{"id":180213,"date":"2024-05-08T20:30:40","date_gmt":"2024-05-08T12:30:40","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/180213.html"},"modified":"2024-05-08T20:30:43","modified_gmt":"2024-05-08T12:30:43","slug":"r%e8%af%ad%e8%a8%80%e5%a6%82%e4%bd%95%e5%81%9a%e7%ae%80%e5%8d%95%e5%9b%9e%e5%bd%92%e6%a8%a1%e5%9e%8b%e7%a0%94%e7%a9%b6","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/180213.html","title":{"rendered":"R\u8bed\u8a00\u5982\u4f55\u505a\u7b80\u5355\u56de\u5f52\u6a21\u578b\u7814\u7a76"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/27065316\/a7e6dbcc-08a5-403b-a016-dc6f49e5f4e7.webp\" alt=\"R\u8bed\u8a00\u5982\u4f55\u505a\u7b80\u5355\u56de\u5f52\u6a21\u578b\u7814\u7a76\" \/><\/p>\n<p><p>\u5728\u8fdb\u884c\u6570\u636e\u5206\u6790\u65f6\uff0c\u4f7f\u7528R\u8bed\u8a00\u8fdb\u884c\u7b80\u5355\u56de\u5f52\u6a21\u578b\u7814\u7a76\u662f\u4e00\u79cd\u9ad8\u6548\u7684\u65b9\u6cd5\u3002\u7b80\u5355\u56de\u5f52\u6a21\u578b\u65e8\u5728\u5206\u6790\u4e00\u4e2a\u81ea\u53d8\u91cf\u548c\u4e00\u4e2a\u56e0\u53d8\u91cf\u4e4b\u95f4\u7684\u7ebf\u6027\u5173\u7cfb\u3002<strong>\u9996\u5148\u3001\u9700\u8981\u786e\u8ba4\u6570\u636e\u6ee1\u8db3\u7ebf\u6027\u5173\u7cfb\u7684\u57fa\u672c\u5047\u8bbe\uff1b\u5176\u6b21\u3001\u5229\u7528R\u8bed\u8a00\u63d0\u4f9b\u7684<code>lm()<\/code>\u51fd\u6570\u8fdb\u884c\u6a21\u578b\u7684\u62df\u5408\uff1b\u7136\u540e\u3001\u901a\u8fc7\u603b\u7ed3\u548c\u8bca\u65ad\u6a21\u578b\u6765\u68c0\u67e5\u5176\u6709\u6548\u6027\uff1b\u6700\u540e\u3001\u53ef\u4ee5\u5229\u7528\u6a21\u578b\u8fdb\u884c\u9884\u6d4b\u3002<\/strong> \u5728\u7740\u624b\u6784\u5efa\u7b80\u5355\u56de\u5f52\u6a21\u578b\u524d\uff0c\u6570\u636e\u7684\u51c6\u5907\u548c\u6e05\u6d17\u5de5\u4f5c\u4e0d\u53ef\u5ffd\u89c6\uff0c\u786e\u4fdd\u8f93\u5165\u6a21\u578b\u7684\u6570\u636e\u8d28\u91cf\u3002\u73b0\u5c06\u5982\u4f55\u4f7f\u7528R\u8bed\u8a00\u5efa\u7acb\u7b80\u5355\u56de\u5f52\u6a21\u578b\u8fdb\u884c\u8be6\u7ec6\u63cf\u8ff0\u3002<\/p>\n<\/p>\n<p><h2>\u4e00\u3001\u6570\u636e\u51c6\u5907\u4e0e\u6e05\u6d17<\/h2>\n<\/p>\n<p><p>\u5728\u6784\u5efa\u56de\u5f52\u6a21\u578b\u4e4b\u524d\uff0c\u9996\u5148\u9700\u8981\u8bfb\u53d6\u5e76\u51c6\u5907\u5fc5\u8981\u7684\u6570\u636e\u96c6\u3002\u5728R\u8bed\u8a00\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528<code>read.csv()<\/code>\u3001<code>read.table()<\/code>\u7b49\u51fd\u6570\u6765\u8bfb\u53d6\u6570\u636e\u3002\u968f\u540e\uff0c\u9700\u5bf9\u6570\u636e\u8fdb\u884c\u6e05\u6d17\uff0c\u5305\u62ec\u5904\u7406\u7f3a\u5931\u503c\u3001\u5f02\u5e38\u503c\u4ee5\u53ca\u786e\u4fdd\u6570\u636e\u7c7b\u578b\u7684\u6b63\u786e\u6027\u3002\u6570\u636e\u6e