{"id":60418,"date":"2024-06-17T11:23:17","date_gmt":"2024-06-17T03:23:17","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=60418"},"modified":"2024-06-17T11:23:17","modified_gmt":"2024-06-17T03:23:17","slug":"%e8%a7%a3%e9%94%81%e7%94%9f%e7%89%a9%e6%95%b0%e6%8d%ae%e7%9a%84%e6%97%a0%e9%99%90%e5%a5%a5%e7%a7%98%ef%bc%9aimifa%e6%96%b9%e6%b3%95%e7%9a%84%e6%8e%a2%e7%b4%a2%e4%b8%8e%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=60418","title":{"rendered":"\u89e3\u9501\u751f\u7269\u6570\u636e\u7684\u65e0\u9650\u5965\u79d8\uff1aIMIFA\u65b9\u6cd5\u7684\u63a2\u7d22\u4e0e\u5e94\u7528"},"content":{"rendered":"<p><html><br \/>\n<head><br \/>\n<title><\/title><br \/>\n<meta charset=\"utf-8\"><br \/>\n<meta name=\"viewport\" 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class=\"rich_media_meta rich_media_meta_text\">\u5c0f\u679c&nbsp;&nbsp;<\/span><span class=\"rich_media_meta rich_media_meta_nickname\" id=\"profileBt\"><a href=\"javascript:void(0);\" class=\"wx_tap_link js_wx_tap_highlight weui-wa-hotarea\" id=\"js_name\">\u751f\u4fe1\u679c&nbsp;&nbsp;<\/a><\/span><em id=\"publish_time\" class=\"rich_media_meta rich_media_meta_text\">2023-10-25 19:00:20<\/em><\/div>\n<p><content><\/p>\n<div class=\"topic\">\n<p>\u6536\u5f55\u4e8e\u8bdd\u9898<\/p>\n<p><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&#038;action=getalbum&#038;album_id=2812010014583390210#wechat_redirect\" title=\"R\u4ee3\u7801\" target=\"_blank\" rel=\"noopener\">#R\u4ee3\u7801<\/a><\/p>\n<\/div>\n<p data-mpa-powered-by=\"yiban.io\"><span style=\"font-size: 14px;\">\u5927\u5bb6\u597d\uff0c\u5c0f\u679c\u53c8\u548c\u5927\u5bb6\u89c1\u9762\u4e86\u3002\u5927\u5bb6\u90fd\u77e5\u9053\u56e0\u5b50\u5206\u6790\u6a21\u578b\uff08FA\uff1aFactor Analysers\uff09\u53ef\u4ee5\u7528\u6765\u5bf9\u6570\u636e\u8fdb\u884c\u63a2\u7d22\u6027\u5206\u6790\uff0c\u63a2\u7d22\u6570\u636e\u7684\u6f5c\u5728\u7ed3\u6784\uff0c\u4e5f\u53ef\u4ee5\u7528\u6765\u505a\u805a\u7c7b\u7b49\u6709\u8da3\u7684\u65e0\u76d1\u7763\u5b66\u4e60\u4efb\u52a1\u3002\u4f46\u662f\u56e0\u5b50\u5206\u6790\u6a21\u578b\u6709\u4e2a\u6f5c\u5728\u7684\u95ee\u9898\uff0c\u90a3\u5c31\u662f\u6211\u4eec\u8981\u4e8b\u5148\u786e\u5b9a\u6f5c\u5728\u56e0\u5b50\u7684\u4e2a\u6570\uff0c\u8fd9\u5f80\u5f80\u662f\u975e\u5e38\u56f0\u96be\u7684\uff0c\u6240\u4ee5\u7814\u7a76\u8005\u4eec\u5f00\u53d1\u51fa\u4e86\u4e00\u79cd\u9488\u5bf9\u8be5\u95ee\u9898\u7684\u9ad8\u6548\u89e3\u51b3\u65b9\u6cd5\u2014\u2014IMIFA\u3002<\/span><\/p>\n<p><span style=\"font-size: 14px;\">IMIFA\uff08Infinite Mixtures of Infinite Factor Analysers\uff09\u65b9\u6cd5\u662f\u4e00\u79cd\u7528\u4e8e\u6570\u636e\u805a\u7c7b\u548c\u964d\u7ef4\u7684\u8d1d\u53f6\u65af\u975e\u53c2\u6570\u6a21\u578b\uff0c\u5b83\u7ed3\u5408\u4e86\u56e0\u5b50\u5206\u6790\u6a21\u578b\u548c\u805a\u7c7b\u5206\u6790\u6a21\u578b\u3002\u8fd9\u4e2a\u65b9\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5728\u4e0d\u9700\u8981\u9884\u5148\u786e\u5b9a\u805a\u7c7b\u6570\u91cf\u548c\u6f5c\u5728\u56e0\u5b50\u6570\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u81ea\u52a8\u5730\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u8fd9\u4e9b\u4fe1\u606f\u3002\u8fd9\u5c31\u4e3a\u6211\u4eec\u7684\u5efa\u6a21\u63d0\u4f9b\u4e86\u4e00\u79cd\u7b80\u4fbf\u81ea\u52a8\u5316\u7684\u9ad8\u6548\u65b9\u6cd5\u3002<\/span><span style=\"text-align: center;font-size: var(--articleFontsize);letter-spacing: 0.034em;\"><\/span><\/p>\n<p><span style=\"font-size: 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14px;\">\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u4f1a\u5728\u4e0d\u540c\u7684\u805a\u7c7b\u6570\u91cf\u548c\u56e0\u5b50\u6570\u91cf\u8303\u56f4\u5185\u8fd0\u884cFA\u6216MFA\u6a21\u578b\uff0c\u5e76\u9009\u62e9\u6700\u4f18\u5316\u67d0\u4e9b\u6a21\u578b\u9009\u62e9\u6807\u51c6\u7684\u7ec4\u5408\u3002IMIFA\u5219\u901a\u8fc7\u81ea\u52a8\u9009\u62e9\u805a\u7c7b\u6570\u91cf\u548c\/\u6216\u7279\u5b9a\u4e8e\u805a\u7c7b\u7684\u6f5c\u5728\u56e0\u5b50\uff0c\u5b9e\u73b0\u4e86\u57fa\u4e8e\u8d1d\u53f6\u65af\u975e\u53c2\u6570\u6a21\u578b\u7684\u805a\u7c7b\uff0c\u4f7f\u7528\u56e0\u5b50\u5206\u6790\u534f\u65b9\u5dee\u7ed3\u6784\uff0c\u65e0\u9700\u4f7f\u7528\u6a21\u578b\u9009\u62e9\u6807\u51c6\u3002<\/span><\/p>\n<p><span