u30b9\u306e\u5024\uff080\u3088\u308a\u4e0b\uff09\uff1a<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u78ba\u7387\u3092<strong>\u4e0b\u3052\u308b<\/strong>\uff08\uff1d\u518d\u5165\u9662\u3057\u306a\u3044\u3060\u308d\u3046\uff09\u65b9\u5411\u306b\u50cd\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u5024\u304c\u5c0f\u3055\u3044\uff08\u30de\u30a4\u30ca\u30b9\u306b\u5927\u304d\u3044\uff09\u307b\u3069\u3001\u300c\u518d\u5165\u9662\u306f\u306a\u3055\u305d\u3046\u3060\u300d\u3068\u5f37\u304f\u5224\u5b9a\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><strong>0\u4ed8\u8fd1\uff1a<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u4e88\u6e2c\u7d50\u679c\u306b\u307b\u3068\u3093\u3069\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u307e\u305b\u3093\uff08\u5e73\u5747\u7684\u306a\u72b6\u614b\uff09\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-4.png\" alt=\"\" width=\"1428\" height=\"824\" class=\"alignnone size-full wp-image-7648\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-4.png 1428w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-4-300x173.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-4-1024x591.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-4-768x443.png 768w\" sizes=\"(max-width: 1428px) 100vw, 1428px\" \/><\/p>\r\n<p>\u753b\u50cf\u306e\u7d50\u679c\u3068\u306a\u3063\u305f\u5834\u5408\u306e\u89e3\u91c8\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\r\n<p><strong>\u5165\u9662\u56de\u6570\u304c\u300c0\u56de\u300d\u306e\u3068\u304d\uff08\u4e00\u756a\u5de6\uff09\uff1a<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">Shapley\u5024\u306f\u00a0<strong>\u30de\u30a4\u30ca\u30b9\uff08\u7d04 -0.2\uff09<\/strong>\u00a0\u3067\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u610f\u5473\uff1a\u300c\u5165\u9662\u6b74\u304c\u306a\u3044\u3053\u3068\u306f\u3001\u518d\u5165\u9662\u30ea\u30b9\u30af\u3092\u4e0b\u3052\u308b\u8981\u56e0\u306b\u306a\u3063\u3066\u3044\u308b\u300d\u3068\u30e2\u30c7\u30eb\u306f\u5224\u65ad\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><strong>\u5165\u9662\u56de\u6570\u304c\u300c1\u56de\u4ee5\u4e0a\u300d\u306b\u306a\u308b\u3068\uff1a<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">Shapley\u5024\u306f<strong>\u30d7\u30e9\u30b9<\/strong>\u306b\u8ee2\u3058\u307e\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u610f\u5473\uff1a\u300c1\u56de\u3067\u3082\u5165\u9662\u6b74\u304c\u3042\u308b\u3068\u3001\u518d\u5165\u9662\u30ea\u30b9\u30af\u3092\u9ad8\u3081\u308b\u8981\u56e0\u306b\u306a\u308b\u300d\u3068\u5224\u65ad\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><strong>\u56de\u6570\u304c\u5897\u3048\u308b\u307b\u3069\uff08\u53f3\u306b\u884c\u304f\u307b\u3069\uff09\uff1a<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u30d7\u30e9\u30b9\u306e\u5024\u304c\u3069\u3093\u3069\u3093\u5927\u304d\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u610f\u5473\uff1a\u300c\u5165\u9662\u56de\u6570\u304c\u591a\u3051\u308c\u3070\u591a\u3044\u307b\u3069\u3001\u3088\u308a\u5f37\u304f\u518d\u5165\u9662\u3092\u4e88\u6e2c\u3059\u308b\u300d\u3068\u3044\u3046\u30e2\u30c7\u30eb\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><strong>\u3053\u306e\u30b0\u30e9\u30d5\u306e\u7d50\u8ad6\uff1a<\/strong>\u00a0\u5165\u9662\u56de\u6570\uff08Number