{"id":2563,"date":"2023-07-21T17:32:31","date_gmt":"2023-07-21T17:32:31","guid":{"rendered":"https:\/\/statorials.org\/cn\/sas%e4%b8%ad%e7%9a%84%e5%a4%9a%e5%85%83%e7%ba%bf%e6%80%a7%e5%9b%9e%e5%bd%92\/"},"modified":"2023-07-21T17:32:31","modified_gmt":"2023-07-21T17:32:31","slug":"sas%e4%b8%ad%e7%9a%84%e5%a4%9a%e5%85%83%e7%ba%bf%e6%80%a7%e5%9b%9e%e5%bd%92","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/sas%e4%b8%ad%e7%9a%84%e5%a4%9a%e5%85%83%e7%ba%bf%e6%80%a7%e5%9b%9e%e5%bd%92\/","title":{"rendered":"\u5982\u4f55\u5728 sas \u4e2d\u6267\u884c\u591a\u5143\u7ebf\u6027\u56de\u5f52"},"content":{"rendered":"

<\/p>\n

\n

\u591a\u5143\u7ebf\u6027\u56de\u5f52<\/a>\u662f\u4e00\u79cd\u6211\u4eec\u53ef\u4ee5\u7528\u6765\u7406\u89e3\u4e24\u4e2a\u6216\u591a\u4e2a\u9884\u6d4b\u53d8\u91cf\u4e0e\u54cd\u5e94\u53d8\u91cf<\/a>\u4e4b\u95f4\u5173\u7cfb\u7684\u65b9\u6cd5\u3002<\/span><\/p>\n

\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u591a\u5143\u7ebf\u6027\u56de\u5f52\u3002<\/span><\/p>\n

\u7b2c 1 \u6b65\uff1a\u521b\u5efa\u6570\u636e<\/strong><\/span><\/h3>\n

\u5047\u8bbe\u6211\u4eec\u60f3\u8981\u62df\u5408\u4e00\u4e2a\u591a\u5143\u7ebf\u6027\u56de\u5f52\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4f7f\u7528\u5b66\u4e60\u65f6\u95f4\u548c\u7ec3\u4e60\u8003\u8bd5\u6b21\u6570\u6765\u9884\u6d4b\u5b66\u751f\u7684\u671f\u672b\u8003\u8bd5\u6210\u7ee9\uff1a<\/span><\/p>\n

\u8003\u8bd5\u6210\u7ee9 = \u03b2 0<\/sub> + \u03b2 1<\/sub> \uff08\u5c0f\u65f6\uff09+ \u03b2 2<\/sub> \uff08\u9884\u5907\u8003\u8bd5\uff09<\/span><\/p>\n

\u9996\u5148\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u521b\u5efa\u4e00\u4e2a\u5305\u542b 20 \u540d\u5b66\u751f\u4fe1\u606f\u7684\u6570\u636e\u96c6\uff1a<\/span><\/p>\n