style=\"font-size: 14px;\">IMIFA\u6a21\u578b\u7684\u4e3b\u8981\u7279\u70b9\u5305\u62ec\u56e0\u5b50\u8f7d\u8377\u7684\u4e58\u6cd5Gamma\u8fc7\u7a0b\u7f29\u5c0f\u5148\u9a8c\uff0c\u5141\u8bb8\u7406\u8bba\u4e0a\u65e0\u9650\u591a\u4e2a\u56e0\u5b50\uff08\u8fd9\u4e5f\u53ef\u4ee5\u5728MIFA\u73af\u5883\u4e2d\u4f7f\u7528\uff0c\u4f8b\u5982\uff0c\u5176\u4e2d\u805a\u7c7b\u6570\u91cf\u56fa\u5b9a\u4f46\u7279\u5b9a\u4e8e\u805a\u7c7b\u7684\u56e0\u5b50\u88ab\u4f30\u8ba1\uff09\uff0c\u81ea\u9002\u5e94Gibbs\u91c7\u6837\u5668\u52a8\u6001\u622a\u65ad\u65e0\u9650\u8f7d\u8377\u77e9\u9635\uff0c\u4ee5\u53ca\u4f7f\u7528\u5207\u7247\u9ad8\u6548\u62bd\u6837\u7684Dirichlet\u8fc7\u7a0b\u5148\u9a8c\uff0c\u5141\u8bb8\u7406\u8bba\u4e0a\u65e0\u9650\u591a\u4e2a\u805a\u7c7b\u3002\u8fd8\u63d0\u4f9b\u4e86\u5de5\u5177\uff0c\u7528\u4e8e\u83b7\u53d6\u8fd9\u4e9b\u5148\u9a8c\u7684\u5408\u7406\u8d85\u53c2\u6570\u3002<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\uff0cIMIFA\u65b9\u6cd5\u53ef\u4ee5\u7528\u4e8e\u5904\u7406\u590d\u6742\u7684\u751f\u7269\u6570\u636e\uff0c\u4f8b\u5982\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u3001\u86cb\u767d\u8d28\u4e92\u4f5c\u7f51\u7edc\u3001\u57fa\u56e0\u7ec4\u5b66\u6570\u636e\u7b49\u3002\u4ee5\u4e0b\u662f\u5c06IMIFA\u65b9\u6cd5\u5e94\u7528\u4e8e\u751f\u7269\u4fe1\u606f\u5b66\u7684\u4e00\u4e9b\u5173\u952e\u70b9\uff1a<\/span><\/p>\n<ol class=\"list-paddingleft-1\">\n<li style=\"font-size: 14px;\">\n<p><span style=\"font-size: 14px;\"><strong>\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u7684\u805a\u7c7b\uff1a<\/strong> \u5bf9\u4e8e\u57fa\u56e0\u8868\u8fbe\u6570\u636e\uff0cIMIFA\u53ef\u4ee5\u7528\u4e8e\u8bc6\u522b\u4e0d\u540c\u7684\u57fa\u56e0\u8868\u8fbe\u6a21\u5f0f\uff0c\u800c\u65e0\u9700\u9884\u5148\u8bbe\u5b9a\u57fa\u56e0\u7c07\u7684\u6570\u91cf\u3002\u8fd9\u5bf9\u4e8e\u53d1\u73b0\u4e0d\u540c\u7684\u751f\u7269\u5b66\u5b50\u7fa4\uff08\u4f8b\u5982\uff0c\u5728\u80bf\u7624\u4e2d\u8bc6\u522b\u4e0d\u540c\u7684\u5206\u5b50\u4e9a\u578b\uff09\u975e\u5e38\u6709\u7528\u3002<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;\">\n<p><span style=\"font-size: 14px;\"><strong>\u529f\u80fd\u6ce8\u91ca\u548c\u901a\u8def\u5206\u6790\uff1a<\/strong> IMIFA\u53ef\u4ee5\u7528\u4e8e\u5c06\u57fa\u56e0\u7ec4\u5b66\u6570\u636e\uff08\u5982\u57fa\u56e0-\u57fa\u56e0\u4e92\u4f5c\u7f51\u7edc\u6216\u57fa\u56e0\u8868\u8fbe\u8c31\uff09\u4e2d\u7684\u57fa\u56e0\u5206\u7ec4\u5230\u5177\u6709\u76f8\u4f3c\u529f\u80fd\u6216\u53c2\u4e0e\u76f8\u4f3c\u751f\u7269\u5b66\u901a\u8def\u7684\u7c07\u4e2d\u3002\u8fd9\u6709\u52a9\u4e8e\u63ed\u793a\u751f\u7269\u5b66\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u8c03\u63a7\u6a21\u5757\u548c\u901a\u8def\u3002<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;\">\n<p><span style=\"font-size: 14px;\"><strong>\u86cb\u767d\u8d28\u4e92\u4f5c\u7f51\u7edc\u5206\u6790\uff1a<\/strong> \u5728\u7814\u7a76\u86cb\u767d\u8d28\u4e92\u4f5c\u7f51\u7edc\u65f6\uff0cIMIFA\u53ef\u4ee5\u5e2e\u52a9\u8bc6\u522b\u5177\u6709\u76f8\u4f3c\u7ed3\u6784\u6216\u529f\u80fd\u7684\u86cb\u767d\u8d28\u7c07\u3002\u8fd9\u6709\u52a9\u4e8e\u7406\u89e3\u86cb\u767d\u8d28\u76f8\u4e92\u4f5c\u7528\u7f51\u7edc\u7684\u6a21\u5757\u5316\u7ed3\u6784\u3002<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;\">\n<p><span style=\"font-size: 14px;\"><strong>\u964d\u7ef4\u548c\u53ef\u89c6\u5316\uff1a<\/strong> IMIFA\u8fd8\u53ef\u4ee5\u7528\u4e8e\u5c06\u9ad8\u7ef4\u751f\u7269\u6570\u636e\u964d\u7ef4\u5230\u66f4\u4f4e\u7ef4\u5ea6\uff0c\u4ee5\u4fbf\u4e8e\u53ef\u89c6\u5316\u548c\u89e3\u91ca\u3002\u901a\u8fc7\u81ea\u52a8\u786e\u5b9a\u6f5c\u5728\u56e0\u5b50\u6570\u91cf\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u6355\u83b7\u6570\u636e\u7684\u7ed3\u6784\u3002<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;\">\n<p><span style=\"font-size: 14px;\"><strong>\u4e0d\u786e\u5b9a\u6027\u5efa\u6a21\uff1a<\/strong> IMIFA\u65b9\u6cd5\u8fd8\u5141\u8bb8\u5728\u805a\u7c7b\u548c\u56e0\u5b50\u5206\u6790\u4e2d\u5efa\u6a21\u4e0d\u786e\u5b9a\u6027\uff0c\u8fd9\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u56e0\u4e3a\u751f\u7269\u5b66\u6570\u636e\u901a\u5e38\u5177\u6709\u566a\u58f0\u548c\u4e0d\u786e\u5b9a\u6027\u3002<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;\">\n<p><span