of inpatient visits\uff09\u306f\u30010\u56de\u306a\u3089\u518d\u5165\u9662\u306e\u30ea\u30b9\u30af\u3092\u4e0b\u3052\u3001\u56de\u6570\u304c\u5897\u3048\u308b\u3068\u30ea\u30b9\u30af\u3092\u5927\u304d\u304f\u4e0a\u3052\u308b\u3068\u3044\u3046<strong>\u660e\u78ba\u306a\u76f8\u95a2<\/strong>\u304c\u3042\u308a\u3001Shapley\u5024\u306e\u5909\u52d5\u5e45\u3082\u5927\u304d\u3044\u305f\u3081\u3001<strong>\u3053\u306e\u30e2\u30c7\u30eb\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u91cd\u8981\u306a\uff08\u5916\u3057\u3066\u306f\u3044\u3051\u306a\u3044\uff09\u7279\u5fb4\u91cf\u3067\u3042\u308b<\/strong>\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n<h2>Partial dependence plots<\/h2>\n<p>\u300c<strong>Partial dependence plots<\/strong>\uff08\u90e8\u5206\u4f9d\u5b58\u6027\u30d7\u30ed\u30c3\u30c8\uff09\u300d\u306f\u3001\u500b\u3005\u306e\u7279\u5fb4\u91cf\u304c\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u300c<strong>Age<\/strong>\uff08\u5e74\u9f62\uff09\u300d\u3068\u3044\u3046\u7279\u5fb4\u91cf\u306e\u90e8\u5206\u4f9d\u5b58\u6027\u30d7\u30ed\u30c3\u30c8\u3092\u7b97\u51fa\u3059\u308b\u3068\u300160\u6b73\u304b\u308980\u6b73\u306b\u304b\u3051\u3066\u518d\u5165\u9662\u306e\u53ef\u80fd\u6027\u304c\u4e0a\u6607\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-5.png\" alt=\"\" width=\"1418\" height=\"772\" class=\"alignnone size-full wp-image-7649\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-5.png 1418w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-5-300x163.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-5-1024x557.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-5-768x418.png 768w\" sizes=\"(max-width: 1418px) 100vw, 1418px\" \/><\/p>\r\n<p><strong><span style=\"font-size: 14pt\">\u30b0\u30e9\u30d5\u306e\u57fa\u672c\u69cb\u6210<\/span><\/strong><\/p>\r\n<p>\u6a2a\u8ef8 (X\u8ef8): <strong>Age<\/strong>\uff08\u5e74\u9f62\uff09<\/p>\r\n<p style=\"padding-left: 40px\">\u5de6\u304c0\u6b73\u3001\u53f3\u304c100\u6b73\u304f\u3089\u3044\u3067\u3059\u3002<\/p>\r\n<p>\u5de6\u306e\u7e26\u8ef8 :<strong> Partial dependence<\/strong>\uff08\u4e88\u6e2c\u3078\u306e\u5f71\u97ff\u5ea6\uff09<\/p>\r\n<p style=\"padding-left: 40px\">\u4e0a\u306b\u884c\u304f\u307b\u3069\uff1a\u00a0\u300c\u518d\u5165\u9662\u3057\u3084\u3059\u3044\uff081\u306b\u306a\u308a\u3084\u3059\u3044\uff09\u300d\u3068\u30e2\u30c7\u30eb\u304c\u5224\u65ad\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u4e0b\u306b\u884c\u304f\u307b\u3069\uff1a\u00a0\u300c\u518d\u5165\u9662\u3057\u306b\u304f\u3044\uff080\u306b\u306a\u308a\u3084\u3059\u3044\uff09\u300d\u3068\u30e2\u30c7\u30eb\u304c\u5224\u65ad\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u53f3\u306e\u7e26\u8ef8 : <strong>Distribution<\/strong>\uff08\u30c7\u30fc\u30bf\u306e\u91cf\uff09<\/p>\r\n<p style=\"padding-left: 40px\">\u80cc\u666f\u306b\u3042\u308b<strong>\u7070\u8272\u306e\u68d2\u30b0\u30e9\u30d5<\/strong>\u7528\u306e\u76ee\u76db\u308a\u3067\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><strong><span style=\"font-size: 