{"id":2141,"date":"2023-07-23T12:47:14","date_gmt":"2023-07-23T12:47:14","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e9%9b%b6%e6%ae%8b%e5%b7%ae\/"},"modified":"2023-07-23T12:47:14","modified_gmt":"2023-07-23T12:47:14","slug":"%e9%9b%b6%e6%ae%8b%e5%b7%ae","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e9%9b%b6%e6%ae%8b%e5%b7%ae\/","title":{"rendered":"\u5982\u4f55\u89e3\u91ca\u96f6\u504f\u5dee\u548c\u6b8b\u4f59\u504f\u5dee\uff08\u9644\u793a\u4f8b\uff09"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u6bcf\u5f53\u60a8\u62df\u5408\u4e00\u822c\u7ebf\u6027\u6a21\u578b\uff08\u5982\u903b\u8f91\u56de\u5f52\u3001\u6cca\u677e\u56de\u5f52\u7b49\uff09\u65f6\uff0c\u5927\u591a\u6570\u7edf\u8ba1\u8f6f\u4ef6\u90fd\u4f1a\u751f\u6210\u6a21\u578b\u7684<strong>\u96f6\u504f\u5dee<\/strong>\u548c<strong>\u6b8b\u5dee\u504f\u5dee<\/strong>\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u96f6\u504f\u5dee<\/strong>\u544a\u8bc9\u6211\u4eec\u53ea\u6709\u539f\u59cb\u9879\u7684\u6a21\u578b\u53ef\u4ee5\u9884\u6d4b\u54cd\u5e94\u53d8\u91cf\u7684\u6548\u679c\u5982\u4f55\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6b8b\u5dee\u504f\u5dee<\/strong>\u544a\u8bc9\u6211\u4eec\u5177\u6709<em>p<\/em>\u4e2a\u9884\u6d4b\u53d8\u91cf\u7684\u6a21\u578b\u5bf9\u54cd\u5e94\u53d8\u91cf\u7684\u9884\u6d4b\u6548\u679c\u5982\u4f55\u3002\u503c\u8d8a\u4f4e\uff0c\u6a21\u578b\u9884\u6d4b\u54cd\u5e94\u53d8\u91cf\u503c\u7684\u80fd\u529b\u5c31\u8d8a\u597d\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u786e\u5b9a\u6a21\u578b\u662f\u5426\u201c\u6709\u7528\u201d\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba1\u7b97\u5361\u65b9\u7edf\u8ba1\u91cf\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>X <sup>2<\/sup><\/strong> = \u96f6\u504f\u5dee \u2013 \u6b8b\u4f59\u504f\u5dee<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5177\u6709<em>p \u4e2a<\/em>\u81ea\u7531\u5ea6\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7136\u540e\u6211\u4eec\u53ef\u4ee5\u627e\u5230\u4e0e\u8be5\u5361\u65b9\u7edf\u8ba1\u91cf\u76f8\u5173\u7684 p \u503c\u3002\u4e0e\u4ec5\u5305\u542b\u539f\u59cb\u9879\u7684\u6a21\u578b\u76f8\u6bd4\uff0cp \u503c\u8d8a\u4f4e\uff0c\u6a21\u578b\u5c31\u8d8a\u80fd\u62df\u5408\u6570\u636e\u96c6\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u793a\u4f8b\u6f14\u793a\u5982\u4f55\u89e3\u91ca R \u4e2d\u903b\u8f91\u56de\u5f52\u6a21\u578b\u7684\u96f6\u504f\u5dee\u548c\u6b8b\u5dee\u504f\u5dee\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1a\u96f6\u504f\u5dee\u548c\u6b8b\u4f59\u504f\u5dee\u7684\u89e3\u91ca<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5bf9\u4e8e\u6b64\u793a\u4f8b\uff0c\u6211\u4eec\u5c06\u4f7f\u7528 ISLR \u5305\u4e2d\u7684<strong>\u9ed8\u8ba4<\/strong>\u6570\u636e\u96c6\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u6765\u52a0\u8f7d\u5e76\u663e\u793a\u6570\u636e\u96c6\u7684\u6458\u8981\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load dataset<\/span>\ndata &lt;- ISLR::Default\n\n<span style=\"color: #008080;\">#view summary of dataset\n<\/span>summary(data)\n\n default student balance income     \n No:9667 No:7056 Min. : 0.0 Min. : 772  \n Yes: 333 Yes:2944 1st Qu.: 481.7 1st Qu.:21340  \n                       Median: 823.6 Median: 34553  \n                       Mean: 835.4 Mean: 33517  \n                       3rd Qu.:1166.3 3rd Qu.:43808  \n                       Max. :2654.3 Max. :73554 \n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u8be5\u6570\u636e\u96c6\u5305\u542b 10,000 \u4eba\u7684\u4ee5\u4e0b\u4fe1\u606f\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u8fdd\u7ea6\uff1a<\/strong>\u8868\u660e\u4e2a\u4eba\u662f\u5426\u8fdd\u7ea6\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u5b66\u751f\uff1a<\/strong>\u8868\u660e\u4e2a\u4eba\u662f\u5426\u662f\u5b66\u751f\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u4f59\u989d\uff1a<\/strong>\u4e2a\u4eba\u6301\u6709\u7684\u5e73\u5747\u4f59\u989d\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u6536\u5165\uff1a<\/strong>\u4e2a\u4eba\u7684\u6536\u5165\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u5c06\u4f7f\u7528\u5b66\u751f\u8eab\u4efd\u3001\u94f6\u884c\u4f59\u989d\u548c\u6536\u5165\u6765\u6784\u5efa<a