{"id":746,"date":"2022-09-28T09:46:24","date_gmt":"2022-09-28T01:46:24","guid":{"rendered":"https:\/\/cabit.top\/?p=746"},"modified":"2022-09-28T09:46:24","modified_gmt":"2022-09-28T01:46:24","slug":"ibm-spss-statistics29%ef%bc%9a%e6%96%b0%e5%a2%9e%e5%85%ad%e5%a4%a7%e5%8a%9f%e8%83%bd%e5%8f%8a%e5%a4%9a%e9%a1%b9%e6%94%b9%e8%bf%9b","status":"publish","type":"post","link":"https:\/\/cabit.top\/?p=746","title":{"rendered":"IBM SPSS\u00a0Statistics29\uff1a\u65b0\u589e\u516d\u5927\u529f\u80fd\u53ca\u591a\u9879\u6539\u8fdb"},"content":{"rendered":"\n<p>2022\u5e749\u6708\u4e2d\u65ec\uff0cIBM\u6b63\u5f0f\u5ba3\u5e03\u63a8\u51faSPSS Statistics\u8f6f\u4ef6\u5168\u65b0\u768429\u7248\uff0c\u5305\u62ec\u65b0\u7684\u751f\u5b58\u6a21\u578b\u7a0b\u5e8f\uff08survival model procedure\uff09\u3001\u65b0\u7684\u5f00\u6e90\u6269\u5c55\u7a0b\u5e8f\u3001UI\u754c\u9762\u3001\u641c\u7d22\u53ca\u5de5\u4f5c\u8584\u6539\u8fdb\u7b49\u3002<\/p>\n\n\n\n<p><strong>\u65b0\u529f\u80fd\u4e00\uff1a<\/strong><\/p>\n\n\n\n<p>\u7ebf\u6027OLS\u7684\u66ff\u4ee3\u6a21\u578b\uff1a\u5f39\u6027\u7f51\u7edc<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"665\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-1024x665.png\" alt=\"\" class=\"wp-image-747\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-1024x665.png 1024w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-300x195.png 300w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-768x499.png 768w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image.png 1256w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Linear OLS Alternatives: Elastic Net<\/figcaption><\/figure>\n\n\n\n<p>\u5168\u65b0\u7ebf\u6027\u5f39\u6027\u7f51\u7edc\u6269\u5c55\u7a0b\u5e8f\u53ef\u751f\u6210\u4f30\u7b97\u56e0\u53d8\u91cf\u5bf9\u4e00\u4e2a\u6216\u591a\u4e2a\u81ea\u53d8\u91cf\u7684\u6b63\u5219\u5316\u7ebf\u6027\u56de\u5f52\u6a21\u578b\uff0c\u6b63\u5219\u5316\u7ed3\u5408\u4e86L1\uff08Lasso\uff09\u548cL2 (Ridge)\u7684\u7f5a\u51fd\u6570\uff08penalties\uff09\u3002<\/p>\n\n\n\n<p>\u8be5\u6269\u5c55\u5305\u62ec\u53ef\u9009\u7684\u6a21\u5f0f\uff0c\u4ee5\u663e\u793a\u5728\u7ed9\u5b9a\u7684L1\u6bd4\u7387\u4e0b\uff0c\u4e0d\u540c\u03b1\u503c\u7684\u8ddf\u8e2a\u56fe\uff0c \u5e76\u5728\u4ea4\u53c9\u9a8c\u8bc1\u7684\u57fa\u7840\u4e0a\u9009\u62e9L1\u6bd4\u7387\u548c\u03b1\u8d85\u53c2\u6570\u503c\u3002<\/p>\n\n\n\n<p>\u5f53\u5355\u4e00\u6a21\u578b\u88ab\u62df\u5408\u6216\u4ea4\u53c9\u9a8c\u8bc1\u88ab\u7528\u6765\u9009\u62e9\u4fee\u6b63\u7387\u548c\/\u6216\u03b1\uff0c\u5206\u533a\u7684\u4fdd\u7559\u6570\u636e\u53ef\u88ab\u7528\u6765\u4f30\u8ba1\u6837\u672c\u5916\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u65b0\u529f\u80fd\u4e8c\uff1a<\/strong><\/p>\n\n\n\n<p>\u7ebf\u6027OLS\u7684\u66ff\u4ee3\u6a21\u578b\uff1a\u5957\u7d22<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"685\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-1-1024x685.png\" alt=\"\" class=\"wp-image-748\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-1-1024x685.png 