{"id":2115,"date":"2023-07-23T15:05:59","date_gmt":"2023-07-23T15:05:59","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%83%aa%e3%83%83%e3%82%b7%e3%82%99%e3%81%aa%e3%81%91%e3%82%99%e3%81%aa%e3%82%8f%e5%9b%9e%e5%b8%b0%e3%82%92%e3%81%84%e3%81%a4%e4%bd%bf%e7%94%a8%e3%81%99%e3%82%8b%e3%81%8b\/"},"modified":"2023-07-23T15:05:59","modified_gmt":"2023-07-23T15:05:59","slug":"%e3%83%aa%e3%83%83%e3%82%b7%e3%82%99%e3%81%aa%e3%81%91%e3%82%99%e3%81%aa%e3%82%8f%e5%9b%9e%e5%b8%b0%e3%82%92%e3%81%84%e3%81%a4%e4%bd%bf%e7%94%a8%e3%81%99%e3%82%8b%e3%81%8b","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%83%aa%e3%83%83%e3%82%b7%e3%82%99%e3%81%aa%e3%81%91%e3%82%99%e3%81%aa%e3%82%8f%e5%9b%9e%e5%b8%b0%e3%82%92%e3%81%84%e3%81%a4%e4%bd%bf%e7%94%a8%e3%81%99%e3%82%8b%e3%81%8b\/","title":{"rendered":"\u30ea\u30c3\u30b8\uff06\u306a\u3052\u306a\u308f\u56de\u5e30\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u901a\u5e38\u306e<a href=\"https:\/\/statorials.org\/ja\/\u91cd\u7dda\u5f62\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">\u91cd\u7dda\u5f62\u56de\u5e30<\/a>\u3067\u306f\u3001<\/span> <span style=\"color: #000000;\"><em>p \u500b<\/em>\u306e\u4e88\u6e2c\u5b50\u5909\u6570\u306e\u30bb\u30c3\u30c8\u3068\u5fdc\u7b54\u5909\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u6b21\u306e\u5f62\u5f0f\u306e\u30e2\u30c7\u30eb\u3092\u8fd1\u4f3c\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Y = \u03b2 <sub>0<\/sub> + \u03b2 <sub>1<\/sub> X <sub>1<\/sub> <sub>+<\/sub> \u03b2 <sub>2<\/sub> X <sub>2<\/sub> + \u2026 + \u03b2 <sub>p<\/sub><\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u03b2 <sub>0<\/sub> \u3001\u03b2 <sub>1<\/sub> \u3001B <sub>2<\/sub> \u3001\u2026\u3001\u03b2 <sub>p<\/sub>\u306e\u5024\u306f\u3001\u6b8b\u5dee\u306e\u4e8c\u4e57\u548c (RSS) \u3092\u6700\u5c0f\u5316\u3059\u308b\u6700\u5c0f\u4e8c\u4e57\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u9078\u629e\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>RSS = \u03a3(y <sub>i<\/sub> \u2013 \u0177 <sub>i<\/sub> ) <sup>2<\/sup><\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3<\/strong> \uff1a\u300c\u548c\u300d\u3092\u610f\u5473\u3059\u308b\u8a18\u53f7<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>y <sub>i<\/sub><\/strong> : <sup>i \u756a\u76ee\u306e<\/sup>\u89b3\u6e2c\u5024\u306e\u5b9f\u969b\u306e\u5fdc\u7b54\u5024<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0177 <sub>i<\/sub><\/strong> : i<sup>\u756a\u76ee<\/sup>\u306e\u89b3\u6e2c\u5024\u306e\u4e88\u6e2c\u5fdc\u7b54\u5024<\/span><\/li>\n<\/ul>\n<h3><strong><span style=\"color: #000000;\">\u56de\u5e30\u306b\u304a\u3051\u308b\u591a\u91cd\u5171\u7dda\u6027\u306e\u554f\u984c<\/span><\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u5b9f\u969b\u306e\u91cd\u7dda\u5f62\u56de\u5e30\u3067\u3088\u304f\u767a\u751f\u3059\u308b\u554f\u984c\u306f\u3001 <a href=\"https:\/\/statorials.org\/ja\/\u591a\u91cd\u5171\u7dda\u6027\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u591a\u91cd\u5171\u7dda\u6027<\/a>\u3067\u3059\u3002\u3053\u308c\u306f\u30012 \u3064\u4ee5\u4e0a\u306e\u4e88\u6e2c\u5909\u6570\u304c\u76f8\u4e92\u306b\u9ad8\u5ea6\u306b\u76f8\u95a2\u3057\u3066\u304a\u308a\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u5185\u3067\u56fa\u6709\u306e\u60c5\u5831\u3084\u72ec\u7acb\u3057\u305f\u60c5\u5831\u304c\u63d0\u4f9b\u3055\u308c\u306a\u3044\u5834\u5408\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u4fc2\u6570\u63a8\u5b9a\u306e\u4fe1\u983c\u6027\u304c\u4f4e\u304f\u306a\u308a\u3001\u5927\u304d\u306a\u5206\u6563\u304c\u793a\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u304c\u3053\u308c\u307e\u3067\u306b\u898b\u305f\u3053\u3068\u306e\u306a\u3044\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u7528\u3055\u308c\u308b\u3068\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u591a\u91cd\u5171\u7dda\u6027\u306e\u56de\u907f: Ridge &amp; Lasso \u56de\u5e30<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u3053\u306e\u591a\u91cd\u5171\u7dda\u6027\u306e\u554f\u984c\u3092\u56de\u907f\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b 2 \u3064\u306e\u65b9\u6cd5\u306f\u3001<strong>\u30ea\u30c3\u30b8\u56de\u5e30<\/strong>\u3068<strong>\u30e9\u30c3\u30bd\u56de\u5e30<\/strong>\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30ea\u30c3\u30b8\u56de\u5e30\u3067<\/strong>\u306f\u3001\u4ee5\u4e0b\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3088\u3046\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>RSS + \u03bb\u03a3\u03b2 <sub>j<\/sub> <sup>2<\/sup><\/strong><\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><strong>\u30e9\u30c3\u30bd\u56de\u5e30\u3067<\/strong>\u306f\u3001\u4ee5\u4e0b\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3088\u3046\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>RSS + \u03bb\u03a3|\u03b2 <sub>j<\/sub> |<\/strong><\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4e21\u65b9\u306e\u65b9\u7a0b\u5f0f\u306b\u304a\u3044\u3066\u3001\u7b2c 2 \u9805\u306f<em>\u64a4\u9000\u30da\u30ca\u30eb\u30c6\u30a3<\/em>\u3068\u547c\u3070\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u03bb = 0 \u306e\u5834\u5408\u3001\u3053\u306e\u30da\u30ca\u30eb\u30c6\u30a3\u9805\u306f\u52b9\u679c\u304c\u306a\u304f\u3001\u30ea\u30c3\u30b8\u56de\u5e30\u3068\u30e9\u30c3\u30bd\u56de\u5e30\u306f\u6700\u5c0f\u4e8c\u4e57\u6cd5\u3068\u540c\u3058\u4fc2\u6570\u63a8\u5b9a\u5024\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3060\u3057\u3001\u03bb \u304c\u7121\u9650\u5927\u306b\u8fd1\u3065\u304f\u306b\u3064\u308c\u3066\u3001\u53ce\u7e2e\u30da\u30ca\u30eb\u30c6\u30a3\u306e\u5f71\u97ff\u304c\u5927\u304d\u304f\u306a\u308a\u3001\u30e2\u30c7\u30eb\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3067\u304d\u306a\u3044\u4e88\u6e2c\u5909\u6570\u306f\u30bc\u30ed\u306b\u5411\u304b\u3063\u3066\u6e1b\u5c11\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30e9\u30c3\u30bd\u56de\u5e30\u3067\u306f\u3001\u03bb \u304c\u5341\u5206\u306b\u5927\u304d\u304f\u306a\u308b\u3068\u3001\u4e00\u90e8\u306e\u4fc2\u6570\u304c<em>\u5b8c\u5168\u306b\u30bc\u30ed<\/em>\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u30ea\u30c3\u30b8\uff06\u306a\u3052\u306a\u308f\u56de\u5e30\u306e\u9577\u6240\u3068\u77ed\u6240<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6700\u5c0f\u4e8c\u4e57\u56de\u5e30\u306b\u5bfe\u3059\u308b\u30ea\u30c3\u30b8\u56de\u5e30\u3068\u30e9\u30c3\u30bd\u56de\u5e30\u306e<strong>\u5229\u70b9<\/strong>\u306f\u3001 <a href=\"https:\/\/statorials.org\/ja\/\u30cf\u3099\u30a4\u30a2\u30b9\u5206\u6563\u306e\u59a5\u5354\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30d0\u30a4\u30a2\u30b9\u3068\u5206\u6563\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5<\/a>\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee (MSE) \u306f\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u30e1\u30c8\u30ea\u30af\u30b9\u3067\u3042\u308a\u3001\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u308b\u3053\u3068\u3092\u601d\u3044\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">MSE = Var( <em class=\"ph i\">f\u0302(<\/em> x <sub>0<\/sub> )) + [\u30d0\u30a4\u30a2\u30b9( <em class=\"ph i\">f\u0302(<\/em> x <sub>0<\/sub> ))] <sup>2<\/sup> + Var(\u03b5)<\/span><\/p>\n<p> <span style=\"color: #000000;\">MSE = \u5206\u6563 + \u30d0\u30a4\u30a2\u30b9<sup>2<\/sup> + \u65e2\u7d04\u8aa4\u5dee<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30ea\u30c3\u30b8\u56de\u5e30\u3068\u30e9\u30c3\u30bd\u56de\u5e30\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u306f\u3001\u5c0f\u3055\u306a\u30d0\u30a4\u30a2\u30b9\u3092\u5c0e\u5165\u3057\u3066\u5206\u6563\u3092\u5927\u5e45\u306b\u4f4e\u6e1b\u3057\u3001\u5168\u4f53\u7684\u306a MSE \u3092\u4e0b\u3052\u308b\u3053\u3068\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u3092\u8aac\u660e\u3059\u308b\u305f\u3081\u306b\u3001\u6b21\u306e\u30b0\u30e9\u30d5\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11851 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/crete1.png\" alt=\"\u30ea\u30c3\u30b8\u56de\u5e30\u306e\u30d0\u30a4\u30a2\u30b9\u3068\u5206\u6563\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\" width=\"468\" height=\"341\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u03bb \u304c\u5897\u52a0\u3059\u308b\u3068\u3001\u30d0\u30a4\u30a2\u30b9\u304c\u308f\u305a\u304b\u306b\u5897\u52a0\u3059\u308b\u3060\u3051\u3067\u5206\u6563\u304c\u5927\u5e45\u306b\u6e1b\u5c11\u3059\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305f\u3060\u3057\u3001\u3042\u308b\u70b9\u3092\u8d85\u3048\u308b\u3068\u3001\u5206\u6563\u306e\u6e1b\u5c11\u901f\u5ea6\u304c\u920d\u304f\u306a\u308a\u3001\u4fc2\u6570\u306e\u6e1b\u5c11\u306b\u3088\u308a\u4fc2\u6570\u304c\u5927\u5e45\u306b\u904e\u5c0f\u8a55\u4fa1\u3055\u308c\u3001\u30d0\u30a4\u30a2\u30b9\u304c\u6025\u6fc0\u306b\u5897\u52a0\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30b0\u30e9\u30d5\u304b\u3089\u3001\u30d0\u30a4\u30a2\u30b9\u3068\u5206\u6563\u306e\u9593\u306e\u6700\u9069\u306a\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u751f\u307f\u51fa\u3059 \u03bb \u306e\u5024\u3092\u9078\u629e\u3059\u308b\u3068\u3001\u30c6\u30b9\u30c8\u306e MSE \u304c\u6700\u3082\u4f4e\u304f\u306a\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u03bb = 0 \u306e\u5834\u5408\u3001\u30e9\u30c3\u30bd\u56de\u5e30\u306e\u30da\u30ca\u30eb\u30c6\u30a3\u9805\u306f\u52b9\u679c\u304c\u306a\u3044\u305f\u3081\u3001\u6700\u5c0f\u4e8c\u4e57\u6cd5\u3068\u540c\u3058\u4fc2\u6570\u63a8\u5b9a\u5024\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/span><span style=\"color: #000000;\">\u305f\u3060\u3057\u3001\u03bb \u3092\u7279\u5b9a\u306e\u70b9\u307e\u3067\u5897\u3084\u3059\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u30c6\u30b9\u30c8\u5168\u4f53\u306e MSE \u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11874 