{"id":4520,"date":"2023-07-10T10:06:26","date_gmt":"2023-07-10T10:06:26","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%82%a8%e3%82%a2%e3%83%ad%e3%83%83%e3%82%af%e5%86%85%e3%81%ae%e9%81%a0%e9%9a%94%e8%aa%bf%e7%90%86\/"},"modified":"2023-07-10T10:06:26","modified_gmt":"2023-07-10T10:06:26","slug":"%e3%82%a8%e3%82%a2%e3%83%ad%e3%83%83%e3%82%af%e5%86%85%e3%81%ae%e9%81%a0%e9%9a%94%e8%aa%bf%e7%90%86","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%82%a8%e3%82%a2%e3%83%ad%e3%83%83%e3%82%af%e5%86%85%e3%81%ae%e9%81%a0%e9%9a%94%e8%aa%bf%e7%90%86\/","title":{"rendered":"Sas \u3067\u8abf\u7406\u8ddd\u96e2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u30af\u30c3\u30af\u8ddd\u96e2\u306f\u3001<\/strong>\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u5f71\u97ff\u529b\u306e\u3042\u308b<a href=\"https:\/\/statorials.org\/ja\/\u7d71\u8a08\u306b\u304a\u3051\u308b\u89b3\u5bdf\/\" target=\"_blank\" rel=\"noopener\">\u89b3\u6e2c\u5024<\/a>\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30af\u30c3\u30af\u8ddd\u96e2\u306e\u516c\u5f0f\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<p style=\"text-align: left;\"> <span style=\"color: #000000;\"><strong>d <sub>i<\/sub><\/strong> = (ri <sub>2<\/sub> \/ p*MSE) * (h <sub>ii<\/sub> \/ (1- <sub>h ii<\/sub> <sup>)<\/sup> <sup>2<\/sup> )<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>r<\/strong> <sub><strong>i<\/strong><\/sub>\u306f i<sup>\u756a\u76ee\u306e<\/sup>\u5270\u4f59\u3067\u3059<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>p<\/strong>\u306f\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u4fc2\u6570\u306e\u6570\u3067\u3059\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>MSE \u306f<\/strong>\u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee\u3067\u3059<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>h<\/strong> <sub>ii<\/sub>\u306f<sup>i \u756a\u76ee\u306e<\/sup>\u30ec\u30d0\u30ec\u30c3\u30b8\u5024\u3067\u3059<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u57fa\u672c\u7684\u306b\u3001\u30af\u30c3\u30af\u8ddd\u96e2\u306f\u3001i<sup>\u756a\u76ee\u306e<\/sup>\u89b3\u6e2c\u5024\u304c\u524a\u9664\u3055\u308c\u305f\u3068\u304d\u306b\u30e2\u30c7\u30eb\u306e\u3059\u3079\u3066\u306e\u8fd1\u4f3c\u5024\u304c\u3069\u306e\u7a0b\u5ea6\u5909\u5316\u3059\u308b\u304b\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30af\u30c3\u30af\u8ddd\u96e2\u306e\u5024\u304c\u5927\u304d\u3044\u307b\u3069\u3001\u7279\u5b9a\u306e\u89b3\u6e2c\u5024\u306e\u5f71\u97ff\u529b\u306f\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u822c\u306b\u3001\u30af\u30c3\u30af\u8ddd\u96e2\u304c 4\/n ( <em>n<\/em> = \u5408\u8a08\u89b3\u6e2c\u5024) \u3088\u308a\u5927\u304d\u3044\u89b3\u6e2c\u5024\u306f\u3001\u5927\u304d\u306a\u5f71\u97ff\u529b\u3092\u6301\u3064\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001SAS \u306e\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u5404\u89b3\u6e2c\u5024\u306e\u30af\u30c3\u30af\u8ddd\u96e2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h2><strong>\u4f8b: SAS \u3067\u306e\u30b3\u30c3\u30af\u306e\u8ddd\u96e2\u306e\u8a08\u7b97<\/strong><\/h2>\n<p><span style=\"color: #000000;\">SAS \u306b\u6b21\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3042\u308b\u3068\u4eee\u5b9a\u3057\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> my_data;\n    <span style=\"color: #3366ff;\">input<\/span> xy;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n8 41\n12 42\n12 39\n13 37\n14 35\n16 39\n17 45\n22 46\n24 39\n26 49\n29 55\n30 57\n;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*view dataset*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data;\n<\/strong><\/span><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35346 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/cuisiniers1.png\" alt=\"\" width=\"120\" height=\"337\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>PROC REG<\/strong>\u3092\u4f7f\u7528\u3057\u3066<a href=\"https:\/\/statorials.org\/ja\/\u7dda\u5f62\u56de\u5e30-1\/\" target=\"_blank\" rel=\"noopener\">\u5358\u7d14\u306a\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3092<\/a>\u3053\u306e\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u306b\u8fd1\u4f3c\u3057\u3001\u6b21\u306b<strong>OUTPUT<\/strong>\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3068<strong>COOKD<\/strong>\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u5185\u306e\u5404\u89b3\u6e2c\u5024\u306e\u30af\u30c3\u30af\u8ddd\u96e2\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*fit