05\u6d17\u662f\u5efa\u6a21\u8fc7\u7a0b\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u4e00\u6b65\uff0c\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u7684\u53ef\u9760\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n<p><h3>\u6570\u636e\u63a2\u7d22<\/h3>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u901a\u8fc7\u7ed8\u5236\u6563\u70b9\u56fe\uff08\u4f7f\u7528<code>plot()<\/code>\u51fd\u6570\uff09\u89c2\u5bdf\u81ea\u53d8\u91cf\u4e0e\u56e0\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u786e\u5b9a\u662f\u5426\u5b58\u5728\u7ebf\u6027\u5173\u7cfb\u3002\u540c\u65f6\uff0c\u53ef\u5229\u7528<code>summary()<\/code>\u51fd\u6570\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u603b\u7ed3\uff0c\u4e86\u89e3\u6570\u636e\u7684\u57fa\u672c\u63cf\u8ff0\u6027\u7edf\u8ba1\u4fe1\u606f\u3002<\/p>\n<\/p>\n<p><h3>\u6570\u636e\u6e05\u6d17<\/h3>\n<\/p>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u9700\u5904\u7406\u7f3a\u5931\u503c\uff0c\u53ef\u4ee5\u9009\u62e9\u5220\u9664\u542b\u6709\u7f3a\u5931\u503c\u7684\u884c\uff08<code>na.omit()<\/code>\u51fd\u6570\uff09\uff0c\u6216\u8005\u5bf9\u7f3a\u5931\u503c\u8fdb\u884c\u5408\u7406\u7684\u586b\u5145\u3002\u5bf9\u4e8e\u5f02\u5e38\u503c\uff0c\u53ef\u5229\u7528\u7bb1\u7ebf\u56fe\uff08<code>boxplot()<\/code>\u51fd\u6570\uff09\u8fdb\u884c\u8bc6\u522b\uff0c\u5e76\u51b3\u5b9a\u5982\u4f55\u5904\u7406\u8fd9\u4e9b\u5f02\u5e38\u70b9\u3002<\/p>\n<\/p>\n<p><h2>\u4e8c\u3001\u6a21\u578b\u62df\u5408<\/h2>\n<\/p>\n<p><p>\u5728\u6570\u636e\u51c6\u5907\u5c31\u7eea\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528<code>lm()<\/code>\u51fd\u6570\u6765\u62df\u5408\u7b80\u5355\u56de\u5f52\u6a21\u578b\u3002\u6b64\u51fd\u6570\u9700\u6307\u5b9a\u4e00\u4e2a\u516c\u5f0f\uff0c\u5f62\u5f0f\u4e3a<code>response ~ predictor<\/code>\uff0c\u5176\u4e2d<code>response<\/code>\u662f\u56e0\u53d8\u91cf\uff0c<code>predictor<\/code>\u662f\u81ea\u53d8\u91cf\u3002<\/p>\n<\/p>\n<p><h3>\u6a21\u578b\u5efa\u7acb<\/h3>\n<\/p>\n<p><p>\u5177\u4f53\u4ee3\u7801\u4f8b\u5982\uff1a<code>model &lt;- lm(y ~ x, data = dataset)<\/code>\uff0c<code>y<\/code>\u4ee3\u8868\u56e0\u53d8\u91cf\uff0c<code>x<\/code>\u4ee3\u8868\u81ea\u53d8\u91cf\uff0c<code>dataset<\/code>\u662f\u5305\u542b\u8fd9\u4e24\u4e2a\u53d8\u91cf\u7684\u6570\u636e\u6846\u3002<\/p>\n<\/p>\n<p><h3>\u7ed3\u679c\u603b\u7ed3<\/h3>\n<\/p>\n<p><p>\u6a21\u578b\u5efa\u7acb\u540e\uff0c<code>summary(model)<\/code>\u51fd\u6570\u5c06\u63d0\u4f9b\u4e00\u4e2a\u5305\u542b\u4f17\u591a\u7edf\u8ba1\u4fe1\u606f\u7684\u7ed3\u679c\uff0c\u4f8b\u5982\u7cfb\u6570\u4f30\u8ba1\u3001R\u5e73\u65b9\u503c\u3001F\u7edf\u8ba1\u91cf\u4ee5\u53cap\