{"id":55651,"date":"2024-06-16T17:06:20","date_gmt":"2024-06-16T09:06:20","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=55651"},"modified":"2024-06-16T17:06:20","modified_gmt":"2024-06-16T09:06:20","slug":"%e4%b8%80%e5%88%86%e9%92%9f%e5%b8%a6%e4%bd%a0%e4%ba%86%e8%a7%a3r%e8%af%ad%e8%a8%80%e5%8c%85lmtest","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=55651","title":{"rendered":"\u4e00\u5206\u949f\u5e26\u4f60\u4e86\u89e3R\u8bed\u8a00\u5305\u201clmtest\u201d"},"content":{"rendered":"


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id=\"publish_time\" class=\"rich_media_meta rich_media_meta_text\">2023-07-16 19:00:05<\/em><\/div>\n<p><content><\/p>\n<div class=\"reprint\">\n<p>\u8f6c\u81ea\u516c\u4f17\u53f7\uff1aR\u8bed\u8a00\u5b66\u5f92<br \/><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg5MDk3Mzg4OA==&mid=2247484526&idx=1&sn=10aa45b960871662c159e74d2048a2a2\" target=\"_blank\" title=\"\u9605\u8bfb\u539f\u6587\" rel=\"noopener\">http:\/\/mp.weixin.qq.com\/s?__biz=Mzg5MDk3Mzg4OA==&mid=2247484526&idx=1&sn=10aa45b960871662c159e74d2048a2a2<\/a><\/p>\n<\/div>\n<section style=\"font-size: 16px;letter-spacing: normal;white-space: normal;caret-color: rgb(0, 0, 0);color: rgb(0, 0, 0);margin-bottom: 24px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 20px;text-align: left;justify-content: flex-start;transform: translate3d(-13px, 0px, 0px);display: flex;flex-flow: row nowrap;\">\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 10%;flex: 0 0 auto;height: auto;align-self: center;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: -18px;\">\n<section style=\"color: rgb(249, 172, 172);font-size: 53px;text-align: justify;\">\n<p style=\"text-align: right;\">\u201c<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 10%;flex: 0 0 auto;height: auto;align-self: center;margin-left: 10px;\">\n<section powered-by=\"xiumi.us\" style=\"font-size: 18px;color: rgb(249, 172, 172);text-align: justify;\">\n<p><strong>\u70b9\u51fb\u84dd\u5b57 \u5173\u6ce8\u6211\u4eec<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 115.34375px;align-self: center;margin-left: 10px;flex: 0 0 auto;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0.5em;margin-bottom: 0.5em;\">\n<section style=\"background-color: rgb(249, 172, 172);height: 1px;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p>R\u5305 \u201clmtest\u201d \u662f\u4e00\u4e2a\u7528\u4e8e\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u7684\u5047\u8bbe\u68c0\u9a8c\u548c\u8bca\u65ad\u7684\u6269\u5c55\u5305\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u51fd\u6570\uff0c\u7528\u4e8e\u68c0\u9a8c\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u7684\u5047\u8bbe\uff0c\u5305\u62ec\u53c2\u6570\u7a33\u5065\u6027\uff0c\u5f02\u65b9\u5dee\u6027\uff0c\u591a\u91cd\u5171\u7ebf\u6027\u7b49\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u4e9b\u8bca\u65ad\u5de5\u5177\uff0c\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u7684\u62df\u5408\u548c\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n<p><br \/><\/p>\n<p>\u4ee5\u4e0b\u662flmtest\u5305\u4e2d\u4e00\u4e9b\u5e38\u7528\u51fd\u6570\u7684\u4ecb\u7ecd\uff1a<\/p>\n<\/section>\n<p