{"id":2118,"date":"2023-07-23T15:05:59","date_gmt":"2023-07-23T15:05:59","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e4%bd%95%e6%97%b6%e4%bd%bf%e7%94%a8%e5%b2%ad%e5%a5%97%e7%b4%a2%e5%9b%9e%e5%bd%92\/"},"modified":"2023-07-23T15:05:59","modified_gmt":"2023-07-23T15:05:59","slug":"%e4%bd%95%e6%97%b6%e4%bd%bf%e7%94%a8%e5%b2%ad%e5%a5%97%e7%b4%a2%e5%9b%9e%e5%bd%92","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e4%bd%95%e6%97%b6%e4%bd%bf%e7%94%a8%e5%b2%ad%e5%a5%97%e7%b4%a2%e5%9b%9e%e5%bd%92\/","title":{"rendered":"\u4f55\u65f6\u4f7f\u7528\u5cad\u548c\u5957\u7d22\u56de\u5f52"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u5728\u666e\u901a\u7684<a href=\"https:\/\/statorials.org\/cn\/\u591a\u5143\u7ebf\u6027\u56de\u5f52-1\/\" target=\"_blank\" rel=\"noopener\">\u591a\u5143\u7ebf\u6027\u56de\u5f52<\/a>\u4e2d\uff0c\u6211\u4eec<\/span><span style=\"color: #000000;\">\u4f7f\u7528\u4e00\u7ec4<em>p \u4e2a<\/em>\u9884\u6d4b\u53d8\u91cf\u548c\u4e00\u4e2a\u54cd\u5e94\u53d8\u91cf\u6765\u62df\u5408\u4ee5\u4e0b\u5f62\u5f0f\u7684\u6a21\u578b\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Y = \u03b2 <sub>0<\/sub> + \u03b2 <sub>1<\/sub> X <sub>1<\/sub> <sub>+<\/sub> \u03b2 <sub>2<\/sub> X <sub>2<\/sub> + \u2026 + \u03b2 <sub>p<\/sub><\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u03b2 <sub>0<\/sub> \u3001\u03b2 <sub>1<\/sub> \u3001B <sub>2<\/sub> \u3001&#8230;\u3001\u03b2 <sub>p<\/sub>\u7684\u503c\u4f7f\u7528\u6700\u5c0f\u4e8c\u4e58\u6cd5\u9009\u62e9\uff0c\u8be5\u65b9\u6cd5\u6700\u5c0f\u5316\u6b8b\u5dee\u5e73\u65b9\u548c (RSS)\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>RSS = \u03a3(y <sub>i<\/sub> \u2013 \u0177 <sub>i<\/sub> ) <sup>2<\/sup><\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3<\/strong> \uff1a\u8868\u793a\u201c\u548c\u201d\u7684\u7b26\u53f7<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>y <sub>i<\/sub><\/strong> \uff1a<sup>\u7b2c i \u4e2a<\/sup>\u89c2\u6d4b\u503c\u7684\u5b9e\u9645\u54cd\u5e94\u503c<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0177 <sub>i<\/sub><\/strong> \uff1a\u7b2c i<sup>\u4e2a<\/sup>\u89c2\u6d4b\u503c\u7684\u9884\u6d4b\u54cd\u5e94\u503c<\/span><\/li>\n<\/ul>\n<h3><strong><span style=\"color: #000000;\">\u56de\u5f52\u4e2d\u7684\u591a\u91cd\u5171\u7ebf\u6027\u95ee\u9898<\/span><\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u591a\u5143\u7ebf\u6027\u56de\u5f52\u5b9e\u8df5\u4e2d\u7ecf\u5e38\u51fa\u73b0\u7684\u4e00\u4e2a\u95ee\u9898\u662f<a href=\"https:\/\/statorials.org\/cn\/\u591a\u91cd\u5171\u7ebf\u6027\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u591a\u91cd\u5171\u7ebf\u6027<\/a>\u2014\u2014\u5f53\u4e24\u4e2a\u6216\u591a\u4e2a\u9884\u6d4b\u53d8\u91cf\u5f7c\u6b64\u9ad8\u5ea6\u76f8\u5173\u65f6\uff0c\u5b83\u4eec\u4e0d\u4f1a\u5728\u56de\u5f52\u6a21\u578b\u4e2d\u63d0\u4f9b\u552f\u4e00\u6216\u72ec\u7acb\u7684\u4fe1\u606f\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u53ef\u80fd\u4f1a\u4f7f\u6a21\u578b\u7cfb\u6570\u4f30\u8ba1\u4e0d\u53ef\u9760\u5e76\u8868\u73b0\u51fa\u8f83\u9ad8\u7684\u65b9\u5dee\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5f53\u6a21\u578b\u5e94\u7528\u4e8e\u4ee5\u524d\u4ece\u672a\u89c1\u8fc7\u7684\u65b0\u6570\u636e\u96c6\u65f6\uff0c\u5b83\u5f88\u53ef\u80fd\u8868\u73b0\u4e0d\u4f73\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u907f\u514d\u591a\u91cd\u5171\u7ebf\u6027\uff1aRidge &amp; Lasso \u56de\u5f52<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u7528\u6765\u89e3\u51b3\u8fd9\u4e2a\u591a\u91cd\u5171\u7ebf\u6027\u95ee\u9898\u7684\u4e24\u79cd\u65b9\u6cd5\u662f<strong>\u5cad\u56de\u5f52<\/strong>\u548c<strong>\u5957\u7d22\u56de\u5f52<\/strong>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u5cad\u56de\u5f52<\/strong>\u65e8\u5728\u6700\u5c0f\u5316\u4ee5\u4e0b\u56e0\u7d20\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>RSS + \u03bb\u03a3\u03b2 <sub>j<\/sub> <sup>2<\/sup><\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>Lasso \u56de\u5f52<\/strong>\u65e8\u5728\u6700\u5c0f\u5316\u4ee5\u4e0b\u56e0\u7d20\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>RSS + \u03bb\u03a3|\u03b2 <sub>j<\/sub> |<\/strong><\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u5728\u8fd9\u4e24\u4e2a\u65b9\u7a0b\u4e2d\uff0c\u7b2c\u4e8c\u9879\u79f0\u4e3a<em>\u9000\u51fa\u60e9\u7f5a<\/em>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5f53 \u03bb = 0 \u65f6\uff0c\u8be5\u60e9\u7f5a\u9879\u4e0d\u8d77\u4f5c\u7528\uff0c\u5cad\u56de\u5f52\u548c\u5957\u7d22\u56de\u5f52\u4ea7\u751f\u4e0e\u6700\u5c0f\u4e8c\u4e58\u76f8\u540c\u7684\u7cfb\u6570\u4f30\u8ba1\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7136\u800c\uff0c\u5f53 \u03bb \u63a5\u8fd1\u65e0\u7a77\u5927\u65f6\uff0c\u6536\u7f29\u60e9\u7f5a\u53d8\u5f97\u66f4\u5177\u5f71\u54cd\u529b\uff0c\u5e76\u4e14\u6a21\u578b\u4e2d\u4e0d\u53ef\u5bfc\u5165\u7684\u9884\u6d4b\u53d8\u91cf\u4f1a\u51cf\u5c11\u5230\u96f6\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f7f\u7528 Lasso \u56de\u5f52\uff0c\u5f53 \u03bb \u53d8\u5f97\u8db3\u591f\u5927\u65f6\uff0c\u67d0\u4e9b\u7cfb\u6570\u53ef\u80fd<em>\u5b8c\u5168\u4e3a\u96f6<\/em>\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ridge &amp; Lasso \u56de\u5f52\u7684\u4f18\u70b9\u548c\u7f3a\u70b9<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">Ridge \u548c Lasso \u56de\u5f52\u76f8\u5bf9\u4e8e\u6700\u5c0f\u4e8c\u4e58\u56de\u5f52\u7684<strong>\u4f18\u52bf<\/strong>\u5728\u4e8e <a href=\"https:\/\/statorials.org\/cn\/\u504f\u5dee\u65b9\u5dee\u6298\u8877\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u504f\u5dee-\u65b9\u5dee\u6743\u8861<\/a>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u56de\u60f3\u4e00\u4e0b\uff0c\u5747\u65b9\u8bef\u5dee (MSE) \u662f\u6211\u4eec\u53ef\u4ee5\u7528\u6765\u8861\u91cf\u7ed9\u5b9a\u6a21\u578b\u51c6\u786e\u6027\u7684\u6307\u6807\uff0c\u5176\u8ba1\u7b97\u516c\u5f0f\u5982\u4e0b\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\">MSE = Var( <em class=\"ph i\">f\u0302(<\/em> x <sub>0<\/sub> )) + [\u504f\u5dee( <em class=\"ph i\">f\u0302(<\/em> x <sub>0<\/sub> ))] <sup>2<\/sup> + Var(\u03b5)<\/span><\/p>\n<p> <span style=\"color: #000000;\">MSE = \u65b9\u5dee + \u504f\u5dee<sup>2<\/sup> + \u4e0d\u53ef\u7ea6\u8bef\u5dee<\/span><\/p>\n<p><span style=\"color: #000000;\">Ridge Regression\u548cLasso Regression\u7684\u57fa\u672c\u601d\u60f3\u662f\u5f15\u5165\u4e00\u4e2a\u5c0f\u7684\u504f\u5dee\uff0c\u4f7f\u5f97\u65b9\u5dee\u53ef\u4ee5\u663e\u7740\u51cf\u5c0f\uff0c\u4ece\u800c\u5bfc\u81f4\u6574\u4f53MSE\u8f83\u4f4e\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u8bf4\u660e\u8fd9\u4e00\u70b9\uff0c\u8bf7\u8003\u8651\u4e0b\u56fe\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11851 