14pt\">\u9752\u3044\u6298\u308c\u7dda\uff08\u30c8\u30ec\u30f3\u30c9\uff09\u306e\u8aad\u307f\u65b9<\/span><\/strong><\/p>\r\n<ol><\/ol>\r\n<p>\u3053\u306e\u9752\u3044\u7dda\u304c\u3001\u300c\u5e74\u9f62\u3068\u30ea\u30b9\u30af\u306e\u95a2\u4fc2\u6027\u300d\u3067\u3059\u3002<\/p>\r\n<p>\u301c50\u6b73\u304f\u3089\u3044\u307e\u3067\uff08\u5de6\u5074\u306e\u5e73\u3089\u306a\u90e8\u5206\uff09:<\/p>\r\n<p style=\"padding-left: 40px\">\u7dda\u306f\u305a\u3063\u3068\u4f4e\u3044\u4f4d\u7f6e\uff08\u30de\u30a4\u30ca\u30b9\u570f\uff09\u3067\u6a2a\u3070\u3044\u3067\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u610f\u5473:\u00a0\u300c50\u6b73\u4ee5\u4e0b\u3067\u3042\u308c\u3070\u3001\u5e74\u9f62\u306b\u3088\u308b\u518d\u5165\u9662\u30ea\u30b9\u30af\u306e\u4e0a\u6607\u306f\u7279\u306b\u306a\u3044\uff08\u3080\u3057\u308d\u30ea\u30b9\u30af\u306f\u4f4e\u3044\uff09\u300d\u3068\u5224\u65ad\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>60\u6b73\u301c80\u6b73\uff08\u6025\u6fc0\u306b\u4e0a\u304c\u308b\u90e8\u5206\uff09:<\/p>\r\n<p style=\"padding-left: 40px\">\u968e\u6bb5\u72b6\u306b\u30b0\u30b0\u30c3\u3068\u4e0a\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u610f\u5473:\u00a0\u300c60\u4ee3\u3092\u8d85\u3048\u308b\u3068\u3001\u5e74\u9f62\u304c\u4e0a\u304c\u308b\u306b\u3064\u308c\u3066\u518d\u5165\u9662\u30ea\u30b9\u30af\u304c\u6025\u6fc0\u306b\u9ad8\u307e\u308b\u300d\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>80\u6b73\u4ee5\u964d\uff08\u53f3\u7aef\uff09:<\/p>\r\n<p style=\"padding-left: 40px\">\u9ad8\u3044\u4f4d\u7f6e\u3067\u6b62\u307e\u3063\u3066\u3044\u307e\u3059\uff08\u6700\u5f8c\u5c11\u3057\u4e0b\u304c\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u3082\u898b\u3048\u307e\u3059\uff09\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u610f\u5473:\u00a0\u300c80\u4ee3\u4ee5\u4e0a\u306f\u9ad8\u30ea\u30b9\u30af\u5c64\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u5224\u5b9a\u3067\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><strong><span style=\"font-size: 14pt\">\u80cc\u666f\u306e\u300c\u7070\u8272\u306e\u68d2\u30b0\u30e9\u30d5\u300d\u306e\u91cd\u8981\u6027<\/span><\/strong><\/p>\r\n<p>\u7070\u8272\u306e\u68d2\u306f\u3001\u300c\u305d\u306e\u5e74\u9f62\u306e\u30c7\u30fc\u30bf\u304c\u5b9f\u969b\u306b\u3069\u308c\u304f\u3089\u3044\u3042\u3063\u305f\u304b\uff08\u5206\u5e03\uff09\u300d\u00a0\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>40\u6b73\u301c90\u6b73\u4ed8\u8fd1:\u00a0\u7070\u8272\u306e\u68d2\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u610f\u5473:\u00a0\u3053\u3053\u306e\u30c7\u30fc\u30bf\u306f\u305f\u304f\u3055\u3093\u3042\u308b\u306e\u3067\u3001\u9752\u3044\u7dda\u306e\u5f62\uff08\u30c8\u30ec\u30f3\u30c9\uff09\u306f\u4fe1\u983c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>0\u6b73\u301c20\u6b73\u4ed8\u8fd1:\u00a0\u7070\u8272\u306e\u68d2\u304c\u307b\u3068\u3093\u3069\u898b\u3048\u307e\u305b\u3093\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u610f\u5473:\u00a0\u82e5\u3044\u60a3\u8005\u306e\u30c7\u30fc\u30bf\u306f\u307b\u307c\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u6ce8\u610f\u70b9:\u00a0\u5de6\u5074\u306e\u9752\u3044\u7dda\u306f\u5e73\u3089\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3059\u304e\u308b\u305f\u3081\u3001\u300c\u3053\u306e\u90e8\u5206\u306e\u4e88\u6e2c\u50be\u5411\u306f\u3042\u307e\u308a\u4fe1\u7528\u3057\u306a\u3044\u307b\u3046\u304c\u3044\u3044\uff08\u305f\u307e\u305f\u307e\u3053\u3046\u306a\u3063\u3066\u3044\u308b\u3060\u3051\u304b\u3082\uff09\u300d\u00a0\u3068\u7591\u3046\u8996\u70b9\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><strong><span