powered-by=\"xiumi.us\"><strong>coeftest()<\/strong>\uff1a\u7528\u4e8e\u5bf9\u56de\u5f52\u6a21\u578b\u7684\u7cfb\u6570\u8fdb\u884c\u5047\u8bbe\u68c0\u9a8c\u3002\u5b83\u53ef\u4ee5\u8ba1\u7b97\u4e0d\u540c\u5047\u8bbe\u4e0b\u7684\u7cfb\u6570\u4f30\u8ba1\u503c\u3001\u6807\u51c6\u8bef\u5dee\u3001t\u503c\u548cp\u503c\u3002<\/p>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<p powered-by=\"xiumi.us\"><strong>waldtest()<\/strong>\uff1a\u7528\u4e8e\u8fdb\u884cWald\u68c0\u9a8c\uff0c\u68c0\u9a8c\u56de\u5f52\u6a21\u578b\u4e2d\u7684\u7ebf\u6027\u7ea6\u675f\u3002\u5b83\u53ef\u4ee5\u5bf9\u591a\u4e2a\u7cfb\u6570\u7684\u7ebf\u6027\u7ec4\u5408\u8fdb\u884c\u68c0\u9a8c\u3002<\/p>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<p powered-by=\"xiumi.us\"><strong>lrtest()<\/strong>\uff1a\u7528\u4e8e\u8fdb\u884cLikelihood Ratio (LR) \u68c0\u9a8c\uff0c\u7528\u4e8e\u6bd4\u8f83\u4e24\u4e2a\u5d4c\u5957\u7684\u56de\u5f52\u6a21\u578b\u7684\u62df\u5408\u4f18\u5ea6\u3002<\/p>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<p powered-by=\"xiumi.us\"><strong>resettest()<\/strong>\uff1a\u7528\u4e8e\u8fdb\u884cRESET\u68c0\u9a8c\uff0c\u68c0\u9a8c\u56de\u5f52\u6a21\u578b\u7684\u51fd\u6570\u5f62\u5f0f\u662f\u5426\u6b63\u786e\u3002<\/p>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<p powered-by=\"xiumi.us\"><strong>bptest()<\/strong>\uff1a\u7528\u4e8e\u8fdb\u884cBreusch-Pagan-Godfrey\u68c0\u9a8c\uff0c\u68c0\u9a8c\u56de\u5f52\u6a21\u578b\u4e2d\u7684\u5f02\u65b9\u5dee\u6027\u3002<\/p>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<p powered-by=\"xiumi.us\"><strong>dwtest()<\/strong>\uff1a\u7528\u4e8e\u8fdb\u884cDurbin-Watson\u68c0\u9a8c\uff0c\u68c0\u9a8c\u56de\u5f52\u6a21\u578b\u4e2d\u7684\u81ea\u76f8\u5173\u6027\u3002<\/p>\n<section powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u9664\u4e86\u4e0a\u8ff0\u51fd\u6570\uff0clmtest\u8fd8\u63d0\u4f9b\u4e86\u5176\u4ed6\u4e00\u4e9b\u51fd\u6570\uff0c\u7528\u4e8e\u591a\u91cd\u5171\u7ebf\u6027\u68c0\u9a8c\uff08\u5982vif()\uff09\u3001\u8bca\u65ad\u56de\u5f52\u6a21\u578b\u62df\u5408\uff08\u5982lm.diag()\uff09\u4ee5\u53ca\u8ba1\u7b97\u56de\u5f52\u6a21\u578b\u7684\u6761\u4ef6\u6570\uff08\u5982cn.cond()\uff09\u7b49\u3002<\/p>\n<p><br \/><\/p>\n<p>\u8981\u4f7f\u7528lmtest\u5305\uff0c\u53ef\u4ee5\u5728R\u4e2d\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\u548c\u52a0\u8f7d\uff1a<\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">>install.packages(<span class=\"code-snippet__string\">\"lmtest\"<\/span>) <span class=\"code-snippet__comment\"># \u5b89\u88c5lmtest\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">>library(lmtest) <span class=\"code-snippet__comment\"># \u52a0\u8f7dlmtest\u5305<\/span><\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;text-align: center;\">\n<section style=\"padding: 3px;display: inline-block;border-bottom-width: 5px;border-bottom-style: solid;border-bottom-color: rgb(251, 152, 144);\">\n<p><strong>coeftest()<\/strong><\/p>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><strong>\u51fd\u6570\u8bed\u6cd5\u5982\u4e0b<\/strong>\uff1a<\/p>\n<p>coeftest(model, vcov., test = NULL, … )<\/p>\n<p><br \/><\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">library(lmtest)<\/span><\/code><code><span class=\"code-snippet_outer\">model <- lm(mpg ~ cyl + disp + hp, data = mtcars)<\/span><\/code><code><span class=\"code-snippet_outer\">coeftest(model)<\/span><\/code><code><span class=\"code-snippet_outer\">coeftest(model, test = \u201cwald\u201d)<\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.3548387096774194\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_d0MOp63PEkCMo5pd6ENENTkzc1Y4Lw.