1024w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-1-300x201.png 300w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-1-768x514.png 768w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-1.png 1250w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Linear OLS Alternatives: Lasso<\/figcaption><\/figure>\n\n\n\n<p>\u5168\u65b0\u7ebf\u6027\u5957\u7d22\u6269\u5c55\u53ef\u5bf9\u4e00\u4e2a\u6216\u591a\u4e2a\u81ea\u53d8\u91cf\u7684\u56e0\u53d8\u91cf\u8fdb\u884cL1\u635f\u5931\u6b63\u5219\u5316\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u4f30\u7b97\uff0c\u5e76\u5305\u62ec\u663e\u793a\u8ddf\u8e2a\u56fe\u548c\u6839\u636e\u4ea4\u53c9\u9a8c\u8bc1\u9009\u62e9\u03b1\u8d85\u53c2\u6570\u503c\u7684\u53ef\u9009\u6a21\u5f0f\u3002\u5982\u4e0a\u56fe\u6240\u793a\u56fe\u8868\u4ee3\u8868\u4e86\u7a0b\u5e8f\u7684\u8f93\u51fa\u793a\u4f8b\u3002<\/p>\n\n\n\n<p>\u5f53\u5355\u4e00\u6a21\u578b\u88ab\u62df\u5408\u6216\u4ea4\u53c9\u9a8c\u8bc1\u88ab\u7528\u6765\u9009\u62e9\u03b1\u65f6\uff0c\u5206\u533a\u7684\u4fdd\u7559\u6570\u636e\u53ef\u88ab\u7528\u6765\u4f30\u8ba1\u6837\u672c\u5916\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u65b0\u529f\u80fd\u4e09\uff1a<\/strong><\/p>\n\n\n\n<p>\u7ebf\u6027OLS\u7684\u66ff\u4ee3\u6a21\u578b\uff1a\u810a\u7ebf<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"660\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-2-1024x660.png\" alt=\"\" class=\"wp-image-749\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-2-1024x660.png 1024w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-2-300x193.png 300w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-2-768x495.png 768w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-2.png 1266w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Linear\u00a0OLS\u00a0Alternatives:\u00a0Ridge<\/figcaption><\/figure>\n\n\n\n<p>\u5168\u65b0\u7ebf\u6027\u810a\u7ebf\u6269\u5c55\u7a0b\u5e8f\u5bf9\u4e00\u4e2a\u6216\u591a\u4e2a\u81ea\u53d8\u91cf\u7684\u56e0\u53d8\u91cf\u8fdb\u884cL2\u6216\u5e73\u65b9\u635f\u5931\u6b63\u5219\u5316\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u4f30\u7b97\uff0c\u540c\u6837\u5305\u62ec\u663e\u793a\u8ddf\u8e2a\u56fe\u548c\u57fa\u4e8e\u4ea4\u53c9\u9a8c\u8bc1\u9009\u62e9\u03b1\u8d85\u53c2\u6570\u503c\u7684\u53ef\u9009\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p>\u5f53\u5355\u4e00\u6a21\u578b\u88ab\u62df\u5408\u6216\u4ea4\u53c9\u9a8c\u8bc1\u88ab\u7528\u6765\u9009\u62e9\u03b1\u65f6\uff0c\u5206\u533a\u7684\u4fdd\u7559\u6570\u636e\u53ef\u88ab\u7528\u6765\u4f30\u8ba1\u6837\u672c\u5916\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u65b0\u529f\u80fd\u56db\uff1a<\/strong><\/p>\n\n\n\n<p>\u53c2\u6570\u5316\u7684\u52a0\u901f\u5931\u6548\u65f6\u95f4\uff08AFT\uff09\u6a21\u578b<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"853\" height=\"503\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-3.png\" alt=\"\" class=\"wp-image-750\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-3.png 