style=\"font-size: 14px;\"><strong>\u2026\u2026<\/strong><\/span><\/p>\n<\/li>\n<\/ol>\n<p><span style=\"font-size: 14px;\">IMIFA\u65b9\u6cd5\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u590d\u6742\u7684\u9ad8\u7ef4\u751f\u7269\u6570\u636e\u65f6\uff0c\u5b83\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u81ea\u52a8\u5730\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u6f5c\u5728\u7ed3\u6784\u548c\u6a21\u5f0f\uff0c\u800c\u65e0\u9700\u4e8b\u5148\u7684\u5047\u8bbe\u6216\u53c2\u6570\u8bbe\u7f6e\u3002\u8fd9\u4f7f\u5f97\u5b83\u6210\u4e3a\u751f\u7269\u4fe1\u606f\u5b66\u7814\u7a76\u4e2d\u7684\u6709\u529b\u5de5\u5177\uff0c\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u7406\u89e3\u751f\u7269\u5b66\u7cfb\u7edf\u7684\u590d\u6742\u6027\u3002\u90a3\u4e48\u4e0b\u9762\uff0c\u5c31\u8ba9\u5c0f\u679c\u5e26\u5927\u5bb6\u63ed\u4e0bIMIFA\u65b9\u6cd5\u7684\u9762\u7eb1\u3002<\/span><\/p>\n<p><span style=\"font-size: 14px;\"><em style=\"font-size: 14px;letter-spacing: 0.578px;white-space: normal;color: rgb(178, 178, 178);\"><span style=\"font-size: 13px;text-decoration: underline;\">\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d\u201c111&#8243;,\u9886\u53d6\u4ee3\u7801\uff0c\u4ee3\u7801\u7f16\u53f7\uff1a231018<\/span><\/em><\/span><\/p>\n<h1><span style=\"font-size: 14px;\">\u4e0b\u8f7d\u5e76\u5bfc\u5165R\u5305<\/span><\/h1>\n<p><span style=\"font-size: 14px;\">IMIFA\u65b9\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u662f\u7ed3\u5408\u56e0\u5b50\u5206\u6790\u548c\u805a\u7c7b\u5206\u6790\uff0c\u4ee5\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u9690\u85cf\u6a21\u5f0f\u548c\u7ed3\u6784\u3002\u5b83\u4e0d\u4ec5\u80fd\u591f\u81ea\u52a8\u5730\u786e\u5b9a\u805a\u7c7b\u6570\u91cf\uff0c\u8fd8\u53ef\u4ee5\u5728\u6bcf\u4e2a\u805a\u7c7b\u4e2d\u81ea\u52a8\u4f30\u8ba1\u6f5c\u5728\u56e0\u5b50\u7684\u6570\u91cf\u3002\u8fd9\u4f7f\u5f97IMIFA\u65b9\u6cd5\u7279\u522b\u9002\u7528\u4e8e\u5904\u7406\u590d\u6742\u7684\u9ad8\u7ef4\u6570\u636e\uff0c\u5982\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u3001\u86cb\u767d\u8d28\u4e92\u4f5c\u7f51\u7edc\u7b49\u3002\u8981\u4f7f\u7528IMIFA\u65b9\u6cd5\uff0c\u6211\u4eec\u9700\u8981\u9996\u5148\u4e0b\u8f7d\u5e76\u5bfc\u5165R\u5305IMIFA\u3002<\/span><\/p>\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=\"php\"><code><span class=\"code-snippet_outer\">install.packages(\"devtools\")  <\/span><\/code><code><span class=\"code-snippet_outer\">devtools::install_github('Keefe-Murphy\/IMIFA')  <\/span><\/code><code><span class=\"code-snippet_outer\">library(IMIFA)<\/span><\/code><\/pre>\n<\/section>\n<h1><span style=\"font-size: 14px;\">\u6570\u636e\u51c6\u5907\u548c\u6a21\u578b\u62df\u5408<\/span><\/h1>\n<p><span style=\"font-size: 14px;\">\u8981\u4f7f\u7528IMIFA\u65b9\u6cd5\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u51c6\u5907\u6570\u636e\uff0c\u5e76\u4f7f\u7528<strong>mcmc_IMIFA()<\/strong>\u51fd\u6570\u62df\u5408\u6a21\u578b\u3002\u8fd9\u4e2a\u51fd\u6570\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684MCMC\u91c7\u6837\u5668\uff0c\u7528\u4e8e\u4f30\u8ba1\u6a21\u578b\u7684\u53c2\u6570\u548c\u9690\u53d8\u91cf\u3002\u8fd9\u4e2a\u51fd\u6570\u662fIMIFA\u65b9\u6cd5\u7684\u6838\u5fc3\uff0c\u63d0\u4f9b\u4e86\u81ea\u9002\u5e94\u7684Gibbs\/Metropolis-within-Gibbs\u91c7\u6837\u5668\uff0c\u7528\u4e8e\u975e\u53c2\u6570\u6a21\u578b\u7684\u57fa\u4e8e\u6a21\u578b\u7684\u805a\u7c7b\u3002\u5b83\u5141\u8bb8\u4f7f\u7528IMIFA\u7cfb\u5217\u6a21\u578b\u8fdb\u884c\u6a21\u578b\u57fa\u4e8e\u805a\u7c7b\uff0c\u5176\u4e2d\u5305\u62ec\u4e86\u56e0\u5b50\u5206\u6790\u3001\u6709\u9650\u6df7\u5408\u3001\u8fc7\u62df\u5408\u6df7\u5408\u4ee5\u53ca\u4f7f\u7528\u591a\u9879\u5f0fGamma\u8fc7\u7a0b\uff08MGP\uff09\u7f29\u5c0f\u5148\u9a8c\u7684\u65e0\u9650\u56e0\u5b50\u6a21\u578b\u7b49\u3002\u8be5\u51fd\u6570\u521b\u5efa\u4e86\u4e00\u4e2a&#8217;IMIFA&#8217;\u7c7b\u7684\u539f\u59cb\u5bf9\u8c61\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528get_IMIFA_results\u51fd\u6570\u4ece\u4e2d\u63d0\u53d6\u6700\u4f18\/\u6a21\u6001\u6a21\u578b\u3002\u5728\u6a21\u578b\u62df\u5408\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u4ee5\u6307\u5b9a\u5404\u79cd\u53c2\u6570\uff0c\u5982\u805a\u7c7b\u6570\u91cf\u3001\u6f5c\u5728\u56e0\u5b50\u6570\u91cf\u7b49\u3002<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u4f7f\u7528Mixture