u503c\u7b49\u3002\u5bf9\u6bcf\u4e00\u4e2a\u53c2\u6570\u7684\u89e3\u91ca\u5bf9\u7406\u89e3\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/p>\n<p><h2>\u4e09\u3001\u6a21\u578b\u8bca\u65ad<\/h2>\n<\/p>\n<p><p>\u62df\u5408\u6a21\u578b\u540e\uff0c\u9700\u8981\u8fdb\u884c\u8bca\u65ad\u4ee5\u786e\u8ba4\u6a21\u578b\u662f\u5426\u9002\u5408\u6570\u636e\u3002\u6a21\u578b\u8bca\u65ad\u5305\u62ec\u68c0\u67e5\u6b8b\u5dee\u7684\u6b63\u6001\u6027\u3001\u5747\u4e00\u6027\u3001\u72ec\u7acb\u6027\u548c\u7ebf\u6027\u3002<\/p>\n<\/p>\n<p><h3>\u6b8b\u5dee\u5206\u6790<\/h3>\n<\/p>\n<p><p>\u901a\u8fc7\u7ed8\u5236\u6b8b\u5dee\u56fe\uff0c\u4f8b\u5982\u4f7f\u7528<code>plot(model)<\/code>\uff0c\u53ef\u4ee5\u67e5\u770b\u6b8b\u5dee\u662f\u5426\u968f\u7740\u9884\u6d4b\u503c\u5448\u73b0\u51fa\u968f\u673a\u5206\u5e03\uff0c\u8fd9\u6709\u52a9\u4e8e\u68c0\u6d4b\u975e\u7ebf\u6027\u548c\u5f02\u5e38\u503c\u3002<\/p>\n<\/p>\n<p><h3>\u8bca\u65ad\u7edf\u8ba1<\/h3>\n<\/p>\n<p><p>\u4f7f\u7528<code>anova(model)<\/code>\u3001<code>adf.test()<\/code>\u7b49\u51fd\u6570\u8fdb\u884c\u68c0\u9a8c\uff0c\u6765\u786e\u4fdd\u6ca1\u6709\u8fdd\u53cd\u7ebf\u6027\u56de\u5f52\u7684\u57fa\u672c\u5047\u8bbe\u3002<\/p>\n<\/p>\n<p><h2>\u56db\u3001\u6a21\u578b\u9884\u6d4b\u4e0e\u89e3\u91ca<\/h2>\n<\/p>\n<p><p>\u6a21\u578b\u8bca\u65ad\u901a\u8fc7\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528<code>predict()<\/code>\u51fd\u6570\u5bf9\u65b0\u7684\u6570\u636e\u8fdb\u884c\u9884\u6d4b\u3002\u540c\u65f6\uff0c\u5bf9\u6a21\u578b\u7ed3\u679c\u7684\u89e3\u91ca\u80fd\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u81ea\u53d8\u91cf\u662f\u5982\u4f55\u5f71\u54cd\u56e0\u53d8\u91cf\u7684\u3002<\/p>\n<\/p>\n<p><h3>\u9884\u6d4b\u5e94\u7528<\/h3>\n<\/p>\n<p><p>\u9884\u6d4b\u51fd\u6570\u7684\u57fa\u672c\u7528\u6cd5\u662f<code>predict(model, newdata = new_dataset)<\/code>\uff0c\u5176\u4e2d<code>new_dataset<\/code>\u662f\u5305\u542b\u81ea\u53d8\u91cf\u65b0\u503c\u7684\u6570\u636e\u6846\u3002<\/p>\n<\/p>\n<p><h3>\u7ed3\u679c\u89e3\u8bfb<\/h3>\n<\/p>\n<p><p>\u89e3\u8bfb\u6a21\u578b\u7684\u7cfb\u6570\u662f\u81f3\u5173\u91cd\u8981\u7684\uff0c<strong>\u7cfb\u6570\u8868\u793a\u81ea\u53d8\u91cf\u6bcf\u53d8\u5316\u4e00\u4e2a\u5355\u4f4d\uff0c\u56e0\u53d8\u91cf\u53d8\u5316\u7684\u5e73\u5747\u91cf<\/strong>\u3002\u6a21\u578b\u7684R\u5e73\u65b9\u503c\u5c55\u73b0\u4e86\u81ea\u53d8\u91cf\u89e3\u91ca\u56e0\u53d8\u91cf\u53d8\u5f02\u7684\u7a0b\u5ea6\u3002<\/p>\n<\/p>\n<p><h2>\u4e94\u3001\u6a21\u578b\u6539\u8fdb<\/h2>\n<\/p>\n<p><p>\u7b80\u5355\u56de\u5f52\u6a21\u578b\u53ef\u80fd\u4e0d\u8db3\u4ee5\u5b8c\u7f8e\u63cf\u8ff0\u6570\u636e\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