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEXjjmsEC5aXz0RE4be2ib1fJhdOwOEDp2zIWPkKMmHD81z4Pd0MOp63PEkCMo5pd6ENENTkzc1Y4Lw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"930\" style=\"vertical-align: middle;width: 0px;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u5728\u4e0a\u8ff0\u793a\u4f8b\u4e2d\uff0c\u9996\u5148\u52a0\u8f7d\u4e86lmtest\u5305\uff0c\u7136\u540e\u4f7f\u7528lm()\u51fd\u6570\u62df\u5408\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u3002\u63a5\u4e0b\u6765\uff0c\u4f7f\u7528coeftest()\u51fd\u6570\u5bf9\u6a21\u578b\u7cfb\u6570\u8fdb\u884c\u5047\u8bbe\u68c0\u9a8c\uff0c\u9ed8\u8ba4\u4e3at\u68c0\u9a8c\u3002\u4e5f\u53ef\u4ee5\u901a\u8fc7\u8bbe\u7f6etest\u53c2\u6570\u4e3a”wald”\u6765\u8fdb\u884cWald\u68c0\u9a8c\u3002<\/p>\n<p><br \/><\/p>\n<p>coeftest()\u51fd\u6570\u5c06\u8fd4\u56de\u4e00\u4e2a\u5305\u542b\u68c0\u9a8c\u7ed3\u679c\u7684\u8868\u683c\uff0c\u5176\u4e2d\u5305\u62ec\u7cfb\u6570\u4f30\u8ba1\u503c\u3001\u6807\u51c6\u8bef\u5dee\u3001t\u503c\u548cp\u503c\u7b49\u4fe1\u606f\u3002\u8fd9\u4e9b\u7ed3\u679c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u8bc4\u4f30\u6a21\u578b\u7cfb\u6570\u7684\u663e\u8457\u6027\u548c\u7edf\u8ba1\u610f\u4e49\u3002<\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;text-align: center;\">\n<section style=\"padding: 3px;display: inline-block;border-bottom-width: 5px;border-bottom-style: solid;border-bottom-color: rgb(251, 152, 144);\">\n<p><strong>waldtest()<\/strong><\/p>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><strong>\u51fd\u6570\u8bed\u6cd5\u5982\u4e0b\uff1a<\/strong><\/p>\n<p>waldtest(model, constr, vcov. = NULL, test = NULL, …)<\/p>\n<p><br \/><\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">library(lmtest)<\/span><\/code><code><span class=\"code-snippet_outer\">model <- lm(mpg ~ cyl + disp + hp, data = mtcars)<\/span><\/code><code><span class=\"code-snippet_outer\">constr <- matrix(<span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1<\/span>, -<span class=\"code-snippet__number\">1<\/span>, <span class=\"code-snippet__number\">0<\/span>, <span class=\"code-snippet__number\">0<\/span>), nrow = <span class=\"code-snippet__number\">1<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">waldtest(model, constr)<\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.5208333333333334\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_ajFJXtUTMfldyZiaFZQjP9c22d1klA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEXjjmsEC5aXz0RE4be2ib1fJQNP2ymCpbZkiaX2TsqvK0sCwtibiajFJXtUTMfldyZiaFZQjP9c22d1klA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"480\" style=\"vertical-align: middle;width: 0px;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u5728\u4e0a\u8ff0\u793a\u4f8b\u4e2d\uff0c\u9996\u5148\u52a0\u8f7d\u4e86lmtest\u5305\uff0c\u7136\u540e\u4f7f\u7528lm()\u51fd\u6570\u62df\u5408\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a\u7ebf\u6027\u7ea6\u675f\u77e9\u9635constr\uff0c\u5176\u4e2d\u7ea6\u675f\u4e86cyl\u548cdisp\u7684\u7cfb\u6570\u4e4b\u5dee\u4e3a0\u3002\u7136\u540e\uff0c\u4f7f\u7528waldtest()\u51fd\u6570\u5bf9\u8be5\u7ea6\u675f\u8fdb\u884cWald\u68c0\u9a8c\u3002<\/p>\n<p><br \/><\/p>\n<p>waldtest()\u51fd\u6570\u5c06\u8fd4\u56de\u4e00\u4e2a\u5305\u542b\u68c0\u9a8c\u7ed3\u679c\u7684\u8868\u683c\uff0c\u5176\u4e2d\u5305\u62ec\u7ea6\u675f\u77e9\u9635\u3001\u4f30\u8ba1\u503c\u3001\u6807\u51c6\u8bef\u5dee\u3001Wald\u7edf\u8ba1\u91cf\u548cp\u503c\u7b49\u4fe1\u606f\u3002\u901a\u8fc7\u68c0\u9a8c\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u5224\u65ad\u7ebf\u6027\u7ea6\u675f\u662f\u5426\u6210\u7acb\uff0c\u4ee5\u8bc4\u4f30\u6a21\u578b\u4e2d\u7cfb\u6570\u7684\u7ea6\u675f\u5173\u7cfb\u3002<\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;text-align: center;\">\n<section style=\"padding: 3px;display: inline-block;border-bottom-width: 5px;border-bottom-style: solid;border-bottom-color: rgb(251, 152, 144);\">\n<p><strong>lrtest()<\/strong><\/p>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><strong>\u51fd\u6570\u8bed\u6cd5\u5982\u4e0b\uff1a<\/strong><\/p>\n<p>lrtest(model1, model2, …)<\/p>\n<p><br \/><\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">library(lmtest)<\/span><\/code><code><span class=\"code-snippet_outer\">model1 <- lm(mpg ~ cyl + disp + hp, data = mtcars)<\/span><\/code><code><span class=\"code-snippet_outer\">model2 <- lm(mpg ~ cyl + disp, data = mtcars)<\/span><\/code><code><span class=\"code-snippet_outer\">lrtest(model1, model2)<\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.4522058823529412\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_PH8bSn4rXffM6K44qfsLb0pcxLBNzg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEXjjmsEC5aXz0RE4be2ib1fJCe4tW9pTuZ1Yic8EDnTproibkvPH8bSn4rXffM6K44qfsLb0pcxLBNzg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"544\" style=\"vertical-align: middle;width: 0px;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u5728\u4e0a\u8ff0\u793a\u4f8b\u4e2d\uff0c\u9996\u5148\u52a0\u8f7d\u4e86lmtest\u5305\uff0c\u7136\u540e\u4f7f\u7528lm()\u51fd\u6570\u5206\u522b\u62df\u5408\u4e86\u4e24\u4e2a\u5d4c\u5957\u7684\u7ebf\u6027\u56de\u5f52\u6a21\u578bmodel1\u548cmodel2\u3002\u5176\u4e2d\uff0cmodel2\u662fmodel1\u7684\u5d4c\u5957\u6a21\u578b\uff0c\u5373model2\u662f\u5728model1\u7684\u57fa\u7840\u4e0a\u53bb\u9664\u4e86hp\u53d8\u91cf\u3002<\/p>\n<p><br \/><\/p>\n<p>\u7136\u540e\uff0c\u4f7f\u7528lrtest()\u51fd\u6570\u5bf9\u8fd9\u4e24\u4e2a\u6a21\u578b\u8fdb\u884cLR\u68c0\u9a8c\u3002\u51fd\u6570\u5c06\u8ba1\u7b97LR\u7edf\u8ba1\u91cf\u3001\u81ea\u7531\u5ea6\u548c\u76f8\u5e94\u7684p\u503c\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u5305\u542b\u68c0\u9a8c\u7ed3\u679c\u7684\u8868\u683c\u3002\u901a\u8fc7\u68c0\u9a8c\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u5224\u65ad\u4e24\u4e2a\u5d4c\u5957\u6a21\u578b\u7684\u62df\u5408\u4f18\u5ea6\u662f\u5426\u6709\u663e\u8457\u5dee\u5f02\uff0c\u4ee5\u5224\u65ad\u6a21\u578b\u662f\u5426\u80fd\u591f\u66f4\u597d\u5730\u89e3\u91ca\u6570\u636e\u3002<\/p>\n<p><br \/><\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fdb\u884cLR\u68c0\u9a8c\u7684\u4e24\u4e2a\u6a21\u578b\u5fc5\u987b\u662f\u5d4c\u5957\u7684\uff0c\u5373\u7b2c\u4e8c\u4e2a\u6a21\u578b\u662f\u5728\u7b2c\u4e00\u4e2a\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u6dfb\u52a0\u6216\u5220\u9664\u4e86\u4e00\u4e9b\u81ea\u53d8\u91cf\u3002<\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;text-align: center;\">\n<section style=\"padding: 3px;display: inline-block;border-bottom-width: 5px;border-bottom-style: solid;border-bottom-color: rgb(251, 152, 144);\">\n<p><strong>resettest()<\/strong><\/p>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><strong>\u51fd\u6570\u8bed\u6cd5\u5982\u4e0b\uff1a<\/strong><\/p>\n<p>resettest(model, power = NULL, type = c(“regressor”, “power”, “linear”), …)<\/p>\n<p><br \/><\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">library(lmtest)<\/span><\/code><code><span class=\"code-snippet_outer\">model <- lm(mpg ~ cyl + disp + hp, data = mtcars)<\/span><\/code><code><span class=\"code-snippet_outer\">resettest(model)<\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.1890547263681592\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_WdxbBK0hmkadbDQeWVBoCa2CqPcbkg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEXjjmsEC5aXz0RE4be2ib1fJ82tsiaw5qcU06yrG2lG4KrQ8xWdxbBK0hmkadbDQeWVBoCa2CqPcbkg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"804\" style=\"vertical-align: middle;width: 0px;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u5728\u4e0a\u8ff0\u793a\u4f8b\u4e2d\uff0c\u9996\u5148\u52a0\u8f7d\u4e86lmtest\u5305\uff0c\u7136\u540e\u4f7f\u7528lm()\u51fd\u6570\u62df\u5408\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u3002<\/p>\n<p><br \/><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u4f7f\u7528resettest()\u51fd\u6570\u5bf9\u8be5\u6a21\u578b\u8fdb\u884cRESET\u68c0\u9a8c\uff0c\u9ed8\u8ba4\u4e3a\u5c1d\u8bd5\u4e0d\u540c\u7684\u5e42\u6b21\u53d8\u6362\u3002\u51fd\u6570\u5c06\u6839\u636e\u7ed9\u5b9a\u7684\u5e42\u6b21\u53d8\u6362\u548c\u68c0\u9a8c\u7c7b\u578b\u8ba1\u7b97RESET\u7edf\u8ba1\u91cf\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u5305\u542b\u68c0\u9a8c\u7ed3\u679c\u7684\u8868\u683c\u3002\u901a\u8fc7\u68c0\u9a8c\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u5224\u65ad\u6a21\u578b\u662f\u5426\u5b58\u5728\u9057\u6f0f\u7684\u975e\u7ebf\u6027\u9879\uff0c\u4ee5\u8bc4\u4f30\u6a21\u578b\u7684\u51fd\u6570\u5f62\u5f0f\u662f\u5426\u6b63\u786e\u3002<\/p>\n<p><br \/><\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cRESET\u68c0\u9a8c\u53ef\u4ee5\u6839\u636e\u6307\u5b9a\u7684\u5e42\u6b21\u53d8\u6362\u548c\u68c0\u9a8c\u7c7b\u578b\u8fdb\u884c\u4e0d\u540c\u7684\u68c0\u9a8c\u3002\u6839\u636e\u5177\u4f53\u7684\u9700\u6c42\uff0c\u53ef\u4ee5\u5728\u51fd\u6570\u8c03\u7528\u4e2d\u6307\u5b9a\u76f8\u5e94\u7684\u53c2\u6570\uff0c\u4f8b\u5982\u6307\u5b9apower\u53c2\u6570\u4e3a\u7279\u5b9a\u7684\u5e42\u6b21\u53d8\u6362\uff0c\u6307\u5b9atype\u53c2\u6570\u4e3a\u7279\u5b9a\u7684\u68c0\u9a8c\u7c7b\u578b\u3002<\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;text-align: center;\">\n<section style=\"padding: 3px;display: inline-block;border-bottom-width: 5px;border-bottom-style: solid;border-bottom-color: rgb(251, 152, 144);\">\n<p><strong>bptest()<\/strong><\/p>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><strong>\u51fd\u6570\u8bed\u6cd5\u5982\u4e0b\uff1a<\/strong><\/p>\n<p>bptest(model, …)<\/p>\n<p><br \/><\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">library(lmtest)<\/span><\/code><code><span class=\"code-snippet_outer\">model <- lm(mpg ~ cyl + disp + hp, data = mtcars)<\/span><\/code><code><span class=\"code-snippet_outer\">bptest(model)<\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.2508833922261484\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_30sibZGLZaVqz855VwhJ1asdo8wuUg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEXjjmsEC5aXz0RE4be2ib1fJ1g1j7YTpLAVAPQWAHOgf1O5vE30sibZGLZaVqz855VwhJ1asdo8wuUg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"566\" style=\"vertical-align: middle;width: 0px;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u5728\u4e0a\u8ff0\u793a\u4f8b\u4e2d\uff0c\u9996\u5148\u52a0\u8f7d\u4e86lmtest\u5305\uff0c\u7136\u540e\u4f7f\u7528lm()\u51fd\u6570\u62df\u5408\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u3002<\/p>\n<p><br \/><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u4f7f\u7528bptest()\u51fd\u6570\u5bf9\u8be5\u6a21\u578b\u8fdb\u884c\u5f02\u65b9\u5dee\u68c0\u9a8c\u3002\u51fd\u6570\u5c06\u8ba1\u7b97Breusch-Pagan-Godfrey\u7edf\u8ba1\u91cf\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u5305\u542b\u68c0\u9a8c\u7ed3\u679c\u7684\u8868\u683c\u3002\u901a\u8fc7\u68c0\u9a8c\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u5224\u65ad\u6a21\u578b\u4e2d\u662f\u5426\u5b58\u5728\u5f02\u65b9\u5dee\u95ee\u9898\uff0c\u4ee5\u8bc4\u4f30\u6a21\u578b\u7684\u5408\u7406\u6027\u3002<\/p>\n<p><br \/><\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cbptest()\u51fd\u6570\u5047\u8bbe\u5f02\u65b9\u5dee\u7684\u5f62\u5f0f\u4e3a\u7ebf\u6027\u5f62\u5f0f\u3002\u5982\u679c\u5b58\u5728\u5176\u4ed6\u5f62\u5f0f\u7684\u5f02\u65b9\u5dee\uff0c\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u5176\u4ed6\u65b9\u6cd5\u6216\u8fdb\u884c\u76f8\u5e94\u7684\u8f6c\u6362\u6765\u5904\u7406\u5f02\u65b9\u5dee\u95ee\u9898\u3002<\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;text-align: center;\">\n<section style=\"padding: 3px;display: inline-block;border-bottom-width: 5px;border-bottom-style: solid;border-bottom-color: rgb(251, 152, 144);\">\n<p><strong>dwtest()<\/strong><\/p>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><strong>\u51fd\u6570\u8bed\u6cd5\u5982\u4e0b\uff1a<\/strong><\/p>\n<p>dwtest(model, alternative = c(“two.sided”, “less”, “greater”), …)<\/p>\n<p><br \/><\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">library(lmtest)<\/span><\/code><code><span class=\"code-snippet_outer\">model <- lm(mpg ~ cyl + disp + hp, data = mtcars)<\/span><\/code><code><span class=\"code-snippet_outer\">dwtest(model)<\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.19913419913419914\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_iaXIltyGwtytUJqHZAuAST8fE6gicQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEXjjmsEC5aXz0RE4be2ib1fJSdWkTWBD0hEdqEXibrFAiahGeHFBiaXIltyGwtytUJqHZAuAST8fE6gicQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"924\" style=\"vertical-align: middle;width: 0px;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u5728\u4e0a\u8ff0\u793a\u4f8b\u4e2d\uff0c\u9996\u5148\u52a0\u8f7d\u4e86lmtest\u5305\uff0c\u7136\u540e\u4f7f\u7528lm()\u51fd\u6570\u62df\u5408\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u3002<\/p>\n<p><br \/><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u4f7f\u7528dwtest()\u51fd\u6570\u5bf9\u8be5\u6a21\u578b\u8fdb\u884cDurbin-Watson\u68c0\u9a8c\u3002\u51fd\u6570\u5c06\u8ba1\u7b97Durbin-Watson\u7edf\u8ba1\u91cf\uff0c\u5e76\u6839\u636e\u5907\u62e9\u5047\u8bbe\u7684\u7c7b\u578b\u8fd4\u56de\u4e00\u4e2a\u5305\u542b\u68c0\u9a8c\u7ed3\u679c\u7684\u8868\u683c\u3002\u901a\u8fc7\u68c0\u9a8c\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u5224\u65ad\u6a21\u578b\u7684\u6b8b\u5dee\u662f\u5426\u5b58\u5728\u81ea\u76f8\u5173\uff0c\u4ee5\u8bc4\u4f30\u6a21\u578b\u7684\u5408\u7406\u6027\u3002<\/p>\n<p><br \/><\/p>\n<p>Durbin-Watson\u7edf\u8ba1\u91cf\u7684\u53d6\u503c\u8303\u56f4\u4e3a0\u52304\u3002\u5f53DW\u7edf\u8ba1\u91cf\u63a5\u8fd12\u65f6\uff0c\u8868\u793a\u6b8b\u5dee\u4e0d\u5b58\u5728\u81ea\u76f8\u5173\uff1b\u5f53DW\u7edf\u8ba1\u91cf\u63a5\u8fd10\u62164\u65f6\uff0c\u8868\u793a\u5b58\u5728\u6b63\u5411\u6216\u8d1f\u5411\u81ea\u76f8\u5173\uff1b\u5f53DW\u7edf\u8ba1\u91cf\u63a5\u8fd11.5\u62162.5\u65f6\uff0c\u8868\u793a\u5b58\u5728\u66f4\u4e25\u91cd\u7684\u81ea\u76f8\u5173\u3002<\/p>\n<p><br \/><\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cDurbin-Watson\u68c0\u9a8c\u5bf9\u4e8e\u68c0\u6d4b\u4e00\u9636\u81ea\u76f8\u5173\u662f\u6709\u6548\u7684\uff0c\u5bf9\u4e8e\u66f4\u9ad8\u9636\u7684\u81ea\u76f8\u5173\u53ef\u80fd\u4e0d\u9002\u7528\u3002\u5982\u679c\u6000\u7591\u5b58\u5728\u66f4\u9ad8\u9636\u7684\u81ea\u76f8\u5173\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u5176\u4ed6\u65b9\u6cd5\u8fdb\u884c\u68c0\u9a8c\u3002<\/p>\n<p><br \/><\/p>\n<p>\u4ee5\u4e0a\u5c31\u662f\u5bf9lmtest\u7684\u7b80\u5355\u4ecb\u7ecd\u5566\uff0c\u5176\u5b9elmtest\u8fd9\u4e2a\u8bed\u8a00\u5305\u5728\u7edf\u8ba1\u6570\u636e\u6a21\u578b\u4e2d\u5f88\u5e38\u89c1\uff0c\u56e0\u4e3a\u662f\u5206\u6790\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u7684\u5fc5\u5907\u516c\u5f0f\uff0c\u6240\u4ee5\u5927\u5bb6\u8981\u591a\u591a\u8fd0\u7528\u5230\u751f\u6d3b\u7684\u5b9e\u8df5\u548c\u5b66\u4e60\u5f53\u4e2d\u3002<\/p>\n<p><br \/><\/p>\n<p>\u5c0f\u4f19\u4f34\u4eec\uff0c\u4eca\u5929\u6709\u6ca1\u6709\u5b66\u5230\u65b0\u77e5\u8bc6\u5462\uff0c\u60f3\u8981\u7ee7\u7eed\u4e86\u89e3R\u8bed\u8a00\u5185\u5bb9\u53ef\u4ee5\u6301\u7eed\u5173\u6ce8\u5c0f\u5e08\u59b9\u54e6\uff5e\uff5e\u6216\u8005\u4e5f\u53ef\u4ee5\u5173\u6ce8\u6211\u4eec\u7684\u5b98\u7f51\u4e5f\u4f1a\u6301\u7eed\u66f4\u65b0\u7684\u54e6\uff5e http:\/\/www.biocloudservice.com\/home.html<\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;justify-content: center;display: flex;flex-flow: row nowrap;margin-top: 10px;margin-bottom: 10px;\">\n<section style=\"display: inline-block;vertical-align: middle;width: auto;flex: 100 100 0%;height: auto;align-self: center;margin-right: 10px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;\">\n<section style=\"background-color: rgb(249, 172, 172);height: 1px;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 0 0 auto;min-width: 5%;height: auto;border-width: 1px;border-style: solid;border-color: rgb(249, 172, 172);padding-right: 8px;padding-left: 8px;margin-right: 10px;\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;color: rgb(249, 172, 172);\">\n<p>E<\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 0 0 auto;min-width: 5%;height: auto;border-width: 1px;border-style: solid;border-color: rgb(249, 172, 172);padding-right: 8px;padding-left: 8px;margin-right: 10px;\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;color: rgb(249, 172, 172);\">\n<p>N<\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 0 0 auto;min-width: 5%;height: auto;border-width: 1px;border-style: solid;border-color: rgb(249, 172, 172);padding-right: 8px;padding-left: 8px;margin-right: 10px;\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;color: rgb(249, 172, 172);\">\n<p>D<\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 100 100 0%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;\">\n<section style=\"background-color: rgb(249, 172, 172);height: 1px;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center;margin-bottom: 24px;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.5555555555555556\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_akXKU5NcO1KwuWc1Rk7ZJ56LC2pYrQ-3.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEXjjmsEC5aXz0RE4be2ib1fJPnBD8yX0Z6OF2zocd2ngHpLOakXKU5NcO1KwuWc1Rk7ZJ56LC2pYrQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"900\" style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<p style=\"text-align: center;margin-bottom: 24px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzAwNjE0MDY3MQ==&mid=2650762044&idx=2&sn=c74f81e91cadd166adc7168dec9891ed&chksm=831a2cacb46da5ba75c42a1b82fd9e84a5e56b7f87d980fc30886f97ff466d41a36afe405420&scene=21#wechat_redirect\" textvalue=\"\u4f60\u5df2\u9009\u4e2d\u4e86\u6dfb\u52a0\u94fe\u63a5\u7684\u5185\u5bb9\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"1\" rel=\"noopener\"><span class=\"js_jump_icon h5_image_link\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.35083798882681566\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_LzaFJVwzzLgfnj6Qf8lBiaTR4Pziag.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/oCSOtP61aEUEOPhTDbhztaU7davdEP2YWOAtToI143Aic2TkkStosJ9iahcnLzaFJVwzzLgfnj6Qf8lBiaTR4Pziag\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"895\" style=\"\" data-recalc-dims=\"1\" \/><\/span><\/a><\/p>\n<p style=\"display: none;margin-bottom: 24px;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<p><\/content>\n<\/div>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u5206\u949f\u5e26\u4f60\u4e86\u89e3R\u8bed\u8a00\u5305\u201clmtest\u201d \u5c0f\u5e08\u59b9  \u751f\u4fe1\u679c  2023- […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":""},"categories":[1],"tags":[],"jetpack_featured_media_url":"","_links":{"self":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55651"}],"collection":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=55651"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55651\/revisions"}],"predecessor-version":[{"id":55660,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55651\/revisions\/55660"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=55651"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=55651"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=55651"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}