of Factor Analysers\u6a21\u578b\uff08MFA\uff09\u62df\u5408\u4e86\u4e00\u4e2a\u4ee5\u5355\u4f4d\u5c3a\u5ea6\u7684\u6a44\u6984\u6cb9\u6570\u636e\u3002\u53ef\u4ee5\u6839\u636e\u9700\u8981\u6307\u5b9a\u805a\u7c7b\u6570\u91cf\uff08range.G\uff09\u3001\u6f5c\u5728\u56e0\u5b50\u6570\u91cf\uff08range.Q\uff09\u7b49\u53c2\u6570\u3002\uff08\u5f53\u7136\uff0c\u5728IMIFA\u65b9\u6cd5\u4e2d\uff0c\u901a\u5e38\u53ef\u4ee5\u5ffd\u7565\uff09\u8fd8\u53ef\u4ee5\u9009\u62e9\u662f\u5426\u5bf9\u552f\u4e00\u6027\u8fdb\u884c\u7ea6\u675f\uff0c\u4ee5\u53ca\u662f\u5426\u5b58\u50a8\u6f5c\u5728\u56e0\u5b50\u5f97\u5206\u7b49\u3002n.iters\u6307\u5b9a\u4e86\u6700\u5927\u7684\u8fed\u4ee3\u6b21\u6570\uff0cverbose\u6307\u5b9a\u4e86\u662f\u5426\u9700\u8981\u6253\u5370\u8fdb\u5ea6\u3002<\/span><\/p>\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<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"php\"><code><span class=\"code-snippet_outer\"># \u51c6\u5907\u6570\u636e\uff08\u6a44\u6984\u6cb9\u6570\u636e\uff09    <\/span><\/code><code><span class=\"code-snippet_outer\">data(olive)    <\/span><\/code><code><span class=\"code-snippet_outer\">?mcmc_IMIFA  <\/span><\/code><code><span class=\"code-snippet_outer\"># \u62df\u5408IMIFA\u6a21\u578b    <\/span><\/code><code><span class=\"code-snippet_outer\">simMFA   &lt;- mcmc_IMIFA(olive, method=\"MFA\", n.iters=10000, range.G=3:6, range.Q=0:3, centering=FALSE,   <\/span><\/code><code><span class=\"code-snippet_outer\">                       scaling=\"unit\", uni.type=\"isotropic\", score.switch=FALSE)#MFA\u65b9\u6cd5\uff0c\u9700\u8981\u6307\u5b9a\u5f88\u591a\u53c2\u6570  <\/span><\/code><code><span class=\"code-snippet_outer\">simMIFA  &lt;- mcmc_IMIFA(olive, method=\"MIFA\", n.iters=10000, centering=TRUE,   <\/span><\/code><code><span class=\"code-snippet_outer\">                       range.G=1:3, z.init=\"kmeans\")#MIFA\u65b9\u6cd5\uff0c\u6307\u5b9a\u7684\u53c2\u6570\u8f83MFA\u7565\u5c11  <\/span><\/code><code><span class=\"code-snippet_outer\">simOMIFA &lt;- mcmc_IMIFA(olive, method=\"OMIFA\", n.iters=10000, range.G=10, learn.alpha=TRUE,  <\/span><\/code><code><span class=\"code-snippet_outer\">                       nu=3, alpha.d1=3.5, alpha.d2=7, prop=0.8, epsilon=0.01)#OMIFA\u65b9\u6cd5\uff0c\u6548\u679c\u8f83\u597d\uff0c\u4f46\u53c2\u6570\u8f83\u591a  <\/span><\/code><code><span class=\"code-snippet_outer\">simIMIFA &lt;- mcmc_IMIFA(olive, method=\"IMIFA\", n.iters=50000, verbose=TRUE)  #IMIFA\u65b9\u6cd5\uff0c\u63a8\u8350\u4f7f\u7528<\/span><\/code><\/pre>\n<\/section>\n<p><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.13518518518518519\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_g333EUibicK4PvAOreIVo7qXw8Oicg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAykBnUQkD3oVCjXDv2szbiaZ33E3pfv8FL3VppicPehO9zFA0Rdeg333EUibicK4PvAOreIVo7qXw8Oicg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\"  data-recalc-dims=\"1\" \/><\/p>\n<p><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5872093023255814\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_XJlrbWRyAFUQuGChKWXlmcmIXB6Obw.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAykBnUQkD3oVCjXDv2szbiaZ8wRQtBcI0NFo02z3vYfo0MOlXJlrbWRyAFUQuGChKWXlmcmIXB6Obw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"516\"  data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"font-size: 14px;\">\u6839\u636e\u5c0f\u679c\u7684\u8fd0\u884c\u7ed3\u679c\u53ef\u4ee5\u53d1\u73b0\uff0cIMIFA\u6a21\u578b\u7684\u8fd0\u884c\u65f6\u95f4\u8f83\u957f\uff0c\u53ef\u4ee5\u901a\u8fc7\u6539\u53d8\u8fed\u4ee3\u6b21\u6570\u6765\u8fdb\u884c\u8fd0\u884c\u65f6\u95f4\u7684\u7f29\u77ed\uff0c\u4f46\u662f\u76f8\u5bf9\u5e94\u7684\uff0c\u66f4\u5927\u7684\u8fed\u4ee3\u6b21\u6570\u610f\u5473\u7740\u66f4\u51c6\u786e\u7684\u7ed3\u679c\u3002<\/span><\/p>\n<h1><span style=\"font-size: 14px;\">\u63d0\u53d6\u5e76\u5206\u6790\u7ed3\u679c<\/span><\/h1>\n<p><span style=\"font-size: 