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lasso1.png\" alt=\"\u30e9\u30c3\u30bd\u56de\u5e30\u306e\u30d0\u30a4\u30a2\u30b9\u3068\u5206\u6563\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\" width=\"490\" height=\"357\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001\u30ea\u30c3\u30b8\u56de\u5e30\u3068\u306a\u3052\u306a\u308f\u56de\u5e30\u306b\u3088\u308b\u30e2\u30c7\u30eb \u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u306e\u65b9\u304c\u3001\u6700\u5c0f\u4e8c\u4e57\u56de\u5e30\u306b\u3088\u308b\u30e2\u30c7\u30eb \u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3088\u308a\u3082\u5c0f\u3055\u306a\u30c6\u30b9\u30c8 \u30a8\u30e9\u30fc\u304c\u751f\u6210\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ridge \u304a\u3088\u3073 Lasso \u56de\u5e30\u306e<strong>\u6b20\u70b9<\/strong>\u306f\u3001\u6700\u7d42\u30e2\u30c7\u30eb\u306e\u4fc2\u6570\u304c\u30bc\u30ed\u306b\u5411\u304b\u3063\u3066\u7e2e\u5c0f\u3059\u308b\u305f\u3081\u3001\u305d\u306e\u4fc2\u6570\u3092\u89e3\u91c8\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u308b\u3053\u3068\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3057\u305f\u304c\u3063\u3066\u3001\u30ea\u30c3\u30b8\u56de\u5e30\u3068\u30e9\u30c3\u30bd\u56de\u5e30\u306f\u3001\u63a8\u8ad6\u3067\u306f\u306a\u304f\u4e88\u6e2c\u80fd\u529b\u3092\u6700\u9069\u5316\u3057\u305f\u3044\u5834\u5408\u306b\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u30ea\u30c3\u30b8 vs.\u30e9\u30c3\u30bd\u56de\u5e30: \u305d\u308c\u305e\u308c\u3092\u3044\u3064\u4f7f\u7528\u3059\u308b\u304b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u30e9\u30c3\u30bd\u56de\u5e30\u3068\u30ea\u30c3\u30b8\u56de\u5e30\u306f\u3001\u4e21\u65b9\u3068\u3082\u6b8b\u5dee\u4e8c\u4e57\u548c (RSS) \u3068\u7279\u5b9a\u306e\u30da\u30ca\u30eb\u30c6\u30a3\u9805\u3092\u6700\u5c0f\u5316\u3057\u3088\u3046\u3068\u3059\u308b\u305f\u3081\u3001<em>\u6b63\u5247\u5316\u624b\u6cd5<\/em>\u3068\u3057\u3066\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8a00\u3044\u63db\u3048\u308c\u3070\u3001\u30e2\u30c7\u30eb\u4fc2\u6570\u306e\u63a8\u5b9a\u5024\u3092\u5236\u7d04\u307e\u305f\u306f<em>\u6b63\u898f\u5316\u3057\u307e\u3059<\/em>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306b\u3088\u308a\u3001\u5f53\u7136\u306e\u3053\u3068\u306a\u304c\u3089<strong>\u3001\u30ea\u30c3\u30b8\u56de\u5e30\u3068\u306a\u3052\u306a\u308f\u56de\u5e30\u306e\u3069\u3061\u3089\u304c\u512a\u308c\u3066\u3044\u308b\u306e\u304b\u3068\u3044\u3046\u7591\u554f\u304c\u751f\u3058\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u5c11\u6570\u306e\u4e88\u6e2c\u5b50\u5909\u6570\u306e\u307f\u304c\u91cd\u8981\u3067\u3042\u308b\u5834\u5408\u3001<strong>\u30e9\u30c3\u30bd\u56de\u5e30\u306f<\/strong>\u91cd\u8981\u3067\u306a\u3044\u5909\u6570\u3092\u5b8c\u5168\u306b\u30bc\u30ed\u306b\u3057\u3066\u30e2\u30c7\u30eb\u304b\u3089\u524a\u9664\u3067\u304d\u308b\u305f\u3081\u3001\u3088\u308a\u9069\u5207\u306b\u6a5f\u80fd\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3060\u3057\u3001\u591a\u304f\u306e\u4e88\u6e2c\u5b50\u5909\u6570\u304c\u30e2\u30c7\u30eb\u5185\u3067\u91cd\u8981\u3067\u3042\u308a\u3001\u305d\u308c\u3089\u306e\u4fc2\u6570\u304c\u307b\u307c\u7b49\u3057\u3044\u5834\u5408\u306f\u3001\u3059\u3079\u3066\u306e\u4e88\u6e2c\u5b50\u3092\u30e2\u30c7\u30eb\u5185\u306b\u4fdd\u6301\u3059\u308b\u305f\u3081\u3001<strong>\u30ea\u30c3\u30b8\u56de\u5e30\u304c<\/strong>\u3088\u308a\u9069\u5207\u306b\u6a5f\u80fd\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e88\u6e2c\u3092\u884c\u3046\u306e\u306b\u6700\u9069\u306a\u30e2\u30c7\u30eb\u3092\u6c7a\u5b9a\u3059\u308b\u306b\u306f\u3001\u901a\u5e38\u3001<a