853w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-3-300x177.png 300w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-3-768x453.png 768w\" sizes=\"auto, (max-width: 853px) 100vw, 853px\" \/><figcaption>Parametric Accelerated Failure Time (AFT) Models<\/figcaption><\/figure>\n\n\n\n<p>\u65b0\u7a0b\u5e8f\u8c03\u7528\u4e86\u53c2\u6570\u5316\u751f\u5b58\u6a21\u578b\u7a0b\u5e8f\u4e0e\u975e\u590d\u73b0\u6027\u751f\u547d\u65f6\u95f4\u6570\u636e\u3002\u53c2\u6570\u5316\u751f\u5b58\u6a21\u578b\u5047\u5b9a\u751f\u5b58\u65f6\u95f4\u9075\u5faa\u4e00\u4e2a\u5df2\u77e5\u5206\u5e03\uff0c\u800c\u8fd9\u79cd\u5206\u6790\u9002\u5408\u52a0\u901f\u5931\u6548\u65f6\u95f4\u6a21\u578b\uff0c\u5176\u6a21\u578b\u6548\u5e94\u4e0e\u751f\u5b58\u65f6\u95f4\u6210\u6b63\u6bd4\u3002<\/p>\n\n\n\n<p><strong>\u65b0\u529f\u80fd\u4e94\uff1a<\/strong><\/p>\n\n\n\n<p>\u5047\u6027R\u00b2 \u91cf<\/p>\n\n\n\n<p>Pseudo-R\u00b2 Measures<\/p>\n\n\n\n<p>\u5047\u6027R\u00b2 \u91cf\u548c\u7c7b\u5185\u76f8\u5173\u7cfb\u6570\u73b0\u5728\u5305\u62ec\u5728\u7ebf\u6027\u6df7\u5408\u6a21\u578b\u548c\u5e7f\u4e49\u7ebf\u6027\u6df7\u5408\u6a21\u578b\u7684\u8f93\u51fa\u4e2d\uff08\u5728\u9002\u5f53\u65f6\uff09\u3002\u51b3\u5b9a\u7cfb\u6570R2\u662f\u4e00\u4e2a\u5e38\u89c1\u7684\u7edf\u8ba1\u6570\u5b57\uff0c\u56e0\u4e3a\u5b83\u4ee3\u8868\u4e86\u4e00\u4e2a\u7ebf\u6027\u6a21\u578b\u6240\u89e3\u91ca\u7684\u65b9\u5dee\u6bd4\u4f8b\u3002<\/p>\n\n\n\n<p>\u7c7b\u5185\u76f8\u5173\u7cfb\u6570\uff08ICC\uff09\u662f\u4e00\u4e2a\u76f8\u5173\u7684\u7edf\u8ba1\u6570\u5b57\uff0c\u5b83\u91cf\u5316\u4e86\u591a\u5c42\u6b21\/\u5206\u5c42\u6570\u636e\u4e2d\u7531\u5206\u7ec4\uff08\u968f\u673a\uff09\u56e0\u7d20\u89e3\u91ca\u7684\u65b9\u5dee\u6bd4\u4f8b\u3002<\/p>\n\n\n\n<p><strong>\u65b0\u529f\u80fd\u516d\uff1a<\/strong><\/p>\n\n\n\n<p>\u5c0f\u63d0\u7434\u56fe Violin\u00a0Plots<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"449\" height=\"240\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-4.png\" alt=\"\" class=\"wp-image-751\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-4.png 449w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-4-300x160.png 300w\" sizes=\"auto, (max-width: 449px) 100vw, 