14px;\">\u5728\u63d0\u53d6IMIFA\u6a21\u578b\u5bb6\u65cf\u4e2d\u7684\u6a21\u578b\u7ed3\u679c\u3001\u8fdb\u884c\u540e\u9a8c\u63a8\u65ad\u548c\u8ba1\u7b97\u6027\u80fd\u6307\u6807\u65f6\uff0c\u53ef\u4ee5\u5c06mcmc_IMIFA\u51fd\u6570\u7684\u8f93\u51fa\u4f20\u9012\u7ed9get_IMIFA_results()\u51fd\u6570\u3002\u8be5\u51fd\u6570\u53ef\u4ee5\u6839\u636e\u6211\u4eec\u9009\u62e9\u7684\u6a21\u578b\u9009\u62e9\u6807\u51c6\uff0c\u4eceMCMC\u6837\u672c\u4e2d\u627e\u5230\u6700\u4f18\u7684G\uff08\u805a\u7c7b\u6570\u91cf\uff09\u548cQ\uff08\u6bcf\u4e2a\u805a\u7c7b\u7684\u6f5c\u5728\u56e0\u5b50\u6570\u91cf\uff09\u7684\u7ec4\u5408\uff0c\u5e76\u51c6\u5907\u76f8\u5e94\u7684\u7ed3\u679c\u3002\u5982\u679c\u4e0a\u8ff0\u793a\u4f8b\u4e2d\u63d0\u4f9b\u4e86simMFA\u6a21\u578b\uff0c\u8be5\u51fd\u6570\u5c06\u627e\u5230\u6700\u4f18\u7684G\u548cQ\u503c\uff0c\u5e76\u51c6\u5907\u8be5\u6a21\u578b\u7684\u7ed3\u679c\u3002\u5982\u679c\u63d0\u4f9b\u4e86simIMIFA\u6a21\u578b\uff0c\u8be5\u51fd\u6570\u5c06\u627e\u5230G\u548c\u6bcf\u4e2aqg\uff08\u6bcf\u4e2a\u805a\u7c7b\u7684\u6f5c\u5728\u56e0\u5b50\u6570\u91cf\uff09\u7684\u6a21\u6001\u4f30\u8ba1\uff0c\u5e76\u76f8\u5e94\u5730\u51c6\u5907\u7ed3\u679c\u3002<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u8fd9\u4e2a\u51fd\u6570\u53ef\u4ee5\u4ee5\u8f83\u5c0f\u7684\u8ba1\u7b97\u6210\u672c\u91cd\u65b0\u8fd0\u884c\uff0c\u4ee5\u63d0\u53d6\u7531mcmc_IMIFA\u4f7f\u7528\u7684\u91c7\u6837\u5668\u63a2\u7d22\u7684\u4e0d\u540c\u6a21\u578b\uff0c\u800c\u65e0\u9700\u91cd\u65b0\u8fd0\u884c\u6a21\u578b\u672c\u8eab\u3002\u53ef\u4ee5\u8f7b\u677e\u751f\u6210\u4f7f\u7528\u4e0d\u540c\u805a\u7c7b\u6570\u91cf\u548c\u4e0d\u540c\u6f5c\u5728\u56e0\u5b50\u6570\u91cf\uff08\u5982\u679c\u6a21\u578b\u8bbf\u95ee\u4e86\u8fd9\u4e9b\u6570\u91cf\uff09\u6216\u4f7f\u7528\u4e0d\u540c\u6a21\u578b\u9009\u62e9\u6807\u51c6\uff08\u5982\u679c\u9700\u8981\uff09\u7684\u65b0\u7ed3\u679c\u5bf9\u8c61\u3002\u8be5\u51fd\u6570\u8fd8\u6267\u884c\u6807\u7b7e\u5207\u6362\u7684\u540e\u5904\u7406\u6821\u6b63\uff0c\u4ee5\u53ca\u540e\u5904\u7406\u7684Procrustes\u65cb\u8f6c\uff0c\u4ee5\u786e\u4fdd\u5408\u7406\u7684\u540e\u9a8c\u53c2\u6570\u4f30\u8ba1\uff0c\u8ba1\u7b97\u8bef\u5dee\u6307\u6807\uff0c\u5e76\u6784\u5efa\u53ef\u4fe1\u533a\u95f4\u3001\u5e73\u5747\u76f8\u4f3c\u77e9\u9635\u548c\u540e\u9a8c\u6df7\u6dc6\u77e9\u9635\u3002\u6b32\u4e86\u89e3\u6709\u5173\u5404\u79cd\u51fd\u6570\u53c2\u6570\u7684\u66f4\u591a\u5e2e\u52a9\uff0c\u8bf7\u952e\u5165<strong>?get_IMIFA_results<\/strong>\u4ee5\u67e5\u770b\u51fd\u6570\u7684\u5e2e\u52a9\u624b\u518c\u3002<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u5982\u679c\u6211\u4eec\u60f3\u9009\u62e9\u6700\u4f73\u7684MFA\u6a21\u578b\uff0c\u53ea\u9700\u952e\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/span><\/p>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"nginx\"><code><span class=\"code-snippet_outer\">resMFA &lt;- get_IMIFA_results(simMFA)<\/span><\/code><\/pre>\n<\/section>\n<p><span style=\"font-size: 14px;\">\u5982\u679c\u6211\u4eec\u60f3\u8981\u63a2\u7d223\u4e2a\u805a\u7c7b\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u5e0c\u671b\u901a\u8fc7\u5176\u4ed6\u6807\u51c6\u9009\u62e9\u6f5c\u5728\u56e0\u5b50\u6570\u91cf\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/span><\/p>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"xml\"><code><span class=\"code-snippet_outer\">resMFA2 &lt;- get_IMIFA_results(simMFA, G=3, criterion=\"aic.mcmc\")<\/span><\/code><\/pre>\n<\/section>\n<p><span style=\"font-size: 14px;\">\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u4ece\u4e0a\u9762\u7684IMIFA\u8fd0\u884c\u4e2d\u63d0\u53d6\u7ed3\u679c\uff0c\u4ee5\u4fbf\u540e\u7eed\u8fdb\u884c\u8be6\u7ec6\u7684\u53ef\u89c6\u5316\u5206\u6790\u3002\u5c3d\u7ba1IMIFA\u6a21\u578b\u4e0d\u9700\u8981\u6a21\u578b\u9009\u62e9\u6807\u51c6\uff0c\u4f46\u63d0\u53d6\u7ed3\u679c\u7684\u8bed\u6cd5\u4e0e\u524d\u9762\u7684\u793a\u4f8b\u5b8c\u5168\u76f8\u540c\u3002\u4e0d\u8fc7\uff0c\u8fd9\u6b21\u8fd8\u901a\u8fc7\u8ba1\u7b97N*N\u76f8\u4f3c\u5ea6\u77e9\u9635\u7684\u5e73\u5747\u503c\u6765\u603b\u7ed3\u805a\u7c7b\u60c5\u51b5\uff0c\u4ee5\u4fbf\u7a0d\u540e\u8fdb\u884c\u53ef\u89c6\u5316\u3002<\/span><\/p>\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=\"objectivec\"><code><span class=\"code-snippet_outer\">#\u63d0\u53d6\u7ed3\u679c  <\/span><\/code><code><span class=\"code-snippet_outer\">resIMIFA &lt;- get_IMIFA_results(simIMIFA, z.avgsim=TRUE)  <\/span><\/code><code><span class=\"code-snippet_outer\">summary(resIMIFA, MAP=TRUE)<\/span><\/code><\/pre>\n<\/section>\n<p><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.11944444444444445\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_W5ictKTlQVtIvWgy2iciaTvNQjFmXA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAykBnUQkD3oVCjXDv2szbiaZVWYQuJRvbvglbjNPtXvcic5srF1QW5ictKTlQVtIvWgy2iciaTvNQjFmXA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\"  data-recalc-dims=\"1\" \/><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">\u7ed3\u679c\u53ef\u89c6\u5316<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><span style=\"font-size: 14px;letter-spacing: 0.034em;\"><\/span><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;\">\u5728\u8fd9\u4e00\u90e8\u5206\uff0c\u5c0f\u679c\u5c06\u5e26\u5927\u5bb6\u5b66\u4e60\u5982\u4f55\u4f7f\u7528<strong>Results_IMIFA<\/strong>\u7c7b\u7684\u5bf9\u8c61\uff08\u4f8b\u5982<strong>resIMIFA<\/strong>\uff09\u6765\u53ef\u89c6\u5316IMIFA\u65b9\u6cd5\u548c\u76f8\u5173\u6a21\u578b\u7684\u8f93\u51fa\u548c\u53c2\u6570\u3002\u6211\u4eec\u53ef\u4ee5\u8c03\u7528<strong>plot<\/strong>\u51fd\u6570\u6765\u8bbf\u95ee\u4e13\u95e8\u7528\u4e8e\u53ef\u89c6\u5316IMIFA\u6a21\u578b\u8f93\u51fa\u548c\u611f\u5174\u8da3\u53c2\u6570\u7684\u51fd\u6570\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u7740\u91cd\u4ecb\u7ecd<strong>plot.meth<\/strong>\u548c<strong>param<\/strong>\u8fd9\u4e24\u4e2a\u5173\u952e\u53c2\u6570\uff0c\u5b83\u4eec\u5206\u522b\u6307\u5b9a\u8981\u751f\u6210\u7684\u56fe\u8868\u7c7b\u578b\u548c\u611f\u5174\u8da3\u7684\u53c2\u6570\u3002<\/span><\/p>\n<p><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.75\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_xItKCic56XcMn1T7sTSLTiah5N0O7w.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAykBnUQkD3oVCjXDv2szbiaZMa8yGlLcBLGhN7TLDicgxjLgtPlxItKCic56XcMn1T7sTSLTiah5N0O7w\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\"  data-recalc-dims=\"1\" \/><\/p>\n<p><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"2.797872340425532\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_WwLkS5bomxdPGLhiby47TNNzlzAC7g.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAykBnUQkD3oVCjXDv2szbiaZib22hKU5Jkj6N0ctQ87bBYboicxWwLkS5bomxdPGLhiby47TNNzlzAC7g\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"282\"  data-recalc-dims=\"1\" \/><\/p>\n<p><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.75\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_EQR3KyYic3BZIzeQsXiaEC8CvKyZqw.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAykBnUQkD3oVCjXDv2szbiaZXJDUqYM1UQXv0H5BV07WUYDfHJEQR3KyYic3BZIzeQsXiaEC8CvKyZqw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\"  data-recalc-dims=\"1\" \/><\/p>\n<p><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.025\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_tRMftGYrAu2DeibibSbUflpPggHuGQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAykBnUQkD3oVCjXDv2szbiaZkBaOhU9TZOoZcAQ3IfFnLOePRwtRMftGYrAu2DeibibSbUflpPggHuGQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\"  data-recalc-dims=\"1\" \/><\/p>\n<p><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.75\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_6uiaWUohfJlibcQYkHkpS8f4bJCU2Q.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAykBnUQkD3oVCjXDv2szbiaZulYBFNso13u4K4xMmfmkgPlbDP6uiaWUohfJlibcQYkHkpS8f4bJCU2Q\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\"  data-recalc-dims=\"1\" \/><\/p>\n<p><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.8018518518518518\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/9_aArfJ3IJOxhQzk1Rb4A3DEk3BibI8A.