style=\"font-size: 14pt\">Feature Importance\uff08\u7279\u5fb4\u91cf\u91cd\u8981\u5ea6\uff09\u3068\u306e\u9055\u3044<\/span><\/strong><\/p>\r\n<p><strong>Feature Importance <\/strong>:\u00a0\u300c\u5e74\u9f62\u306f\u91cd\u8981\u3067\u3059\u304b\uff1f\u300d\u2192\u300c\u306f\u3044\u3001\u30c8\u30c3\u30d73\u306b\u5165\u308b\u304f\u3089\u3044\u91cd\u8981\u3067\u3059\uff01\u300d\uff08\u91cd\u8981\u5ea6\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\uff09<\/p>\r\n<p><strong>Partial Dependence<\/strong> : \u300c\u3058\u3083\u3042\u3001\u5e74\u9f62\u304c\u4e0a\u304c\u308b\u3068\u3069\u3046\u306a\u308b\u306e\uff1f\u300d\u2192\u300c60\u6b73\u3092\u8d85\u3048\u308b\u3068\u6025\u306b\u30ea\u30b9\u30af\u304c\u4e0a\u304c\u308a\u307e\u3059\uff01\u300d\uff08\u5177\u4f53\u7684\u306a\u5909\u5316\u306e\u4e2d\u8eab\uff09<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><strong><span style=\"font-size: 14pt\">\u307e\u3068\u3081<\/span><\/strong><\/p>\r\n<blockquote>\r\n<p>\u300c50\u4ee3\u307e\u3067\u306f\u5e74\u9f62\u306b\u3088\u308b\u30ea\u30b9\u30af\u5dee\u306f\u306a\u3044\u304c\u300160\u6b73\u3092\u8d85\u3048\u308b\u3068\u4e00\u6c17\u306b\u30ea\u30b9\u30af\u304c\u8df3\u306d\u4e0a\u304c\u308b\u305f\u3081\u300160\u6b73\u4ee5\u4e0a\u3092\u91cd\u70b9\u7684\u306a\u30d5\u30a9\u30ed\u30fc\u5bfe\u8c61\u3068\u3059\u3079\u304d\u3067\u3042\u308b\u300d<\/p>\r\n<\/blockquote>\r\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u5177\u4f53\u7684\u306a\u300c\u95be\u5024\uff08\u3057\u304d\u3044\u5024\uff09\u300d\u3092\u898b\u3064\u3051\u308b\u306e\u306b\u975e\u5e38\u306b\u5f79\u7acb\u3064\u30b0\u30e9\u30d5\u3067\u3059\u3002<\/p>\n\n<h2>Subpopuration analysis<\/h2>\n<p>\u300c<strong>Subpopuration analysis<\/strong>\uff08\u90e8\u5206\u6bcd\u96c6\u56e3\u5206\u6790\uff09\u300d\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u7570\u306a\u308b\u30b5\u30d6\u30b0\u30eb\u30fc\u30d7\u9593\u3067\u306e\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u6027\u5225\u306b\u57fa\u3065\u3044\u305f\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u5206\u6790\u306e\u7d50\u679c\u3001\u30e2\u30c7\u30eb\u306f\u6027\u5225\u3092\u554f\u308f\u305a\u6982\u306d\u540c\u69d8\u306e\u6319\u52d5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u7537\u6027\u306e\u60a3\u8005\u306b\u304a\u3044\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u308f\u305a\u304b\u306b\u4f4e\u4e0b\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u3053\u306e\u753b\u9762\u306e\u76ee\u7684\u306f\u3001<strong>\u300c\u30e2\u30c7\u30eb\u304c\u7279\u5b9a\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5bfe\u3057\u3066\u4e0d\u516c\u5e73\u306a\u4e88\u6e2c\u3092\u3057\u3066\u3044\u306a\u3044\u304b\uff08\u516c\u5e73\u6027\u30fb\u30d0\u30a4\u30a2\u30b9\uff09\u300d\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-6.png\" alt=\"\" width=\"1432\" height=\"562\" class=\"alignnone size-full wp-image-7650\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-6.png 1432w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-6-300x118.