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/crete1.png\" alt=\"\u5cad\u56de\u5f52\u504f\u5dee-\u65b9\u5dee\u6743\u8861\" width=\"468\" height=\"341\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u968f\u7740 \u03bb \u7684\u589e\u52a0\uff0c\u65b9\u5dee\u663e\u7740\u51cf\u5c0f\uff0c\u800c\u504f\u5dee\u7684\u589e\u52a0\u975e\u5e38\u5c0f\u3002\u7136\u800c\uff0c\u8d85\u8fc7\u67d0\u4e00\u70b9\u540e\uff0c\u65b9\u5dee\u4e0b\u964d\u7684\u901f\u5ea6\u4f1a\u51cf\u6162\uff0c\u7cfb\u6570\u7684\u4e0b\u964d\u4f1a\u5bfc\u81f4\u7cfb\u6570\u7684\u663e\u7740\u4f4e\u4f30\uff0c\u4ece\u800c\u5bfc\u81f4\u504f\u5dee\u6025\u5267\u589e\u52a0\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ece\u56fe\u4e2d\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff0c\u5f53\u6211\u4eec\u9009\u62e9\u5728\u504f\u5dee\u548c\u65b9\u5dee\u4e4b\u95f4\u4ea7\u751f\u6700\u4f73\u6743\u8861\u7684 \u03bb \u503c\u65f6\uff0c\u68c0\u9a8c\u7684 MSE \u6700\u4f4e\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5f53 \u03bb = 0 \u65f6\uff0c\u5957\u7d22\u56de\u5f52\u4e2d\u7684\u60e9\u7f5a\u9879\u4e0d\u8d77\u4f5c\u7528\uff0c\u56e0\u6b64\u4ea7\u751f\u4e0e\u6700\u5c0f\u4e8c\u4e58\u76f8\u540c\u7684\u7cfb\u6570\u4f30\u8ba1\u3002<\/span><span style=\"color: #000000;\">\u7136\u800c\uff0c\u901a\u8fc7\u5c06 \u03bb \u589e\u52a0\u5230\u67d0\u4e2a\u70b9\uff0c\u6211\u4eec\u53ef\u4ee5\u964d\u4f4e\u6d4b\u8bd5\u7684\u6574\u4f53 MSE\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11874 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lasso1.png\" alt=\"Lasso \u56de\u5f52\u504f\u5dee-\u65b9\u5dee\u6743\u8861\" width=\"490\" height=\"357\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u610f\u5473\u7740\u901a\u8fc7\u5cad\u548c\u5957\u7d22\u56de\u5f52\u8fdb\u884c\u7684\u6a21\u578b\u62df\u5408\u53ef\u80fd\u6bd4\u901a\u8fc7\u6700\u5c0f\u4e8c\u4e58\u56de\u5f52\u8fdb\u884c\u7684\u6a21\u578b\u62df\u5408\u4ea7\u751f\u66f4\u5c0f\u7684\u6d4b\u8bd5\u8bef\u5dee\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ridge \u548c Lasso \u56de\u5f52\u7684<strong>\u7f3a\u70b9<\/strong>\u662f\uff0c\u5f53\u6700\u7ec8\u6a21\u578b\u4e2d\u7684\u7cfb\u6570\u5411\u96f6\u6536\u7f29\u65f6\uff0c\u89e3\u91ca\u5b83\u4eec\u4f1a\u53d8\u5f97\u56f0\u96be\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u56e0\u6b64\uff0c\u5f53\u60a8\u60f3\u8981\u4f18\u5316\u9884\u6d4b\u80fd\u529b\u800c\u4e0d\u662f\u63a8\u7406\u65f6\uff0c\u5e94\u4f7f\u7528 Ridge \u548c Lasso \u56de\u5f52\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u91cc\u5947VS\u91cc\u5947\u5957\u7d22\u56de\u5f52\uff1a\u4f55\u65f6\u4f7f\u7528\u6bcf\u4e2a\u56de\u5f52<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u62c9\u7d22\u56de\u5f52\u548c\u5cad\u56de\u5f52\u88ab\u79f0\u4e3a<em>\u6b63\u5219\u5316\u65b9\u6cd5<\/em>\uff0c\u56e0\u4e3a\u5b83\u4eec\u90fd\u8bd5\u56fe\u6700\u5c0f\u5316\u6b8b\u5dee\u5e73\u65b9\u548c\uff08RSS\uff09\u4ee5\u53ca\u67d0\u4e2a\u60e9\u7f5a\u9879\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6362\u53e5\u8bdd\u8bf4\uff0c\u5b83\u4eec\u9650\u5236\u6216<em>\u89c4\u8303\u4e86<\/em>\u6a21\u578b\u7cfb\u6570\u7684\u4f30\u8ba1\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u81ea\u7136\u63d0\u51fa\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a<strong>\u5cad\u56de\u5f52\u548c\u5957\u7d22\u56de\u5f52\u54ea\u4e2a\u66f4\u597d\uff1f<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u5728\u53ea\u6709\u5c11\u91