simple linear regression model and calculate Cook's distance for each obs*\/\n<\/span><span style=\"color: #000000;\"><span style=\"color: #800080;\">proc reg<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data;\n    <span style=\"color: #3366ff;\">model<\/span> y=x;\n    <span style=\"color: #3366ff;\">output<\/span> out=cooksData <span style=\"color: #3366ff;\">cookd<\/span> =cookd;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*print Cook's distance values for each observation*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> =cooksData;\n<\/span><\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u6700\u7d42\u7684\u306a\u7d50\u679c\u30c6\u30fc\u30d6\u30eb\u306b\u306f\u3001\u5143\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u5404\u89b3\u6e2c\u5024\u306e\u30af\u30c3\u30af\u8ddd\u96e2\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35347 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/cuisiniers2.png\" alt=\"\" width=\"191\" height=\"343\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u6700\u521d\u306e\u89b3\u6e2c\u5024\u306e\u30af\u30c3\u30af\u8ddd\u96e2\u306f<strong>0.36813<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">2 \u756a\u76ee\u306e\u89b3\u6e2c\u5024\u306e\u30af\u30c3\u30af\u8ddd\u96e2\u306f<strong>0.06075<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">3 \u756a\u76ee\u306e\u89b3\u6e2c\u5024\u306e\u30af\u30c3\u30af\u8ddd\u96e2\u306f<strong>0.00052<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7b49\u3005\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>PROC REG<\/strong>\u30d7\u30ed\u30b7\u30fc\u30b8\u30e3\u306f\u3001\u51fa\u529b\u306b\u3044\u304f\u3064\u304b\u306e\u8a3a\u65ad\u30d7\u30ed\u30c3\u30c8\u3082\u751f\u6210\u3057\u307e\u3059\u3002\u6b21\u306e\u51fa\u529b\u306b\u306f\u30af\u30c3\u30af\u8ddd\u96e2\u30d7\u30ed\u30c3\u30c8\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-35348\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/cuisiniers3.png\" alt=\"SAS \u3067\u306e\u8abf\u7406\u8ddd\u96e2\" width=\"592\" height=\"564\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">X \u8ef8\u306f\u89b3\u6e2c\u5024\u306e\u756a\u53f7\u3092\u793a\u3057\u3001Y \u8ef8\u306f\u5404\u89b3\u6e2c\u5024\u306e\u30af\u30c3\u30af\u8ddd\u96e2\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30ab\u30c3\u30c8\u30aa\u30d5\u30e9\u30a4\u30f3\u304c 4\/n \u306b\u914d\u7f6e\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044 (\u3053\u306e\u5834\u5408\u3001n = 12\u3001\u3064\u307e\u308a\u30ab\u30c3\u30c8\u30aa\u30d5\u306f 0.33 \u3067\u3059)\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e 3 \u3064\u306e\u89b3\u6e2c\u5024\u304c\u3053\u306e\u30e9\u30a4\u30f3\u3088\u308a\u3082\u5927\u304d\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001\u3053\u308c\u3089\u306e\u89b3\u5bdf\u7d50\u679c\u304c\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u30e2\u30c7\u30eb\u306e\u7d50\u679c\u3092\u89e3\u91c8\u3059\u308b\u524d\u306b\u3055\u3089\u306b\u7dbf\u5bc6\u306b\u8abf\u67fb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h2>\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> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ja\/\u6b8b\u7559\u30af\u3099\u30e9\u30d5\u30a3\u30c3\u30af\u30a8\u30a2\u30ed\u30c3\u30af\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u6b8b\u5dee\u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30a8\u30a2\u30ed\u30c3\u30af\u306e\u30d2\u30b9\u30c8\u30af\u3099\u30e9\u30e0\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30a8\u30a2\u30ed\u30c3\u30af\u70b9\u7fa4\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u70b9\u7fa4\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u5916\u308c\u5024-1\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u5916\u308c\u5024\u3092\u7279\u5b9a\u3059\u308b\u65b9\u6cd5<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30af\u30c3\u30af\u8ddd\u96e2\u306f\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u5f71\u97ff\u529b\u306e\u3042\u308b\u89b3\u6e2c\u5024\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u30af\u30c3\u30af\u8ddd\u96e2\u306e\u516c\u5f0f\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002 d i = (ri 2 \/ p*MSE) * (h ii \/ (1- h ii ) 2 ) \u91d1\uff1a r i\u306f  [&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-4520","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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