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-6-1024x402.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-6-768x301.png 768w\" sizes=\"(max-width: 1432px) 100vw, 1432px\" \/><\/p>\r\n<p><strong><span style=\"font-size: 14pt\">\u5404\u9805\u76ee\u306e\u610f\u5473<\/span><\/strong><\/p>\r\n<p>\u8868\u306e\u5de6\u304b\u3089\u9806\u306b\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<p><strong>Modality\uff08\u30b0\u30eb\u30fc\u30d7\uff09:<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u5206\u6790\u5bfe\u8c61\u306e\u30ab\u30c6\u30b4\u30ea\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u5168\u30c7\u30fc\u30bf\uff08100%\uff09\u3092\u00a0<code>Female<\/code>\uff0853%\uff09\u3068\u00a0<code>Male<\/code>\uff0847%\uff09\u306b\u5206\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><strong>Actually 1\uff08\u5b9f\u6e2c\u5024\u306e\u6b63\u89e3\u7387\uff09:<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u73fe\u5b9f\u306e\u30c7\u30fc\u30bf\u3067\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u304c\u300c1\uff08\uff1d\u518d\u5165\u9662\u3042\u308a\uff09\u300d\u3060\u3063\u305f\u5272\u5408\u3067\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u4f8b\uff1a\u5973\u6027\u306e<strong>47%<\/strong>\u3001\u7537\u6027\u306e45%\u304c\u5b9f\u969b\u306b\u518d\u5165\u9662\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\r\n<p><strong>Predicted 1\uff08\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7387\uff09:<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u30e2\u30c7\u30eb\u304c\u300c1\uff08\uff1d\u518d\u5165\u9662\u3059\u308b\uff09\u300d\u3068\u4e88\u6e2c\u3057\u305f\u5272\u5408\u3067\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u4f8b\uff1a\u5973\u6027\u306b\u5bfe\u3057\u3066\u306f<strong>73%<\/strong>\u3001\u7537\u6027\u306b\u5bfe\u3057\u3066\u306f71%\u306e\u78ba\u7387\u3067\u300c\u518d\u5165\u9662\u3059\u308b\u300d\u3068\u4e88\u6e2c\u3092\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\"><em>\u30dd\u30a4\u30f3\u30c8:<\/em>\u00a0\u5b9f\u6e2c\uff08Actually\uff09\u3088\u308a\u3082\u4e88\u6e2c\uff08Predicted\uff09\u304c\u5168\u4f53\u7684\u306b\u9ad8\u304f\u51fa\u3066\u304a\u308a\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306f\u300c\u5c11\u3057\u5fc3\u914d\u6027\uff08\u904e\u5270\u306b\u30ea\u30b9\u30af\u3042\u308a\u3068\u5224\u5b9a\u3057\u304c\u3061\uff09\u300d\u306a\u50be\u5411\u304c\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\r\n<p><strong>Metric\uff08\u6027\u80fd\u6307\u6a19: ROC AUC, Accuracy\u306a\u3069\uff09:<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u305d\u306e\u30b0\u30eb\u30fc\u30d7\u3060\u3051\u3092\u898b\u305f\u3068\u304d\u306e\u30e2\u30c7\u30eb\u306e\u6210\u7e3e\u8868\u3067\u3059\u3002\u3053\u3053\u304c<strong>\u6700\u3082\u91cd\u8981\u306a\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8<\/strong>\u3067\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><span style=\"font-size: 