{"id":1340,"date":"2023-07-26T19:48:52","date_gmt":"2023-07-26T19:48:52","guid":{"rendered":"https:\/\/statorials.org\/cn\/r-%e4%b8%ad%e6%ae%8b%e5%b7%ae%e7%9a%84%e7%9b%b4%e6%96%b9%e5%9b%be\/"},"modified":"2023-07-26T19:48:52","modified_gmt":"2023-07-26T19:48:52","slug":"r-%e4%b8%ad%e6%ae%8b%e5%b7%ae%e7%9a%84%e7%9b%b4%e6%96%b9%e5%9b%be","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/r-%e4%b8%ad%e6%ae%8b%e5%b7%ae%e7%9a%84%e7%9b%b4%e6%96%b9%e5%9b%be\/","title":{"rendered":"\u5982\u4f55\u5728 r \u4e2d\u521b\u5efa\u6b8b\u5dee\u76f4\u65b9\u56fe"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/cn\/\u7ebf\u6027\u56de\u5f52\u5047\u8bbe\/\" target=\"_blank\" rel=\"noopener\">\u7ebf\u6027\u56de\u5f52\u7684\u4e3b\u8981\u5047\u8bbe<\/a>\u4e4b\u4e00\u662f<a href=\"https:\/\/statorials.org\/cn\/\u6b8b\u7559\u7269\/\" target=\"_blank\" rel=\"noopener\">\u6b8b\u5dee<\/a>\u5448\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u76f4\u89c2\u5730\u9a8c\u8bc1\u8fd9\u4e00\u5047\u8bbe\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u521b\u5efa\u6b8b\u5dee\u76f4\u65b9\u56fe\uff0c\u5e76\u89c2\u5bdf\u5206\u5e03\u662f\u5426\u9075\u5faa\u8ba9\u4eba\u60f3\u8d77<a href=\"https:\/\/statorials.org\/cn\/\u6b63\u6001\u5206\u5e03-1\/\" target=\"_blank\" rel=\"noopener\">\u6b63\u6001\u5206\u5e03\u7684<\/a>\u201c\u949f\u5f62\u201d\u5f62\u72b6\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u672c\u6559\u7a0b\u63d0\u4f9b\u4e86\u5982\u4f55\u5728 R \u4e2d\u4e3a\u56de\u5f52\u6a21\u578b\u521b\u5efa\u6b8b\u5dee\u76f4\u65b9\u56fe\u7684\u5206\u6b65\u793a\u4f8b\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u7b2c 1 \u6b65\uff1a\u521b\u5efa\u6570\u636e<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u521b\u5efa\u4e00\u4e9b\u5047\u6570\u636e\u6765\u4f7f\u7528\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible\n<\/span>set.seed(0)\n\n<span style=\"color: #008080;\">#createdata\n<\/span>x1 &lt;- rnorm(n=100, 2, 1)\nx2 &lt;- rnorm(100, 4, 3)\ny &lt;- rnorm(100, 2, 3)\ndata &lt;- data.frame(x1, x2, y)\n\n<span style=\"color: #008080;\">#view first six rows of data\n<\/span>head(data)\n\n        x1 x2 y\n1 3.262954 6.3455776 -1.1371530\n2 1.673767 1.6696701 -0.6886338\n3 3.329799 2.1520303 5.8081615\n4 3.272429 4.1397409 3.7815228\n5 2.414641 0.6088427 4.3269030\n6 0.460050 5.7301563 6.6721111<\/strong><\/pre>\n<h3><span style=\"color: #000000;\"><strong>\u6b65\u9aa4 2\uff1a\u62df\u5408\u56de\u5f52\u6a21\u578b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u5bf9\u6570\u636e\u62df\u5408<a href=\"https:\/\/statorials.org\/cn\/\u591a\u5143\u7ebf\u6027\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">\u591a\u5143\u7ebf\u6027\u56de\u5f52\u6a21\u578b<\/a>\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit multiple linear regression model\n<\/span>model &lt;- lm(y ~ x1 + x2, data=data)<\/strong><\/pre>\n<h3><span style=\"color: #000000;\"><strong>\u7b2c 3 \u6b65\uff1a\u521b\u5efa\u6b8b\u5dee\u76f4\u65b9\u56fe<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6700\u540e\uff0c\u6211\u4eec\u5c06\u4f7f\u7528<strong>ggplot<\/strong>\u53ef\u89c6\u5316\u5305\u521b\u5efa\u6a21\u578b\u6b8b\u5dee\u7684\u76f4\u65b9\u56fe\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load ggplot2\n<span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (ggplot2)<\/span>\n\n#create histogram of residuals\n<span style=\"color: #000000;\">ggplot(data = data, <span style=\"color: #3366ff;\">aes<\/span> (x = model$residuals)) +\n    geom_histogram(fill = ' <span style=\"color: #008000;\">steelblue<\/span> ', color = ' <span style=\"color: #008000;\">black<\/span> ') +\n    labs(title = ' <span style=\"color: #008000;\">Histogram of Residuals<\/span> ', x = ' <span style=\"color: #008000;\">Residuals<\/span> ', y = ' <span style=\"color: #008000;\">Frequency<\/span> ')\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-13063 