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAykBnUQkD3oVCjXDv2szbiaZRFnrbCH98EMMQyPbo1z6ibgoNZaArfJ3IJOxhQzk1Rb4A3DEk3BibI8A\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\"  data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"font-size: 14px;\">\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u5df2\u77e5\u7684\u96c6\u7fa4\u6807\u7b7e\u68c0\u67e5\u96c6\u7fa4\u6027\u80fd\u3002\u5927\u5bb6\u6ce8\u610f\uff0c\u805a\u7c7b\u6807\u7b7e\u4e5f\u53ef\u80fd\u5df2\u7ecf\u63d0\u4f9b get_IMIFA_results\uff0c\u4f46\u7ed8\u56fe\u5141\u8bb8\u6839\u636e\u65b0\u6807\u7b7e\u8bc4\u4f30\u805a\u7c7b\u6027\u80fd\uff0c\u800c\u65e0\u9700\u518d\u6b21\u63d0\u53d6\u5b8c\u6574\u7684\u7ed3\u679c\u5bf9\u8c61\u3002\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u4e0b\u9762\u7684\u4ee3\u7801\u5141\u8bb8\u6211\u4eec\u53ef\u89c6\u5316\u805a\u7c7b\u4e0d\u786e\u5b9a\u6027\uff08\u63d0\u4f9b\u6216\u4e0d\u63d0\u4f9b\u6807\u7b7e\uff1b\u4e8b\u5b9e\u4e0a\uff0c\u5f53\u63d0\u4f9b\u6807\u7b7e\u65f6\uff0c\u9519\u8bef\u5206\u7c7b\u7684\u89c2\u5bdf\u7ed3\u679c\u4f1a\u7a81\u51fa\u663e\u793a\uff0c\u5426\u5219\u4e0d\u786e\u5b9a\u6027\u8d85\u8fc7\u805a\u7c7b\u6570\u91cf\u5012\u6570\u7684\u89c2\u5bdf\u7ed3\u679c\u4f1a\u7a81\u51fa\u663e\u793a\uff09 \u3002<\/span><\/p>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"bash\"><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=\"zlabels\", zlabels=olive$area, g=1)<\/span><\/code><\/pre>\n<\/section>\n<p><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.7731481481481481\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/10_71mrffic7PfjeqNd1XjJu8FqDBANOA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAykBnUQkD3oVCjXDv2szbiaZejxsyic6fZ5xFkbqcoslQ8HBHm71mrffic7PfjeqNd1XjJu8FqDBANOA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\"  data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"font-size: 14px;\">\u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6\u53ef\u89c6\u5316\u65b9\u6cd5\uff0c\u9650\u4e8e\u7bc7\u5e45\uff0c\u5c0f\u679c\u5c31\u4e0d\u5411\u5927\u5bb6\u4e00\u4e00\u5c55\u793a\u4e86\uff0c\u8fd9\u91cc\u5148\u5411\u5927\u5bb6\u5217\u51fa\u6765\uff0c\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u8bb0\u5f97\u81ea\u5df1\u52a8\u624b\u8bd5\u4e00\u8bd5\u54e6\uff01<\/span><\/p>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"powershell\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5176\u4ed6\u53ef\u89c6\u5316\u65b9\u6cd5  <\/span><\/span><\/code><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"zlabels\"<\/span>, zlabels=olive<span class=\"code-snippet__variable\">$area<\/span>, g=<span class=\"code-snippet__number\">2<\/span>)  <\/span><\/code><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"zlabels\"<\/span>, g=<span class=\"code-snippet__number\">4<\/span>)  <\/span><\/code><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"zlabels\"<\/span>, g=<span class=\"code-snippet__number\">5<\/span>)  <\/span><\/code><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"means\"<\/span>, <span class=\"code-snippet__keyword\">param<\/span>=<span class=\"code-snippet__string\">\"means\"<\/span>, mat=TRUE, g=<span class=\"code-snippet__number\">1<\/span>)  <\/span><\/code><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"trace\"<\/span>, <span class=\"code-snippet__keyword\">param<\/span>=<span class=\"code-snippet__string\">\"scores\"<\/span>, mat=TRUE, ind=<span class=\"code-snippet__number\">1<\/span>)  <\/span><\/code><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"trace\"<\/span>, <span class=\"code-snippet__keyword\">param<\/span>=<span class=\"code-snippet__string\">\"scores\"<\/span>, mat=TRUE, by.fac=TRUE, fac=<span class=\"code-snippet__number\">2<\/span>)  <\/span><\/code><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"means\"<\/span>, <span class=\"code-snippet__keyword\">param<\/span>=<span class=\"code-snippet__string\">\"loadings\"<\/span>, heat.map=TRUE, g=<span class=\"code-snippet__number\">1<\/span>)  <\/span><\/code><code><span class=\"code-snippet_outer\">ot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"parallel.coords\"<\/span>, <span class=\"code-snippet__keyword\">param<\/span>=<span class=\"code-snippet__string\">\"uniquenesses\"<\/span>)  <\/span><\/code><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"errors\"<\/span>, g=<span class=\"code-snippet__number\">1<\/span>)  <\/span><\/code><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"all\"<\/span>, <span class=\"code-snippet__keyword\">param<\/span>=<span class=\"code-snippet__string\">\"alpha\"<\/span>)  <\/span><\/code><code><span class=\"code-snippet_outer\">plot(resIMIFA, plot.meth=<span class=\"code-snippet__string\">\"all\"<\/span>, <span