{"id":2251,"date":"2023-07-23T02:03:54","date_gmt":"2023-07-23T02:03:54","guid":{"rendered":"https:\/\/statorials.org\/cn\/mse-%e4%b8%8e-rmse\/"},"modified":"2023-07-23T02:03:54","modified_gmt":"2023-07-23T02:03:54","slug":"mse-%e4%b8%8e-rmse","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/mse-%e4%b8%8e-rmse\/","title":{"rendered":"Mse \u5bf9\u6bd4rmse\uff1a\u60a8\u5e94\u8be5\u4f7f\u7528\u54ea\u4e2a\u6307\u6807\uff1f"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u56de\u5f52\u6a21\u578b\u7528\u4e8e\u91cf\u5316\u4e00\u4e2a\u6216\u591a\u4e2a\u9884\u6d4b\u53d8\u91cf\u4e0e<a href=\"https:\/\/statorials.org\/cn\/\u53d8\u91cf\u89e3\u91ca\u6027\u53cd\u5e94\/\" target=\"_blank\" rel=\"noopener\">\u54cd\u5e94\u53d8\u91cf<\/a>\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6bcf\u5f53\u6211\u4eec\u62df\u5408\u56de\u5f52\u6a21\u578b\u65f6\uff0c\u6211\u4eec\u90fd\u60f3\u4e86\u89e3\u6a21\u578b\u80fd\u591f\u5982\u4f55\u5f88\u597d\u5730\u4f7f\u7528\u9884\u6d4b\u53d8\u91cf\u7684\u503c\u6765\u9884\u6d4b\u54cd\u5e94\u53d8\u91cf\u7684\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u7ecf\u5e38\u7528\u6765\u91cf\u5316\u6a21\u578b\u5bf9\u6570\u636e\u96c6\u7684\u62df\u5408\u7a0b\u5ea6\u7684\u4e24\u4e2a\u6307\u6807\u662f\u5747\u65b9\u8bef\u5dee (MSE) \u548c\u5747\u65b9\u6839\u8bef\u5dee (RMSE)\uff0c\u5176\u8ba1\u7b97\u5982\u4e0b\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>MSE<\/strong> \uff1a\u4e00\u79cd\u544a\u8bc9\u6211\u4eec\u6570\u636e\u96c6\u4e2d\u9884\u6d4b\u503c\u4e0e\u5b9e\u9645\u503c\u4e4b\u95f4\u7684\u5747\u65b9\u6839\u5dee\u5f02\u7684\u6307\u6807\u3002 MSE \u8d8a\u4f4e\uff0c\u6a21\u578b\u8d8a\u9002\u5408\u6570\u636e\u96c6\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">MSE = \u03a3(\u0177 <sub>i<\/sub> \u2013 y <sub>i<\/sub> ) <sup>2<\/sup> \/ n<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u03a3\u662f\u4e00\u4e2a\u7b26\u53f7\uff0c\u610f\u601d\u662f\u201c\u548c\u201d<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0177 <sub>i<\/sub>\u662f\u7b2c i<sup>\u4e2a<\/sup>\u89c2\u6d4b\u503c\u7684\u9884\u6d4b\u503c<\/span><\/li>\n<li><span style=\"color: #000000;\">y <sub>i<\/sub>\u662f<sup>\u7b2c i \u4e2a<\/sup>\u89c2\u6d4b\u503c\u7684\u89c2\u6d4b\u503c<\/span><\/li>\n<li><span style=\"color: #000000;\">n \u662f\u6837\u672c\u91cf<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><strong>RMSE<\/strong> \uff1a\u4e00\u79cd\u5ea6\u91cf\uff0c\u544a\u8bc9\u6211\u4eec\u6570\u636e\u96c6\u4e2d\u9884\u6d4b\u503c\u4e0e\u5b9e\u9645\u503c\u4e4b\u95f4\u7684\u5747\u65b9\u6839\u5dee\u7684\u5e73\u65b9\u6839\u3002 RMSE \u8d8a\u4f4e\uff0c\u6a21\u578b\u8d8a\u9002\u5408\u6570\u636e\u96c6\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8ba1\u7b97\u65b9\u6cd5\u5982\u4e0b\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\">RMSE = \u221a <span style=\"border-top: 1px solid black;\">\u03a3(\u0177 <sub>i<\/sub> \u2013 y <sub>i<\/sub> ) <sup>2<\/sup> \/ n<\/span><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u03a3\u662f\u4e00\u4e2a\u7b26\u53f7\uff0c\u610f\u601d\u662f\u201c\u548c\u201d<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0177 <sub>i<\/sub>\u662f\u7b2c i<sup>\u4e2a<\/sup>\u89c2\u6d4b\u503c\u7684\u9884\u6d4b\u503c<\/span><\/li>\n<li><span style=\"color: #000000;\">y <sub>i<\/sub>\u662f<sup>\u7b2c i \u4e2a<\/sup>\u89c2\u6d4b\u503c\u7684\u89c2\u6d4b\u503c<\/span><\/li>\n<li><span style=\"color: #000000;\">n \u662f\u6837\u672c\u91cf<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u516c\u5f0f\u51e0\u4e4e\u76f8\u540c\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5747\u65b9\u8bef\u5dee\u53ea\u662f\u5747\u65b9\u8bef\u5dee\u7684\u5e73\u65b9\u6839\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>RMSE \u5bf9\u6bd4MSE\uff1a\u60a8\u5e94\u8be5\u4f7f\u7528\u54ea\u4e2a\u6307\u6807\uff1f<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u8bc4\u4f30\u6a21\u578b\u5bf9\u6570\u636e\u96c6\u7684\u62df\u5408\u7a0b\u5ea6\uff0c<strong>\u6211\u4eec\u66f4\u7ecf\u5e38\u4f7f\u7528 RMSE\uff0c<\/strong>\u56e0\u4e3a\u5b83\u7684\u6d4b\u91cf\u5355\u4f4d\u4e0e\u54cd\u5e94\u53d8\u91cf\u76f8\u540c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u76f8\u53cd\uff0cMSE \u4ee5\u54cd\u5e94\u53d8\u91cf\u7684\u5e73\u65b9\u5355\u4f4d\u6765\u6d4b\u91cf\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u8bf4\u660e\u8fd9\u4e00\u70b9\uff0c\u5047\u8bbe\u6211\u4eec\u4f7f\u7528\u56de\u5f52\u6a21\u578b\u6765\u9884\u6d4b 10 \u540d\u7403\u5458\u5728\u7bee\u7403\u6bd4\u8d5b\u4e2d\u5f97\u5206\u591a\u5c11\u5206\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e0b\u8868\u663e\u793a\u4e86\u6a21\u578b\u9884\u6d4b\u7684\u5f97\u5206\u4e0e\u7403\u5458\u5b9e\u9645\u5f97\u5206\u7684\u6bd4\u8f83\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-20563 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/mse_1.png\" alt=\"\" width=\"275\" height=\"319\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u5c06\u8ba1\u7b97\u5747\u65b9\u8bef\u5dee (MSE)\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">MSE = \u03a3(\u0177 <sub>i<\/sub> \u2013 y <sub>i<\/sub> ) <sup>2<\/sup> \/ n<\/span><\/li>\n<li> <span style=\"color: #000000;\">MSE = ((14-12) <sup>2<\/sup> +(15-15) <sup>2<\/sup> +(18-20) <sup>2<\/sup> +(19-16) <sup>2<\/sup> +(25-20) <sup>2<\/sup> +(18-19) <sup>2<\/sup> +(12-16) <sup>2<\/sup> +(12-20) <sup>2<\/sup> +(15-16) <sup>2<\/sup> +(22-16) <sup>2<\/sup> ) \/ 10<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5747\u65b9\u8bef\u5dee = 16<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u5747\u65b9\u6839\u8bef\u5dee\u4e3a<strong>16\u3002<\/strong>\u8fd9\u544a\u8bc9\u6211\u4eec\u6a21\u578b\u9884\u6d4b\u503c\u4e0e\u5b9e\u9645\u503c\u4e4b\u95f4\u7684\u5747\u65b9\u6839\u5dee\u4e3a16\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5747\u65b9\u6839\u8bef\u5dee (RMSE) \u53ea\u662f MSE \u7684\u5e73\u65b9\u6839\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">ADE = \u221a <span style=\"border-top: 1px solid black;\">EQM<\/span><\/span><\/li>\n<li><span style=\"color: #000000;\">\u5747\u65b9\u6839\u8bef\u5dee = \u221a <span style=\"border-top: 1px solid black;\">16<\/span><\/span><\/li>\n<li><span style=\"color: #000000;\">\u5747\u65b9\u6839\u8bef\u5dee = 4<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u5747\u65b9\u8bef\u5dee\u4e3a<strong>4\u3002<\/strong>\u8fd9\u544a\u8bc9\u6211\u4eec\u9884\u6d4b\u5f97\u5206\u4e0e\u5b9e\u9645\u5f97\u5206\u4e4b\u95f4\u7684\u5e73\u5747\u504f\u5dee\u4e3a 4\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u89e3\u91ca\u5747\u65b9\u8bef\u5dee\u6bd4\u5747\u65b9\u8bef\u5dee\u7b80\u5355\u5f97\u591a\uff0c\u56e0\u4e3a\u6211\u4eec\u8c08\u8bba\u7684\u662f\u201c\u5f97\u5206\u201d\u800c\u4e0d\u662f\u201c\u5f97\u5206\u5e73\u65b9\u201d\u3002<\/span><\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u4f7f\u7528 RMSE<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5728\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u5c06\u591a\u4e2a\u56de\u5f52\u6a21\u578b\u62df\u5408\u5230\u6570\u636e\u96c6\u5e76\u8ba1\u7b97\u6bcf\u4e2a\u6a21\u578b\u7684\u5747\u65b9\u6839\u8bef\u5dee\uff08RMSE\uff09\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7136\u540e\uff0c\u6211\u4eec\u9009\u62e9 