cf\u9884\u6d4b\u53d8\u91cf\u663e\u7740\u7684\u60c5\u51b5\u4e0b\uff0c<strong>\u5957\u7d22\u56de\u5f52<\/strong>\u5f80\u5f80\u6548\u679c\u66f4\u597d\uff0c\u56e0\u4e3a\u5b83\u80fd\u591f\u5c06\u4e0d\u663e\u7740\u7684\u53d8\u91cf\u5b8c\u5168\u51cf\u5c11\u5230\u96f6\u5e76\u5c06\u5176\u4ece\u6a21\u578b\u4e2d\u5220\u9664\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7136\u800c\uff0c\u5f53\u8bb8\u591a\u9884\u6d4b\u53d8\u91cf\u5728\u6a21\u578b\u4e2d\u663e\u7740\u5e76\u4e14\u5b83\u4eec\u7684\u7cfb\u6570\u8fd1\u4f3c\u76f8\u7b49\u65f6\uff0c<strong>\u5cad\u56de\u5f52<\/strong>\u5f80\u5f80\u6548\u679c\u66f4\u597d\uff0c\u56e0\u4e3a\u5b83\u5c06\u6240\u6709\u9884\u6d4b\u53d8\u91cf\u4fdd\u7559\u5728\u6a21\u578b\u4e2d\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u786e\u5b9a\u54ea\u4e2a\u6a21\u578b\u6700\u9002\u5408\u8fdb\u884c\u9884\u6d4b\uff0c\u6211\u4eec\u901a\u5e38\u6267\u884c<a href=\"https:\/\/statorials.org\/cn\/k\u6298\u4ea4\u53c9\u9a8c\u8bc1\/\" target=\"_blank\" rel=\"noopener noreferrer\">k \u500d\u4ea4\u53c9\u9a8c\u8bc1<\/a>\u5e76\u9009\u62e9\u4ea7\u751f\u6700\u4f4e\u6d4b\u8bd5\u5747\u65b9\u6839\u8bef\u5dee\u7684\u6a21\u578b\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u4ecb\u7ecd\u4e86\u5cad\u56de\u5f52\u548c\u5957\u7d22\u56de\u5f52\uff1a<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/statorials.org\/cn\/\u5c71\u810a\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">\u5cad\u56de\u5f52\u7b80\u4ecb<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/\u5957\u7d22\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">\u5957\u7d22\u56de\u5f52\u7b80\u4ecb<\/a><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 R \u548c Python \u4e2d\u6267\u884c\u4e24\u79cd\u7c7b\u578b\u7684\u56de\u5f52\uff1a<\/span><\/p>\n<ul>\n<li> <a href=\"https:\/\/statorials.org\/cn\/r\u4e2d\u7684\u6ce2\u5cf0\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">R \u4e2d\u7684\u5cad\u56de\u5f52<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/python-\u4e2d\u7684\u6ce2\u5cf0\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">Python \u4e2d\u7684\u5cad\u56de\u5f52<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/r\u4e2d\u7684\u5957\u7d22\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">R \u4e2d\u7684\u5957\u7d22\u56de\u5f52<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/python-\u4e2d\u7684\u5957\u7d22\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">Python \u4e2d\u7684\u5957\u7d22\u56de\u5f52<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u666e\u901a\u7684\u591a\u5143\u7ebf\u6027\u56de\u5f52\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e00\u7ec4p \u4e2a\u9884\u6d4b\u53d8\u91cf\u548c\u4e00\u4e2a\u54cd\u5e94\u53d8\u91cf\u6765\u62df\u5408\u4ee5\u4e0b\u5f62\u5f0f\u7684\u6a21\u578b\uff1a Y = \u03b2 0 + \u03b2 [&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-2118","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>\u4f55\u65f6\u4f7f\u7528\u5cad\u548c\u5957\u7d22\u56de\u5f52 - Statory<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u901a\u8fc7\u793a\u4f8b\u89e3\u91ca\u4e86\u4f55\u65f6\u4f7f\u7528\u5cad\u56de\u5f52\u548c\u5957\u7d22\u56de\u5f52\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\/\u4f55\u65f6\u4f7f\u7528\u5cad\u5957\u7d22\u56de\u5f52\/\" \/>\n<meta property=\"og:locale\" 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