14pt\"><strong>\u3053\u306e\u7d50\u679c\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u3053\u3068\uff08\u5065\u5168\u6027\u306e\u5224\u65ad\uff09<\/strong><\/span><\/p>\r\n<p>\u3053\u306e\u753b\u9762\u3067\u898b\u308b\u3079\u304d\u306f\u3001<strong>\u300c\u7537\u6027\u3068\u5973\u6027\u3067\u30b9\u30b3\u30a2\u306b\u5927\u304d\u306a\u5dee\u304c\u306a\u3044\u304b\uff1f\u300d<\/strong>\u00a0\u3067\u3059\u3002<\/p>\r\n<p><strong>ROC AUC\uff08\u7cbe\u5ea6\uff09:<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">Female:\u00a0<strong>0.71<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">Male:\u00a0<strong>0.71<\/strong><\/p>\r\n<p style=\"padding-left: 40px\"><strong>\u5224\u5b9a:<\/strong>\u00a0\u5168\u304f\u540c\u3058\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u7537\u5973\u3069\u3061\u3089\u306b\u5bfe\u3057\u3066\u3082\u540c\u3058\u7cbe\u5ea6\u3067\u4e88\u6e2c\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><strong>Accuracy\uff08\u6b63\u89e3\u7387\uff09:<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">Female:\u00a0<strong>0.61<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">Male:\u00a0<strong>0.61<\/strong><\/p>\r\n<p style=\"padding-left: 40px\"><strong>\u5224\u5b9a:<\/strong>\u00a0\u3053\u308c\u3082\u540c\u3058\u3067\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><strong>\u7d50\u8ad6:<\/strong>\u00a0\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u6027\u5225\u306b\u3088\u3063\u3066\u4e88\u6e2c\u306e\u5f97\u610f\u30fb\u4e0d\u5f97\u610f\u304c\u306a\u304f\u3001<strong>\u300c\u516c\u5e73\uff08Fair\uff09\u306a\u30e2\u30c7\u30eb\u3067\u3042\u308b\u300d<\/strong>\u00a0\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n<h2>Individual explanations<\/h2>\n<p>\u30e2\u30c7\u30eb\u5168\u4f53\u306e\u5909\u6570\u306e\u91cd\u8981\u5ea6\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5168\u4f53\u7684\u306a\u6319\u52d5\u3092\u628a\u63e1\u3059\u308b\u4e0a\u3067\u6709\u7528\u306a\u6307\u6a19\u3068\u306a\u308a\u307e\u3059\u304c\u3001\u500b\u3005\u306e\u4e88\u6e2c\u7d50\u679c\u306b\u5bfe\u3059\u308b\u8a73\u7d30\u306a\u6d1e\u5bdf\u3092\u4e0e\u3048\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<strong>Dataiku\u3067\u306f\u3001\u500b\u5225\u306e\u4e88\u6e2c\u306b\u5bfe\u3059\u308b\u6839\u62e0\uff08Individual explanations\uff09\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/strong><\/p>\r\n<p><strong>\u5bfe\u8c61\u306f\u3001\u9ad8\u3044\u30b9\u30b3\u30a2\u3068\u4f4e\u3044\u30b9\u30b3\u30a2\u304c\u51fa\u305f\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u3067\u3059\u3002<\/strong><\/p>\r\n<p><strong>\u3053\u306e\u5206\u6790\u306e\u76ee\u7684\u306f\u3001\u300c\u6975\u7aef\u306a\u7d50\u679c\u306b\u306a\u3063\u305f\u539f\u56e0\uff08\u3069\u306e\u7279\u5fb4\u91cf\u306e\u5f71\u97ff\u304b\uff1f\uff09\u300d<\/strong>\u00a0\u3092\u500b\u5225\u306b\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-7.jpg\" alt=\"\" width=\"1414\" height=\"822\" class=\"alignnone size-full wp-image-7651\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-7.jpg 1414w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-7-300x174.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-7-1024x595.