{"id":2560,"date":"2023-07-21T17:32:31","date_gmt":"2023-07-21T17:32:31","guid":{"rendered":"https:\/\/statorials.org\/ja\/sas-%e3%81%a6%e3%82%99%e3%81%ae%e9%87%8d%e5%9b%9e%e5%b8%b0\/"},"modified":"2023-07-21T17:32:31","modified_gmt":"2023-07-21T17:32:31","slug":"sas-%e3%81%a6%e3%82%99%e3%81%ae%e9%87%8d%e5%9b%9e%e5%b8%b0","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/sas-%e3%81%a6%e3%82%99%e3%81%ae%e9%87%8d%e5%9b%9e%e5%b8%b0\/","title":{"rendered":"Sas \u3067\u91cd\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ja\/\u91cd\u7dda\u5f62\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">\u91cd\u7dda\u5f62\u56de\u5e30\u306f\u3001<\/a> 2 \u3064\u4ee5\u4e0a\u306e\u4e88\u6e2c\u5909\u6570\u3068<a href=\"https:\/\/statorials.org\/ja\/\u5909\u6570\u306e\u8aac\u660e\u5fdc\u7b54\/\" target=\"_blank\" rel=\"noopener\">\u5fdc\u7b54\u5909\u6570<\/a>\u306e\u9593\u306e\u95a2\u4fc2\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001SAS \u3067\u591a\u91cd\u7dda\u5f62\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 1: \u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5b66\u751f\u306e\u6700\u7d42\u8a66\u9a13\u306e\u6210\u7e3e\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u3001\u5b66\u7fd2\u306b\u8cbb\u3084\u3057\u305f\u6642\u9593\u6570\u3068\u53d7\u9a13\u3057\u305f\u6a21\u64ec\u8a66\u9a13\u306e\u6570\u3092\u4f7f\u7528\u3059\u308b\u91cd\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u5f53\u3066\u306f\u3081\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8a66\u9a13\u306e\u30b9\u30b3\u30a2 = \u03b2 <sub>0<\/sub> + \u03b2 <sub>1<\/sub> (\u6642\u9593) + \u03b2 <sub>2<\/sub> (\u4e88\u5099\u8a66\u9a13)<\/span><\/p>\n<p><span style=\"color: #000000;\">\u307e\u305a\u3001\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u300120 \u4eba\u306e\u751f\u5f92\u306e\u60c5\u5831\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> exam_data;\n    <span style=\"color: #3366ff;\">input<\/span> hours prep_exams score;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n1 1 76\n2 3 78\n2 3 85\n4 5 88\n2 2 72\n1 2 69\n5 1 94\n4 1 94\n2 0 88\n4 3 92\n4 4 90\n3 3 75\n6 2 96\n5 4 90\n3 4 82\n4 4 85\n6 5 99\n2 1 83\n1 0 62\n2 1 76\n;\n<span style=\"color: #800080;\">run<\/span> ;\n<\/strong><\/pre>\n<h3><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 2: \u91cd\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001 <strong>proc reg \u3092<\/strong>\u4f7f\u7528\u3057\u3066\u91cd\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u30c7\u30fc\u30bf\u306b\u9069\u5408\u3055\u305b\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*fit multiple linear regression model*\/<\/span>\n<span style=\"color: #800080;\">proc reg<\/span> <span style=\"color: #3366ff;\">data<\/span> =exam_data;\n    <span style=\"color: #3366ff;\">model<\/span> score = hours prep_exams;\n<span style=\"color: #800080;\">run<\/span> ;<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-22759 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/multsas1.jpg\" alt=\"\" width=\"445\" height=\"559\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u5404\u8868\u3067\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u6570\u5024\u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30ae\u30e3\u30c3\u30d7\u5206\u6790\u30c6\u30fc\u30d6\u30eb:<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u5168\u4f53\u7684\u306a<a href=\"https:\/\/statorials.org\/ja\/\u56de\u5e30\u306b\u304a\u3051\u308b\u5168\u4f53\u7684\u306a\u6709\u610f\u6027\u306e-f-\u691c\u5b9a\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u7c21\u5358\u306a\u30ab\u3099\u30a4\u30c8\u3099\/\" target=\"_blank\" rel=\"noopener\">F \u5024<\/a>\u306f<b>23.46<\/b>\u3067\u3001\u5bfe\u5fdc\u3059\u308b p \u5024\u306f<strong>&lt;0.0001<\/strong>\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e p \u5024\u306f 0.05 \u672a\u6e80\u3067\u3042\u308b\u305f\u3081\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u5168\u4f53\u304c\u7d71\u8a08\u7684\u306b\u6709\u610f\u3067\u3042\u308b\u3068\u7d50\u8ad6\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30e2\u30c7\u30eb\u9069\u5408\u8868:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>R \u4e8c\u4e57<\/strong>\u5024\u306f\u3001\u52c9\u5f37\u6642\u9593\u6570\u3068\u53d7\u3051\u305f\u4e88\u5099\u8a66\u9a13\u306e\u6570\u306b\u3088\u3063\u3066\u8aac\u660e\u3067\u304d\u308b\u8a66\u9a13\u5f97\u70b9\u306e\u5909\u52d5\u306e\u30d1\u30fc\u30bb\u30f3\u30c6\u30fc\u30b8\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u822c\u306b\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306e<a href=\"https:\/\/statorials.org\/ja\/\u826f\u597d\u306ar\u4e8c\u4e57\u5024\/\" target=\"_blank\" rel=\"noopener\">R \u4e8c\u4e57\u5024<\/a>\u304c\u5927\u304d\u3044\u307b\u3069\u3001\u4e88\u6e2c\u5909\u6570\u306f\u5fdc\u7b54\u5909\u6570\u306e\u5024\u3092\u3088\u308a\u9069\u5207\u306b\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u5834\u5408\u3001\u8a66\u9a13\u5f97\u70b9\u306e\u5909\u52d5\u306e<strong>73.4%<\/strong>\u306f\u3001\u52c9\u5f37\u6642\u9593\u6570\u3068\u53d7\u9a13\u3057\u305f\u4e88\u5099\u8a66\u9a13\u306e\u6570\u306b\u3088\u3063\u3066\u8aac\u660e\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30eb\u30fc\u30c8 MSE<\/strong>\u5024\u3082\u77e5\u3063\u3066\u304a\u304f\u3068\u5f79\u306b\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u89b3\u6e2c\u5024\u3068\u56de\u5e30\u76f4\u7dda\u306e\u9593\u306e\u5e73\u5747\u8ddd\u96e2\u3092\u8868\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u306f\u3001\u89b3\u6e2c\u5024\u306f\u56de\u5e30\u76f4\u7dda\u304b\u3089\u5e73\u5747\u3057\u3066<strong>5.3657<\/strong>\u5358\u4f4d\u9038\u8131\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30d1\u30e9\u30e1\u30fc\u30bf\u63a8\u5b9a\u5024\u306e\u8868:<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u8868\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u63a8\u5b9a\u5024\u3092\u4f7f\u7528\u3057\u3066\u3001\u8fd1\u4f3c\u56de\u5e30\u5f0f\u3092\u66f8\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8a66\u9a13\u30b9\u30b3\u30a2 = 67.674 + 5.556*(\u6642\u9593) \u2013 0.602*(prep_exams)<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u3001\u5b66\u7fd2\u6642\u9593\u6570\u3068\u53d7\u9a13\u3057\u305f\u6a21\u64ec\u8a66\u9a13\u306e\u6570\u306b\u57fa\u3065\u3044\u3066\u3001\u751f\u5f92\u306e\u63a8\u5b9a\u8a66\u9a13\u30b9\u30b3\u30a2\u3092\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u30013 \u6642\u9593\u52c9\u5f37\u3057\u3066 2 \u3064\u306e\u4e88\u5099\u8a66\u9a13\u3092\u53d7\u3051\u305f\u5b66\u751f\u306f\u3001\u8a66\u9a13\u30b9\u30b3\u30a2<strong>83.1<\/strong>\u3092\u53d6\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8a66\u9a13\u306e\u63a8\u5b9a\u30b9\u30b3\u30a2 = 67.674 + 5.556*(3) \u2013 0.602*(2) = <strong>83.1<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u6642\u9593\u306e p \u5024 (&lt;0.0001) \u306f 0.05 \u672a\u6e80\u3067\u3042\u308a\u3001\u691c\u67fb\u7d50\u679c\u3068\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u95a2\u9023\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3060\u3057\u3001\u4e88\u5099\u8a66\u9a13\u306e p \u5024 (0.5193) \u306f 0.05 \u672a\u6e80\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001\u8a66\u9a13\u7d50\u679c\u3068\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u95a2\u9023\u6027\u304c\u306a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e88\u5099\u8a66\u9a13\u306f\u7d71\u8a08\u7684\u306b\u6709\u610f\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u30e2\u30c7\u30eb\u304b\u3089\u524a\u9664\u3057\u3001\u4ee3\u308f\u308a\u306b\u8abf\u67fb\u6642\u9593\u3092\u552f\u4e00\u306e\u4e88\u6e2c\u5909\u6570\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066<a href=\"https:\/\/statorials.org\/ja\/sas-\u3066\u3099\u306e\u5358\u7d14\u306a\u7dda\u5f62\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">\u5358\u7d14\u306a\u7dda\u5f62\u56de\u5e30<\/a>\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3092\u6c7a\u5b9a\u3059\u308b\u5834\u5408\u304c\u3042\u308a\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\u3001SAS \u3067\u4ed6\u306e\u4e00\u822c\u7684\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ja\/\u30a8\u30a2\u30ed\u30c3\u30af\u306e\u76f8\u95a2\u95a2\u4fc2\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u76f8\u95a2\u95a2\u4fc2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/sas-\u3066\u3099\u306e\u5358\u7d14\u306a\u7dda\u5f62\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u5358\u7d14\u306a\u7dda\u5f62\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u4e00\u65b9\u5411\u5206\u6563\u5206\u6790-1\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u4e00\u5143\u914d\u7f6e\u5206\u6563\u5206\u6790\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u91cd\u7dda\u5f62\u56de\u5e30\u306f\u3001 2 \u3064\u4ee5\u4e0a\u306e\u4e88\u6e2c\u5909\u6570\u3068\u5fdc\u7b54\u5909\u6570\u306e\u9593\u306e\u95a2\u4fc2\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u65b9\u6cd5\u3067\u3059\u3002 \u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001SAS \u3067\u591a\u91cd\u7dda\u5f62\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002 \u30b9\u30c6\u30c3\u30d7 1: \u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b \u5b66\u751f\u306e\u6700\u7d42 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