class=\"code-snippet__keyword\">param<\/span>=<span class=\"code-snippet__string\">\"discount\"<\/span>, partial=TRUE)<\/span><\/code><\/pre>\n<\/section>\n<p><span style=\"font-size: 14px;\">\u90a3\u4e48IMIFA\u65b9\u6cd5\u7684\u5b66\u4e60\u5c31\u5230\u8fd9\u91cc\u7ed3\u675f\u4e86\uff0c\u5c0f\u679c\u8981\u548c\u5927\u5bb6\u8bf4\u518d\u89c1\u54af\uff0c\u4e00\u5b9a\u8981\u81ea\u5df1\u7ec3\u4e60\u4e00\u4e0b\u54e6\uff0c\u540c\u65f6\u5982\u679c\u5927\u5bb6\u60f3\u8981\u7ee7\u7eed\u4e86\u89e3\u66f4\u591a\u6709\u5173R\u8bed\u8a00\u5185\u5bb9\u53ef\u4ee5\u6301\u7eed\u5173\u6ce8\u5c0f\u679c\u54e6\uff5e\uff5e\u6216\u8005\u4e5f\u53ef\u4ee5\u5173\u6ce8\u6211\u4eec\u7684\u5b98\u7f51\u4e5f\u4f1a\u6301\u7eed\u66f4\u65b0\u7684\u54e6\uff5e&nbsp;<\/span><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;letter-spacing: 0.578px;white-space: normal;text-align: left;\">\n<section style=\"font-size: 16px;\">\n<section powered-by=\"xiumi.us\" style=\"margin: 10px;justify-content: flex-start;display: flex;flex-flow: row;\">\n<section style=\"padding-right: 10px;padding-left: 10px;display: inline-block;width: 558px;vertical-align: top;border-style: dashed;border-width: 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textvalue=\"3.\u5bf9\u5355\u7ec6\u80de\u5206\u6790\u6beb\u65e0\u5934\u7eea\uff1f\u8ba9popsicleR\u9886\u4f60\u5165\u95e8\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"font-size: 14px;\" rel=\"noopener\">3.\u5bf9\u5355\u7ec6\u80de\u5206\u6790\u6beb\u65e0\u5934\u7eea\uff1f\u8ba9popsicleR\u9886\u4f60\u5165\u95e8<\/a><\/section>\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&amp;mid=2247491905&amp;idx=1&amp;sn=fb34ebd6282962c7803badaee7a39096&amp;chksm=cf7f7184f808f8929608c0050344ad86193d0fc6455c1c18e16cc17bf4b37832b63d3b18284e&amp;scene=21#wechat_redirect\" textvalue=\"4.\u5c0f\u679c\u5e26\u4f60\u7ed8\u5236ROC\u66f2\u7ebf\u8bc4\u4f30\u751f\u5b58\u9884\u6d4b\u80fd\u529b\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener\"><span style=\"font-size: 14px;\">4.\u5c0f\u679c\u5e26\u4f60\u7ed8\u5236ROC\u66f2\u7ebf\u8bc4\u4f30\u751f\u5b58\u9884\u6d4b\u80fd\u529b<\/span><\/a><\/section>\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&amp;mid=2247493633&amp;idx=1&amp;sn=2263dfe7572c0bcf6816c2c1a37d79de&amp;chksm=cf7f78c4f808f1d2209321d6ace39fde5fa60c0691b56f88eac21916f5a2872ce8ee345f1d5f&amp;scene=21#wechat_redirect\" textvalue=\"\u8f6f\u4ef6\u5305\u5b89\u88c5\u3001\u6253\u602a\u5feb\u53c8\u597d\uff0c1024G\u5b58\u50a8\u7684\u751f\u4fe1\u670d\u52a1\u5668\uff1b\u8fd8\u6709\u6bd4\u8fd9\u66f4\u7701\u94b1\u7684\u561b\uff01\uff01\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"letter-spacing: 0.578px;font-size: 14px;\" rel=\"noopener\">5.\u8f6f\u4ef6\u5305\u5b89\u88c5\u3001\u6253\u602a\u5feb\u53c8\u597d\uff0c1024G\u5b58\u50a8\u7684\u751f\u4fe1\u670d\u52a1\u5668\uff1b\u8fd8\u6709\u6bd4\u8fd9\u66f4\u7701\u94b1\u7684\u561b\uff01\uff01\uff01<\/a><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-bottom: 0px;letter-spacing: 0.578px;white-space: normal;text-align: left;\"><span style=\"font-size: 10.5pt;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&amp;mid=2247493633&amp;idx=1&amp;sn=2263dfe7572c0bcf6816c2c1a37d79de&amp;chksm=cf7f78c4f808f1d2209321d6ace39fde5fa60c0691b56f88eac21916f5a2872ce8ee345f1d5f&amp;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\" 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\/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u89e3\u9501\u751f\u7269\u6570\u636e\u7684\u65e0\u9650\u5965\u79d8\uff1aIMIFA\u65b9\u6cd5\u7684\u63a2\u7d22\u4e0e\u5e94\u7528 \u539f\u521b&nbsp;&nbsp;\u5c0f\u679c&nbsp;&nbsp;\u751f [&hellip;]<\/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\/60418"}],"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=60418"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/60418\/revisions"}],"predecessor-version":[{"id":60432,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/60418\/revisions\/60432"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=60418"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=60418"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=60418"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}