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/02\/image-7-768x446.jpg 768w\" sizes=\"(max-width: 1414px) 100vw, 1414px\" \/><\/p>\r\n<p><strong><span style=\"font-size: 14pt\">\u30b0\u30e9\u30d5\uff08\u5206\u5e03\u56f3\uff09\u306e\u898b\u65b9<\/span><\/strong><\/p>\r\n<p>\u4e2d\u592e\u306b\u3042\u308b\u7070\u8272\u306e\u5c71\u306e\u3088\u3046\u306a\u30b0\u30e9\u30d5\u306f\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u4e88\u6e2c\u78ba\u7387\u306e\u5206\u5e03\uff08Density Chart\uff09\u3067\u3059\u3002<\/p>\r\n<p><strong>\u6a2a\u8ef8 (Predicted probability):<\/strong>\u00a0\u30e2\u30c7\u30eb\u304c\u51fa\u3057\u305f\u4e88\u6e2c\u78ba\u7387\uff080%\u301c100%\uff09\u3002<\/p>\r\n<ul>\r\n\t<li><strong>\u5de6\u5074 (0.00):<\/strong>\u00a0\u300c\u7d76\u5bfe\u306b\u518d\u5165\u9662\u3057\u306a\u3044\uff080\uff09\u300d\u3068\u4e88\u6e2c\u3055\u308c\u305f\u4eba\u305f\u3061\u3002<\/li>\r\n\t<li><strong>\u53f3\u5074 (1.00):<\/strong>\u00a0\u300c\u7d76\u5bfe\u306b\u518d\u5165\u9662\u3059\u308b\uff081\uff09\u300d\u3068\u4e88\u6e2c\u3055\u308c\u305f\u4eba\u305f\u3061\u3002<\/li>\r\n<\/ul>\r\n<p><strong>\u7e26\u8ef8 (Probability density):<\/strong>\u00a0\u305d\u306e\u78ba\u7387\u306b\u8a72\u5f53\u3059\u308b\u30c7\u30fc\u30bf\u304c\u3069\u308c\u304f\u3089\u3044\u5bc6\u96c6\u3057\u3066\u3044\u308b\u304b\uff08\u4eba\u6570\u306e\u591a\u3055\uff09\u3002<\/p>\r\n<p><strong>\u5c71\u306e\u5f62:<\/strong>\u00a0\u771f\u3093\u4e2d\uff080.4\u301c0.5\u4ed8\u8fd1\uff09\u304c\u9ad8\u3044\u306e\u3067\u3001\u3069\u3061\u3089\u3068\u3082\u8a00\u3048\u306a\u3044\u8ff7\u3063\u3066\u3044\u308b\u30c7\u30fc\u30bf\u304c\u591a\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><strong><span style=\"font-size: 14pt\">\u8272\u4ed8\u304d\u306e\u30d0\u30fc\uff08\u9752\u3068\u30aa\u30ec\u30f3\u30b8\uff09\u306e\u610f\u5473<\/span><\/strong><\/p>\r\n<p>\u3053\u306e\u753b\u9762\u3067\u306f\u3001\u300c\u6975\u7aef\u306a\u4e88\u6e2c\u7d50\u679c\u304c\u51fa\u305f\u4eba\u305f\u3061\uff08\u5916\u308c\u5024\uff09\u300d\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u5206\u6790\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><strong>\u9752\u3044\u30a8\u30ea\u30a2 (Low probabilities):<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u4e88\u6e2c\u78ba\u7387\u304c\u975e\u5e38\u306b\u4f4e\u3044\uff080\u306b\u8fd1\u3044\uff09\u30b0\u30eb\u30fc\u30d7\u3002\u3064\u307e\u308a\u300c\u6700\u3082\u5b89\u5168\uff08\u518d\u5165\u9662\u306a\u3057\uff09\u300d\u3068\u5224\u5b9a\u3055\u308c\u305f\u4eba\u305f\u3061\u3067\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u30b9\u30e9\u30a4\u30c0\u30fc\u3067\u7bc4\u56f2\u3092\u8abf\u6574\u3067\u304d\u307e\u3059\uff08\u753b\u50cf\u3067\u306f\u4e0a\u4f4d11\u884c\u304c\u5bfe\u8c61\uff09\u3002<\/p>\r\n<p><strong>\u30aa\u30ec\u30f3\u30b8\u306e\u30a8\u30ea\u30a2 (High probabilities):<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u4e88\u6e2c\u78ba\u7387\u304c\u975e\u5e38\u306b\u9ad8\u3044\uff081\u306b\u8fd1\u3044\uff09\u30b0\u30eb\u30fc\u30d7\u3002\u3064\u307e\u308a\u300c\u6700\u3082\u5371\u967a\uff08\u518d\u5165\u9662\u3042\u308a\uff09\u300d\u3068\u5224\u5b9a\u3055\u308c\u305f\u4eba\u305f\u3061\u3067\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u3053\u3053\u3082\u30b9\u30e9\u30a4\u30c0\u30fc\u3067\u7bc4\u56f2\u3092\u8abf\u6574\u3067\u304d\u307e\u3059\uff08\u753b\u50cf\u3067\u306f\u4e0a\u4f4d11\u884c\u304c\u5bfe\u8c61\uff09\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><span