 \/*create dataset*\/\n<\/span>data<\/span> exam_data;\n    input<\/span> hours prep_exams score;\n    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;\nrun<\/span> ;\n<\/strong><\/pre>\n
\u7b2c 2 \u6b65\uff1a\u6267\u884c\u591a\u5143\u7ebf\u6027\u56de\u5f52<\/strong><\/span><\/h3>\n
\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4f7f\u7528proc reg<\/strong>\u5bf9\u6570\u636e\u62df\u5408\u591a\u5143\u7ebf\u6027\u56de\u5f52\u6a21\u578b\uff1a<\/span> <\/p>\n
 \/*fit multiple linear regression model*\/<\/span>\nproc reg<\/span> data<\/span> =exam_data;\n    model<\/span> score = hours prep_exams;\nrun<\/span> ;<\/strong> <\/pre>\n
\"\"<\/p>\n
\u4ee5\u4e0b\u662f\u5982\u4f55\u89e3\u91ca\u6bcf\u4e2a\u8868\u4e2d\u6700\u76f8\u5173\u7684\u6570\u5b57\uff1a<\/span><\/p>\n
\u5dee\u8ddd\u5206\u6790\u8868\uff1a<\/strong><\/span><\/p>\n
\u7531\u4e8e\u8be5 p \u503c\u5c0f\u4e8e 0.05\uff0c\u56e0\u6b64\u6211\u4eec\u5f97\u51fa\u7ed3\u8bba\uff0c\u56de\u5f52\u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u6574\u4f53\u5177\u6709\u7edf\u8ba1\u663e\u7740\u6027\u3002<\/span><\/p>\n
\u6a21\u578b\u62df\u5408\u8868\uff1a<\/strong><\/span><\/p>\n
 R \u65b9<\/strong>\u503c\u544a\u8bc9\u6211\u4eec\u8003\u8bd5\u6210\u7ee9\u7684\u53d8\u5316\u767e\u5206\u6bd4\uff0c\u53ef\u4ee5\u901a\u8fc7\u5b66\u4e60\u7684\u5c0f\u65f6\u6570\u548c\u53c2\u52a0\u7684\u51c6\u5907\u8003\u8bd5\u7684\u6b21\u6570\u6765\u89e3\u91ca\u3002<\/span><\/p>\n
\u4e00\u822c\u6765\u8bf4\uff0c\u56de\u5f52\u6a21\u578b\u7684R \u5e73\u65b9\u503c<\/a>\u8d8a\u5927\uff0c\u9884\u6d4b\u53d8\u91cf\u5bf9\u54cd\u5e94\u53d8\u91cf\u503c\u7684\u9884\u6d4b\u6548\u679c\u5c31\u8d8a\u597d\u3002<\/span><\/p>\n
\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c 73.4%<\/strong>\u7684\u8003\u8bd5\u6210\u7ee9\u5dee\u5f02\u53ef\u4ee5\u901a\u8fc7\u5b66\u4e60\u65f6\u6570\u548c\u53c2\u52a0\u9884\u79d1\u8003\u8bd5\u7684\u6b21\u6570\u6765\u89e3\u91ca\u3002<\/span><\/p>\n
\u4e86\u89e3Root MSE<\/strong>\u503c\u4e5f\u5f88\u6709\u7528\u3002\u8fd9\u8868\u793a\u89c2\u6d4b\u503c\u4e0e\u56de\u5f52\u7ebf\u4e4b\u95f4\u7684\u5e73\u5747\u8ddd\u79bb\u3002<\/span><\/p>\n
\u5728\u8fd9\u4e2a\u56de\u5f52\u6a21\u578b\u4e2d\uff0c\u89c2\u6d4b\u503c\u4e0e\u56de\u5f52\u7ebf\u5e73\u5747\u504f\u79bb5.3657<\/strong>\u4e2a\u5355\u4f4d\u3002<\/span><\/p>\n
\u53c2\u6570\u4f30\u8ba1\u8868\uff1a<\/strong><\/span><\/p>\n
\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u6b64\u8868\u4e2d\u7684\u53c2\u6570\u4f30\u8ba1\u503c\u6765\u5199\u51fa\u62df\u5408\u56de\u5f52\u65b9\u7a0b\uff1a<\/span><\/p>\n
\u8003\u8bd5\u6210\u7ee9 = 67.674 + 5.556*(\u5c0f\u65f6) \u2013 0.602*(prep_exams)<\/span><\/p>\n
\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u65b9\u7a0b\u6839\u636e\u5b66\u751f\u7684\u5b66\u4e60\u5c0f\u65f6\u6570\u548c\u53c2\u52a0\u7684\u7ec3\u4e60\u8003\u8bd5\u6b21\u6570\u6765\u627e\u5230\u5b66\u751f\u7684\u4f30\u8ba1\u8003\u8bd5\u6210\u7ee9\u3002<\/span><\/p>\n
\u4f8b\u5982\uff0c\u5b66\u4e60 3 \u5c0f\u65f6\u5e76\u53c2\u52a0 2 \u6b21\u9884\u5907\u8003\u8bd5\u7684\u5b66\u751f\u5e94\u83b7\u5f9783.1<\/strong>\u7684\u8003\u8bd5\u6210\u7ee9\uff1a<\/span><\/p>\n
\u9884\u8ba1\u8003\u8bd5\u6210\u7ee9 = 67.674 + 5.556*(3) \u2013 0.602*(2) = 83.1<\/strong><\/span><\/p>\n
\u5c0f\u65f6\u6570\u7684 p \u503c (<0.0001) \u5c0f\u4e8e 0.05\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4e0e\u8003\u8bd5\u7ed3\u679c\u5177\u6709\u7edf\u8ba1\u663e\u7740\u76f8\u5173\u6027\u3002<\/span><\/p>\n
\u7136\u800c\uff0c\u9884\u5907\u8003\u8bd5\u7684 p \u503c (0.5193) \u4e0d\u5c0f\u4e8e 0.05\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4e0e\u8003\u8bd5\u7ed3\u679c\u6ca1\u6709\u7edf\u8ba1\u4e0a\u663e\u7740\u7684\u5173\u8054\u3002<\/span><\/p>\n
\u6211\u4eec\u53ef\u80fd\u51b3\u5b9a\u4ece\u6a21\u578b\u4e2d\u5220\u9664\u9884\u5907\u8003\u8bd5\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u7edf\u8ba1\u4e0a\u4e0d\u663e\u7740\uff0c\u800c\u662f\u4f7f\u7528\u5b66\u4e60\u65f6\u95f4\u4f5c\u4e3a\u552f\u4e00\u7684\u9884\u6d4b\u53d8\u91cf\u6765\u6267\u884c\u7b80\u5355\u7684\u7ebf\u6027\u56de\u5f52<\/a>\u3002<\/span><\/p>\n
\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n
\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u5176\u4ed6\u5e38\u89c1\u4efb\u52a1\uff1a<\/span><\/p>\n
\u5982\u4f55\u5728SAS\u4e2d\u8ba1\u7b97\u76f8\u5173\u6027<\/a>
\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u7b80\u5355\u7ebf\u6027\u56de\u5f52<\/a>
\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u5355\u5411\u65b9\u5dee\u5206\u6790<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\u591a\u5143\u7ebf\u6027\u56de\u5f52\u662f\u4e00\u79cd\u6211\u4eec\u53ef\u4ee5\u7528\u6765\u7406\u89e3\u4e24\u4e2a\u6216\u591a\u4e2a\u9884\u6d4b\u53d8\u91cf\u4e0e\u54cd\u5e94\u53d8\u91cf\u4e4b\u95f4\u5173\u7cfb\u7684\u65b9\u6cd5\u3002 \u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u5728 SAS \u4e2d\u6267 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-2563","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"\n\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u591a\u5143\u7ebf\u6027\u56de\u5f52 - Stology<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u591a\u5143\u7ebf\u6027\u56de\u5f52\uff0c\u5305\u62ec\u4e00\u4e2a\u5b8c\u6574\u7684\u793a\u4f8b\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/cn\/sas\u4e2d\u7684\u591a\u5143\u7ebf\u6027\u56de\u5f52\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u591a\u5143\u7ebf\u6027\u56de\u5f52 - 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