449px\" \/><\/figure>\n\n\n\n<p>\u56fe\u5f62\u677f\u6a21\u677f\u9009\u62e9\u5668\u73b0\u5728\u5305\u62ec\u4e00\u4e2a\u5168\u65b0\u7684\u5c0f\u63d0\u7434\u56fe\u4f9b\u9009\u62e9\uff0c\u76d2\u5f0f\u56fe\u548c\u6838\u5fc3\u5bc6\u5ea6\u56fe\u7684\u6df7\u5408\u6838\u5fc3\u5bc6\u5ea6\u56fe\u3002\u5c0f\u63d0\u7434\u56fe\u663e\u793a\u4e86\u7edf\u8ba1\u6570\u636e\u4e2d\u7684\u5cf0\u503c\uff0c\u9002\u7528\u4e8e\u53ef\u89c6\u5316\u6570\u5b57\u6570\u636e\u7684\u5206\u5e03\u60c5\u51b5\u3002<\/p>\n\n\n\n<p>\u4ee5\u5f80\u7684\u76d2\u5f0f\u56fe\u53ea\u80fd\u663e\u793a\u6c47\u603b\u7684\u7edf\u8ba1\u6570\u636e\uff0c\u800c\u5c0f\u63d0\u7434\u56fe\u5219\u63cf\u8ff0\u4e86\u6c47\u603b\u7edf\u8ba1\u6570\u636e\u548c\u6bcf\u4e2a\u53d8\u91cf\u7684\u5bc6\u5ea6\u60c5\u51b5\u3002<\/p>\n\n\n\n<p>\u6539\u8fdb\u7684\u529f\u80fd\u90e8\u5206\uff1a<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u5de5\u4f5c\u8584\u7684\u6539\u8fdb<\/strong><\/p>\n\n\n\n<p>\u65b0\u589e\u4e862\u4e2a\u5de5\u4f5c\u8584\u5de5\u5177\u6761\u9879\u76ee\uff1a \u201c\u663e\u793a\/\u9690\u85cf\u6240\u6709\u8bed\u6cd5\u7a97\u53e3\uff08Show\/Hide all syntax windows\uff09\u201d\u548c\u201c\u6e05\u9664\u6240\u6709\u8f93\u51fa\uff08Clear all output\uff09\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"92\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-5.png\" alt=\"\" class=\"wp-image-752\"\/><\/figure>\n\n\n\n<p>\u7a0b\u5e8f\u72b6\u6001\u680f\u589e\u52a0\u65b0\u7684\u6309\u94ae\uff0c\u7528\u4e8e\u5728\u7ecf\u5178\uff08\u8f93\u51fa\u548c\u8bed\u6cd5\uff09\u548c\u5de5\u4f5c\u7c3f\u6a21\u5f0f\u4e4b\u95f4\u5207\u6362\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"320\" height=\"240\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-6.png\" alt=\"\" class=\"wp-image-753\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-6.png 320w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-6-300x225.png 300w\" sizes=\"auto, (max-width: 320px) 100vw, 320px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"784\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-7-1024x784.png\" alt=\"\" class=\"wp-image-754\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-7-1024x784.png 1024w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-7-300x230.png 300w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-7-768x588.png 768w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-7.png 1410w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u4e8c\u3001\u641c\u7d22\u529f\u80fd\u7684\u6539\u8fdb<\/strong><\/p>\n\n\n\n<p>\u641c\u7d22\u529f\u80fd\u73b0\u5728\u63d0\u4f9b\u5728\u5de5\u5177\u680f\u5b57\u6bb5\u4e2d\u76f4\u63a5\u8f93\u5165\u672f\u8bed\uff0c\u6216\u5728\u4e0b\u62c9\u7a97\u683c\u4e2d\u67e5\u770b\u7ed3\u679c\u7684\u9009\u9879\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"320\" height=\"209\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-8.png\" alt=\"\" class=\"wp-image-755\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-8.png 320w, https:\/\/cabit.top\/wp-content\/uploads\/2022\/09\/image-8-300x196.png 300w\" sizes=\"auto, (max-width: 320px) 100vw, 320px\" 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