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/histresid1.png\" alt=\"R\u4e2d\u6b8b\u5dee\u7684\u76f4\u65b9\u56fe\" width=\"452\" height=\"454\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u4f7f\u7528<strong>bin<\/strong>\u53c2\u6570\u6307\u5b9a\u653e\u7f6e\u6b8b\u57fa\u7684\u7bb1\u6570\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u65b9\u6846\u8d8a\u5c11\uff0c\u76f4\u65b9\u56fe\u4e2d\u7684\u6761\u5f62\u5c31\u8d8a\u5bbd\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u6307\u5b9a<strong>20 \u4e2a bin<\/strong> \uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create histogram of residuals\n<span style=\"color: #000000;\">ggplot(data = data, <span style=\"color: #3366ff;\">aes<\/span> (x = model$residuals)) +\n    geom_histogram(bins = <span style=\"color: #008000;\">20<\/span> , fill = ' <span style=\"color: #008000;\">steelblue<\/span> ', color = ' <span style=\"color: #008000;\">black<\/span> ') +\n    labs(title = ' <span style=\"color: #008000;\">Histogram of Residuals<\/span> ', x = ' <span style=\"color: #008000;\">Residuals<\/span> ', y = ' <span style=\"color: #008000;\">Frequency<\/span> ')<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-13064 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/histresid2.png\" alt=\"R\u4e2d\u7684\u6b8b\u5dee\u76f4\u65b9\u56fe\" width=\"459\" height=\"460\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6216\u8005\u6211\u4eec\u53ef\u4ee5\u6307\u5b9a<strong>10 \u4e2a bin<\/strong> \uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create histogram of residuals\n<span style=\"color: #000000;\">ggplot(data = data, <span style=\"color: #3366ff;\">aes<\/span> (x = model$residuals)) +\n    geom_histogram(bins = <span style=\"color: #008000;\">10<\/span> , fill = ' <span style=\"color: #008000;\">steelblue<\/span> ', color = ' <span style=\"color: #008000;\">black<\/span> ') +\n    labs(title = ' <span style=\"color: #008000;\">Histogram of Residuals<\/span> ', x = ' <span style=\"color: #008000;\">Residuals<\/span> ', y = ' <span style=\"color: #008000;\">Frequency<\/span> ')<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-13065 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/histresid3.png\" alt=\"\" width=\"455\" height=\"444\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u65e0\u8bba\u6211\u4eec\u6307\u5b9a\u591a\u5c11\u4e2a\u6846\uff0c\u6211\u4eec\u90fd\u53ef\u4ee5\u770b\u5230\u6b8b\u5dee\u8fd1\u4f3c\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u8fd8\u53ef\u4ee5\u6267\u884c\u590f\u76ae\u7f57-\u5a01\u5c14\u514b\u3001\u79d1\u5c14\u83ab\u6208\u6d1b\u592b-\u65af\u7c73\u5c14\u8bfa\u592b\u6216\u96c5\u514b-\u8d1d\u62c9\u7b49\u6b63\u5f0f\u7edf\u8ba1\u68c0\u9a8c\u6765\u68c0\u9a8c\u6b63\u6001\u6027\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7136\u800c\uff0c\u8bf7\u8bb0\u4f4f\uff0c\u8fd9\u4e9b\u68c0\u9a8c\u5bf9\u5927\u6837\u672c\u91cf\u5f88\u654f\u611f\u2014\u2014\u4e5f\u5c31\u662f\u8bf4\uff0c\u5f53\u6837\u672c\u91cf\u5f88\u5927\u65f6\uff0c\u5b83\u4eec\u901a\u5e38\u5f97\u51fa\u6b8b\u5dee\u4e0d\u6b63\u5e38\u7684\u7ed3\u8bba\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u56e0\u6b64\uff0c\u901a\u8fc7\u521b\u5efa\u6b8b\u5dee\u76f4\u65b9\u56fe\u901a\u5e38\u66f4\u5bb9\u6613\u8bc4\u4f30\u6b63\u6001\u6027\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7ebf\u6027\u56de\u5f52\u7684\u4e3b\u8981\u5047\u8bbe\u4e4b\u4e00\u662f\u6b8b\u5dee\u5448\u6b63\u6001\u5206\u5e03\u3002 \u76f4\u89c2\u5730\u9a8c\u8bc1\u8fd9\u4e00\u5047\u8bbe\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u521b\u5efa\u6b8b\u5dee\u76f4\u65b9\u56fe\uff0c\u5e76\u89c2\u5bdf\u5206\u5e03\u662f\u5426\u9075\u5faa\u8ba9\u4eba [&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-1340","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\u6b8b\u5dee\u76f4\u65b9\u56fe - Statorials<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u901a\u8fc7\u51e0\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 R \u4e2d\u751f\u6210\u6b8b\u5dee\u76f4\u65b9\u56fe\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, 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