{"id":2898,"date":"2023-07-20T04:57:58","date_gmt":"2023-07-20T04:57:58","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e5%8f%8c%e6%a0%87%e5%9b%be\/"},"modified":"2023-07-20T04:57:58","modified_gmt":"2023-07-20T04:57:58","slug":"%e5%8f%8c%e6%a0%87%e5%9b%be","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e5%8f%8c%e6%a0%87%e5%9b%be\/","title":{"rendered":"\u5982\u4f55\u5728 r \u4e2d\u521b\u5efa\u53cc\u56fe\u6765\u53ef\u89c6\u5316 pca \u7ed3\u679c"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u4e3b\u6210\u5206\u5206\u6790<\/strong>(PCA) \u662f\u4e00\u79cd<a href=\"https:\/\/statorials.org\/cn\/\u76d1\u7763\u5b66\u4e60\u4e0e\u65e0\u76d1\u7763\u5b66\u4e60\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u65e0\u76d1\u7763<\/a>\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u65e8\u5728\u627e\u5230\u89e3\u91ca\u6570\u636e\u96c6\u4e2d\u5927\u90e8\u5206\u53d8\u5316\u7684\u4e3b\u6210\u5206\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u53ef\u89c6\u5316\u7ed9\u5b9a\u6570\u636e\u96c6\u7684 PCA \u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a<strong>\u53cc\u6807\u56fe<\/strong>\uff0c\u5b83\u662f\u5728\u7531\u524d\u4e24\u4e2a\u4e3b\u6210\u5206\u5f62\u6210\u7684\u5e73\u9762\u4e0a\u663e\u793a\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u89c2\u6d4b\u503c\u7684\u56fe\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u5728 R \u4e2d\u4f7f\u7528\u4ee5\u4e0b\u57fa\u672c\u8bed\u6cd5\u6765\u521b\u5efa\u53cc\u56fe\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#perform PCA<\/span>\nresults &lt;- princomp(df)\n\n<span style=\"color: #008080;\">#create biplot to visualize results of PCA<\/span>\nbiplot(results)<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u4f7f\u7528\u6b64\u8bed\u6cd5\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1a\u5982\u4f55\u5728 R \u4e2d\u521b\u5efa\u53cc\u6807\u56fe<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5bf9\u4e8e\u6b64\u793a\u4f8b\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u540d\u4e3a<strong>USArrests \u7684<\/strong>\u5185\u7f6e R \u6570\u636e\u96c6\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view first six rows of <em>USArrests<\/em> dataset<\/span>\nhead(USArrests)\n\n           Murder Assault UrbanPop Rape\nAlabama 13.2 236 58 21.2\nAlaska 10.0 263 48 44.5\nArizona 8.1 294 80 31.0\nArkansas 8.8 190 50 19.5\nCalifornia 9.0 276 91 40.6\nColorado 7.9 204 78 38.7\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u6765\u6267\u884c PCA \u5e76\u5728\u53cc\u56fe\u4e2d\u53ef\u89c6\u5316\u7ed3\u679c\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#perform PCA\n<\/span>results &lt;- princomp(USArrests)\n\n<span style=\"color: #008080;\">#visualize results of PCA in biplot\n<\/span>biplot(results)\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-25283 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/biplot1.jpg\" alt=\"\" width=\"448\" height=\"449\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">x \u8f74\u663e\u793a\u7b2c\u4e00\u4e2a\u4e3b\u6210\u5206\uff0cy \u8f74\u663e\u793a\u7b2c\u4e8c\u4e2a\u4e3b\u6210\u5206\uff0c\u6570\u636e\u96c6\u4e2d\u7684\u5404\u4e2a<a href=\"https:\/\/statorials.org\/cn\/\u7edf\u8ba1\u89c2\u5bdf\/\" target=\"_blank\" rel=\"noopener\">\u89c2\u6d4b\u503c<\/a>\u663e\u793a\u5728\u56fe\u8868\u5185\uff0c\u6240\u6709\u56db\u4e2a\u53d8\u91cf\u5747\u663e\u793a\u4e3a\u7ea2\u8272\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>biplot<\/strong>\u51fd\u6570\u7684\u51e0\u4e2a\u53c2\u6570\u6765\u66f4\u6539\u7ed8\u56fe\u7684\u5916\u89c2\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u6765\u66f4\u6539\u989c\u8272\u3001\u5b57\u4f53\u5927\u5c0f\u3001\u8f74\u8fb9\u754c\u3001\u7ed8\u56fe\u6807\u9898\u3001\u8f74\u6807\u9898\u548c\u7ed8\u56fe\u4e2d\u7bad\u5934\u7684\u5927\u5c0f\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create biplot with custom appearance\n<\/span>biplot(results,\n       col=c(' <span style=\"color: #ff0000;\">blue<\/span> ', ' <span style=\"color: #ff0000;\">red<\/span> '),\n       cex=c(1, 1.3),\n       xlim=c(-.4, .4),\n       main=' <span style=\"color: #ff0000;\">PCA Results<\/span> ',\n       xlab=' <span style=\"color: #ff0000;\">First Component<\/span> ',\n       ylab=' <span style=\"color: #ff0000;\">Second Component<\/span> ',\n       expand= <span style=\"color: #008000;\">1.2<\/span> )<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-25284\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/biplot2.jpg\" alt=\"R \u4e2d\u7684\u53cc\u6807\u56fe\" width=\"443\" height=\"463\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u4e2a\u53cc\u56fe\u6bd4\u524d\u4e00\u4e2a\u66f4\u5bb9\u6613\u9605\u8bfb\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u60a8\u53ef\u4ee5<a href=\"https:\/\/www.rdocumentation.org\/packages\/stats\/versions\/3.6.2\/topics\/biplot\" target=\"_blank\" rel=\"noopener\">\u5728\u6b64\u5904<\/a>\u627e\u5230\u53ef\u7528\u4e8e\u66f4\u6539\u53cc\u56fe\u5916\u89c2\u7684\u53c2\u6570\u7684\u5b8c\u6574\u5217\u8868\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\u63d0\u4f9b\u6709\u5173\u4e3b\u6210\u5206\u5206\u6790\u7684\u5176\u4ed6\u4fe1\u606f\uff1a<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/cn\/\u76d1\u7763\u5b66\u4e60\u4e0e\u65e0\u76d1\u7763\u5b66\u4e60\/\" target=\"_blank\" rel=\"noopener\">\u76d1\u7763\u5b66\u4e60\u548c\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u5feb\u901f\u4ecb\u7ecd<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/r\u4e2d\u7684\u4e3b\u6210\u5206\u5206\u6790\/\" target=\"_blank\" rel=\"noopener\">R \u4e2d\u7684\u4e3b\u6210\u5206\u5206\u6790\uff1a\u5206\u6b65\u793a\u4f8b<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e3b\u6210\u5206\u5206\u6790(PCA) \u662f\u4e00\u79cd\u65e0\u76d1\u7763\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u65e8\u5728\u627e\u5230\u89e3\u91ca\u6570\u636e\u96c6\u4e2d\u5927\u90e8\u5206\u53d8\u5316\u7684\u4e3b\u6210\u5206\u3002 \u4e3a\u4e86\u53ef\u89c6\u5316\u7ed9\u5b9a\u6570\u636e\u96c6 [&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-2898","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u5728 R \u4e2d\u521b\u5efa\u53cc\u56fe\u6765\u53ef\u89c6\u5316 PCA \u7ed3\u679c - Statorials<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u5728 R 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