href=\"https:\/\/statorials.org\/cn\/\u903b\u8f91\u56de\u5f521\/\" target=\"_blank\" rel=\"noopener\">\u903b\u8f91\u56de\u5f52\u6a21\u578b<\/a>\uff0c\u9884\u6d4b\u7ed9\u5b9a\u4e2a\u4eba\u8fdd\u7ea6\u7684\u6982\u7387\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit logistic regression model\n<\/span>model &lt;- glm(default~balance+student+income, family=\" <span style=\"color: #ff0000;\">binomial<\/span> \", data=data)\n\n<span style=\"color: #008080;\">#view model summary\n<\/span>summary(model)\n\nCall:\nglm(formula = default ~ balance + student + income, family = \"binomial\", \n    data = data)\n\nDeviance Residuals: \n    Min 1Q Median 3Q Max  \n-2.4691 -0.1418 -0.0557 -0.0203 3.7383  \n\nCoefficients:\n              Estimate Std. Error z value Pr(&gt;|z|)    \n(Intercept) -1.087e+01 4.923e-01 -22.080 &lt; 2e-16 ***\nbalance 5.737e-03 2.319e-04 24.738 &lt; 2e-16 ***\nstudentYes -6.468e-01 2.363e-01 -2.738 0.00619 ** \nincome 3.033e-06 8.203e-06 0.370 0.71152    \n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\n(Dispersion parameter for binomial family taken to be 1)\n\n    Null deviance: 2920.6 on 9999 degrees of freedom\nResidual deviance: 1571.5 on 9996 degrees of freedom\nAIC: 1579.5\n\nNumber of Fisher Scoring iterations: 8\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u5728\u8f93\u51fa\u4e2d\u89c2\u5bdf\u5230\u4ee5\u4e0b\u96f6\u504f\u5dee\u548c\u6b8b\u5dee\u503c\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u96f6\u504f\u5dee<\/strong>\uff1a2920.6\uff0cdf = 9999<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u5269\u4f59\u504f\u5dee<\/strong>\uff1a1571.5\uff0cdf = 9996<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u503c\u6765\u8ba1\u7b97\u6a21\u578b\u7684 X <sup>2<\/sup>\u7edf\u8ba1\u91cf\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">X <sup>2<\/sup> = \u96f6\u504f\u5dee \u2013 \u6b8b\u4f59\u504f\u5dee<\/span><\/li>\n<li><span style=\"color: #000000;\"><sup>X2<\/sup> = 2910.6 \u2013 1579.0<\/span><\/li>\n<li> <span style=\"color: #000000;\"><sup>X2<\/sup> = 1331.6<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u9884\u6d4b\u53d8\u91cf\u6709<em>p<\/em> = 3 \u4e2a\u81ea\u7531\u5ea6\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<a href=\"https:\/\/statorials.org\/cn\/\u5361\u65b9-p-\u503c\u8ba1\u7b97\u5668\/\" target=\"_blank\" rel=\"noopener\">\u5361\u65b9\u5230 P \u503c\u8ba1\u7b97\u5668<\/a>\u53d1\u73b0\u5177\u6709 3 \u4e2a\u81ea\u7531\u5ea6\u7684 X <sup>2<\/sup>\u503c 1331.6 \u7684 p \u503c\u4e3a 0.000000\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7531\u4e8e\u8be5 p \u503c\u8fdc\u5c0f\u4e8e 0.05\uff0c\u56e0\u6b64\u6211\u4eec\u53ef\u4ee5\u5f97\u51fa\u7ed3\u8bba\uff0c\u8be5\u6a21\u578b\u5bf9\u4e8e\u9884\u6d4b\u7ed9\u5b9a\u4e2a\u4eba\u8fdd\u7ea6\u7684\u6982\u7387\u975e\u5e38\u6709\u7528\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 R \u548c Python \u4e2d\u5b9e\u9645\u6267\u884c\u903b\u8f91\u56de\u5f52\uff1a<\/span><\/p>\n<p>\u5982\u4f55\u5728 R \u4e2d\u6267\u884c\u903b\u8f91\u56de\u5f52<br \/><a href=\"https:\/\/statorials.org\/cn\/\u903b\u8f91\u56de\u5f52-python\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c\u903b\u8f91\u56de\u5f52<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6bcf\u5f53\u60a8\u62df\u5408\u4e00\u822c\u7ebf\u6027\u6a21\u578b\uff08\u5982\u903b\u8f91\u56de\u5f52\u3001\u6cca\u677e\u56de\u5f52\u7b49\uff09\u65f6\uff0c\u5927\u591a\u6570\u7edf\u8ba1\u8f6f\u4ef6\u90fd\u4f1a\u751f\u6210\u6a21\u578b\u7684\u96f6\u504f\u5dee\u548c\u6b8b\u5dee\u504f\u5dee\u503c\u3002 \u96f6\u504f\u5dee\u544a [&hellip;]<\/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-2141","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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