style=\"font-size: 14pt\"><strong>\u3053\u306e\u753b\u9762\u3067\u3084\u308b\u3053\u3068\uff08\u5206\u6790\u306e\u6d41\u308c\uff09<\/strong><\/span><\/p>\r\n<p>\u3053\u306e\u753b\u9762\u306f\u307e\u3060\u300c\u7d50\u679c\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u3069\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u304b\u9078\u3076\u753b\u9762\u300d\u3067\u3059\u3002<\/p>\r\n<p><strong>\u7bc4\u56f2\u3092\u6c7a\u3081\u308b:<\/strong>\u00a0\u9752\u3068\u30aa\u30ec\u30f3\u30b8\u306e\u30b9\u30e9\u30a4\u30c0\u30fc\u3092\u52d5\u304b\u3057\u3066\u3001\u300c\u3069\u306e\u304f\u3089\u3044\u6975\u7aef\u306a\u4e88\u6e2c\u7d50\u679c\u306e\u4eba\u3092\u5206\u6790\u3057\u305f\u3044\u304b\u300d\u3092\u6c7a\u3081\u307e\u3059\u3002<\/p>\r\n<p><strong>\u8a08\u7b97\u65b9\u6cd5\u3092\u9078\u3076:<\/strong>\u00a0\u4e0a\u90e8\u306e\u00a0<code>Method: ICE \/ Shapley<\/code>\u00a0\u3067\u8a08\u7b97\u624b\u6cd5\u3092\u9078\u3073\u307e\u3059\uff08\u901a\u5e38\u306fICE\u3067OK\u3067\u3059\u304c\u3001\u3088\u308a\u53b3\u5bc6\u306b\u898b\u305f\u3051\u308c\u3070Shapley\u3092\u9078\u3073\u307e\u3059\uff09\u3002<\/p>\r\n<p><strong>\u5b9f\u884c\u3059\u308b:<\/strong>\u00a0\u53f3\u4e0a\u306e\u00a0<strong>\u300cCOMPUTE\uff08\u8a08\u7b97\uff09\u300d\u30dc\u30bf\u30f3<\/strong>\u00a0\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><span style=\"font-size: 14pt\"><strong>COMPUTE\u3092\u62bc\u3057\u305f\u5f8c\u306b\u4f55\u304c\u308f\u304b\u308b\u304b\uff1f<\/strong><\/span><\/p>\r\n<p>\u30dc\u30bf\u30f3\u3092\u62bc\u3059\u3068\u3001\u753b\u9762\u304c\u5207\u308a\u66ff\u308f\u308a\u3001\u9078\u3070\u308c\u305f\u30c7\u30fc\u30bf\uff08\u3053\u3053\u3067\u306f\u9752\u3068\u30aa\u30ec\u30f3\u30b8\u306e\u7d0422\u4eba\u5206\uff09\u306b\u3064\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u300c\u500b\u5225\u306e\u8a3a\u65ad\u66f8\u300d\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\r\n<blockquote>\r\n<p><strong>\u4f8b\uff1a\u3042\u308b\u300c\u30aa\u30ec\u30f3\u30b8\u67a0\uff08\u9ad8\u30ea\u30b9\u30af\uff09\u300d\u306e\u60a3\u8005A\u3055\u3093\u306e\u5834\u5408<\/strong><\/p>\r\n<p style=\"padding-left: 40px\">\u4e88\u6e2c\u78ba\u7387: 95%\uff08\u975e\u5e38\u306b\u9ad8\u3044\uff09<\/p>\r\n<p style=\"padding-left: 40px\"><strong>\u4e3b\u306a\u7406\u7531:<\/strong><\/p>\r\n<\/blockquote>\r\n<p style=\"padding-left: 120px\">\u5165\u9662\u56de\u6570\u304c\u300c5\u56de\u300d\u3060\u3063\u305f\u304b\u3089<\/p>\r\n<p style=\"padding-left: 120px\">\u5e74\u9f62\u304c\u300c80\u4ee3\u300d\u3060\u3063\u305f\u304b\u3089<\/p>\r\n<p style=\"padding-left: 120px\">\u7dca\u6025\u642c\u9001\u3060\u3063\u305f\u304b\u3089<\/p>\r\n<p>\u3053\u306e\u3088\u3046\u306b\u3001<strong>\u300c\u306a\u305c\u3053\u306e\u4eba\u306f95%\u3068\u3044\u3046\u9ad8\u3044\u30b9\u30b3\u30a2\u304c\u3064\u3044\u305f\u306e\u304b\uff1f\u300d<\/strong>\u00a0\u3092\u3001\u305d\u306e\u4eba\u306e\u7279\u5fb4\u91cf\uff08\u5909\u6570\uff09\u3054\u3068\u306e\u30d7\u30e9\u30b9\u30de\u30a4\u30ca\u30b9\u3067\u5206\u89e3\u3057\u3066\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<h2>\u307e\u3068\u3081<\/h2>\n<p 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