\u3002\u56e0\u6b64\uff0c\u53ef\u80fd\u9700\u8981\u8fdb\u4e00\u6b65\u5206\u6790\uff0c\u6bd4\u5982\u4f7f\u7528\u591a\u5143\u56de\u5f52\u3001\u9010\u6b65\u56de\u5f52\u6216\u5176\u4ed6\u975e\u7ebf\u6027\u6a21\u578b\uff0c\u4ee5\u83b7\u53d6\u66f4\u597d\u7684\u9884\u6d4b\u529b\u3002<\/p>\n<\/p>\n<p><h3>\u5f15\u5165\u5176\u4ed6\u53d8\u91cf<\/h3>\n<\/p>\n<p><p>\u5982\u679c\u5355\u4e00\u53d8\u91cf\u4e0d\u80fd\u5145\u5206\u89e3\u91ca\u56e0\u53d8\u91cf\u7684\u53d8\u5316\uff0c\u53ef\u4ee5\u8003\u8651\u52a0\u5165\u66f4\u591a\u7684\u81ea\u53d8\u91cf\u8fdb\u884c\u591a\u5143\u56de\u5f52\u5206\u6790\u3002<\/p>\n<\/p>\n<p><h3>\u8003\u8651\u975e\u7ebf\u6027\u6a21\u578b<\/h3>\n<\/p>\n<p><p>\u5f53\u6570\u636e\u663e\u793a\u81ea\u53d8\u91cf\u4e0e\u56e0\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\u5e76\u975e\u4e25\u683c\u7ebf\u6027\u65f6\uff0c\u53ef\u4ee5\u9009\u62e9\u975e\u7ebf\u6027\u6a21\u578b\u6216\u8fdb\u884c\u6570\u636e\u7684\u53d8\u91cf\u8f6c\u6362\uff0c\u5982\u5bf9\u6570\u3001\u6307\u6570\u7b49\u3002<\/p>\n<\/p>\n<p><p>\u603b\u7ed3\u6765\u8bf4\uff0c\u4f7f\u7528R\u8bed\u8a00\u6784\u5efa\u7b80\u5355\u56de\u5f52\u6a21\u578b\u5305\u62ec\u4e86\u6570\u636e\u7684\u51c6\u5907\u3001\u6a21\u578b\u7684\u62df\u5408\u3001\u8bca\u65ad\u68c0\u9a8c\u3001\u9884\u6d4b\u5e94\u7528\u4ee5\u53ca\u7ed3\u679c\u7684\u89e3\u91ca\u7b49\u4e00\u7cfb\u5217\u6b65\u9aa4\uff0c\u8fd9\u4e9b\u6b65\u9aa4\u5171\u540c\u4fdd\u8bc1\u4e86\u6a21\u578b\u7814\u7a76\u7684\u4e25\u8c28\u6027\u548c\u51c6\u786e\u6027\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5efa\u6a21\u8005\u9700\u6839\u636e\u7814\u7a76\u76ee\u7684\u548c\u6570\u636e\u7279\u70b9\u7075\u6d3b\u8fd0\u7528R\u8bed\u8a00\u7684\u5f3a\u5927\u529f\u80fd\u6765\u5b8c\u6210\u9ad8\u8d28\u91cf\u7684\u7edf\u8ba1\u5206\u6790\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>\u7b80\u5355\u56de\u5f52\u6a21\u578b\u662f\u4ec0\u4e48\uff1f\u5982\u4f55\u5728R\u8bed\u8a00\u4e2d\u8fdb\u884c\u7b80\u5355\u56de\u5f52\u6a21\u578b\u7684\u7814\u7a76\uff1f<\/strong><\/p>\n<p>\u7b80\u5355\u56de\u5f52\u6a21\u578b\u662f\u4e00\u79cd\u7528\u4e8e\u7814\u7a76\u4e24\u4e2a\u53d8\u91cf\u4e4b\u95f4\u5173\u7cfb\u7684\u7edf\u8ba1\u6a21\u578b\u3002\u5728R\u8bed\u8a00\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528lm()\u51fd\u6570\u6765\u8fdb\u884c\u7b80\u5355\u56de\u5f52\u6a21\u578b\u7684\u7814\u7a76\u3002\u9996\u5148\uff0c\u5c06\u81ea\u53d8\u91cf\u548c\u56e0\u53d8\u91cf\u5206\u522b\u5b58\u50a8\u4e3a\u5411\u91cf\u3002\u7136\u540e\uff0c\u4f7f\u7528lm()\u51fd\u6570\u62df\u5408\u56de\u5f52\u6a21\u578b\uff0c\u5982lm(y ~ 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