href=\"https:\/\/statorials.org\/ja\/k-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\/\" target=\"_blank\" rel=\"noopener noreferrer\">k \u5206\u5272\u76f8\u4e92\u691c\u8a3c\u3092<\/a>\u5b9f\u884c\u3057\u3001\u6700\u5c0f\u306e\u691c\u5b9a\u4e8c\u4e57\u5e73\u5747\u5e73\u65b9\u6839\u8aa4\u5dee\u3092\u751f\u6210\u3059\u308b\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u30ea\u30c3\u30b8\u56de\u5e30\u3068\u30e9\u30c3\u30bd\u56de\u5e30\u306e\u6982\u8981\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/statorials.org\/ja\/\u5c3e\u6839\u306e\u5f8c\u9000\/\" target=\"_blank\" rel=\"noopener\">\u30ea\u30c3\u30b8\u56de\u5e30\u306e\u6982\u8981<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/ja\/\u306a\u3051\u3099\u306a\u308f\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">\u30e9\u30c3\u30bd\u56de\u5e30\u306e\u6982\u8981<\/a><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3068 Python \u3067\u4e21\u65b9\u306e\u30bf\u30a4\u30d7\u306e\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <a href=\"https:\/\/statorials.org\/ja\/r-\u3066\u3099\u306e\u5c71\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u306e\u30ea\u30c3\u30b8\u56de\u5e30<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/ja\/python\u306e\u30af\u30ec\u30b9\u30c8\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u306e\u30ea\u30c3\u30b8\u56de\u5e30<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/ja\/r-\u3066\u3099\u306e\u306a\u3051\u3099\u306a\u308f\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u306e\u306a\u3052\u306a\u308f\u56de\u5e30<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/ja\/python\u3066\u3099\u306e\u306a\u3051\u3099\u306a\u308f\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u306e\u306a\u3052\u306a\u308f\u56de\u5e30<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u901a\u5e38\u306e\u91cd\u7dda\u5f62\u56de\u5e30\u3067\u306f\u3001 p \u500b\u306e\u4e88\u6e2c\u5b50\u5909\u6570\u306e\u30bb\u30c3\u30c8\u3068\u5fdc\u7b54\u5909\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u6b21\u306e\u5f62\u5f0f\u306e\u30e2\u30c7\u30eb\u3092\u8fd1\u4f3c\u3057\u307e\u3059\u3002 Y = \u03b2 0 + \u03b2 1 X 1 + \u03b2 2 X 2 + \u2026 + \u03b2 p \u03b2 0 \u3001\u03b2 1 \u3001B 2 \u3001\u2026\u3001\u03b2 p [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-2115","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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content=\"\u30ea\u30c3\u30b8\u56de\u5e30\u3068\u306a\u3052\u306a\u308f\u56de\u5e30\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408 - \u7d71\u8a08\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u30ea\u30c3\u30b8\u56de\u5e30\u3068\u306a\u3052\u306a\u308f\u56de\u5e30\u3092\u3044\u3064\u4f7f\u7528\u3059\u308b\u304b\u3092\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ja\/\u30ea\u30c3\u30b7\u3099\u306a\u3051\u3099\u306a\u308f\u56de\u5e30\u3092\u3044\u3064\u4f7f\u7528\u3059\u308b\u304b\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-23T15:05:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/crete1.png\" \/>\n<meta name=\"author\" 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