RMSE \u503c\u6700\u4f4e\u7684\u6a21\u578b\u4f5c\u4e3a\u201c\u6700\u4f73\u201d\u6a21\u578b\uff0c\u56e0\u4e3a\u5b83\u7684\u9884\u6d4b\u6700\u63a5\u8fd1\u6570\u636e\u96c6\u4e2d\u7684\u5b9e\u9645\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u6bd4\u8f83\u6bcf\u4e2a\u6a21\u578b\u7684 MSE \u503c\uff0c\u4f46 RMSE \u66f4\u5bb9\u6613\u89e3\u91ca\uff0c\u56e0\u6b64\u4f7f\u7528\u5f97\u66f4\u9891\u7e41\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong><span style=\"color: #000000;\">\u5176\u4ed6\u8d44\u6e90<\/span><\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/cn\/\u591a\u5143\u7ebf\u6027\u56de\u5f52-1\/\" target=\"_blank\" rel=\"noopener\">\u591a\u5143\u7ebf\u6027\u56de\u5f52\u7b80\u4ecb<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/rmse-\u4e0e-r-\u5e73\u65b9\/\" target=\"_blank\" rel=\"noopener\">RMSE \u4e0e R \u5e73\u65b9\uff1a\u60a8\u5e94\u8be5\u4f7f\u7528\u54ea\u4e2a\u6307\u6807\uff1f<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u5747\u65b9\u6839\u8bef\u5dee\u8ba1\u7b97\u5668\/\" target=\"_blank\" rel=\"noopener\">\u5747\u65b9\u6839\u8bef\u5dee\u8ba1\u7b97\u5668<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u56de\u5f52\u6a21\u578b\u7528\u4e8e\u91cf\u5316\u4e00\u4e2a\u6216\u591a\u4e2a\u9884\u6d4b\u53d8\u91cf\u4e0e\u54cd\u5e94\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\u3002 \u6bcf\u5f53\u6211\u4eec\u62df\u5408\u56de\u5f52\u6a21\u578b\u65f6\uff0c\u6211\u4eec\u90fd\u60f3\u4e86\u89e3\u6a21\u578b\u80fd\u591f\u5982\u4f55\u5f88\u597d [&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-2251","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>MSE \u5bf9\u6bd4RMSE\uff1a\u60a8\u5e94\u8be5\u4f7f\u7528\u54ea\u4e2a\u6307\u6807\uff1f - Statorials<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u89e3\u91ca\u4e86 MSE\uff08\u5747\u65b9\u8bef\u5dee\uff09\u548c RMSE\uff08\u5747\u65b9\u8bef\u5dee\uff09\u4e4b\u95f4\u7684\u533a\u522b\uff0c\u5305\u62ec\u793a\u4f8b\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/cn\/mse-\u4e0e-rmse\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MSE \u5bf9\u6bd4RMSE\uff1a\u60a8\u5e94\u8be5\u4f7f\u7528\u54ea\u4e2a\u6307\u6807\uff1f - Statorials\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6559\u7a0b\u89e3\u91ca\u4e86 MSE\uff08\u5747\u65b9\u8bef\u5dee\uff09\u548c RMSE\uff08\u5747\u65b9\u8bef\u5dee\uff09\u4e4b\u95f4\u7684\u533a\u522b\uff0c\u5305\u62ec\u793a\u4f8b\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/cn\/mse-\u4e0e-rmse\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-23T02:03:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/mse_1.png\" \/>\n<meta name=\"author\" content=\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\" \/>\n<script type=\"application\/ld+json\" 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RMSE\uff08\u5747\u65b9\u8bef\u5dee\uff09\u4e4b\u95f4\u7684\u533a\u522b\uff0c\u5305\u62ec\u793a\u4f8b\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/cn\/mse-%e4%b8%8e-rmse\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/cn\/mse-%e4%b8%8e-rmse\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/cn\/mse-%e4%b8%8e-rmse\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u5bb6\",\"item\":\"https:\/\/statorials.org\/cn\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Mse 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