{"id":1220,"date":"2023-07-27T06:07:51","date_gmt":"2023-07-27T06:07:51","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e5%88%86%e7%b1%bb%e5%92%8c%e5%9b%9e%e5%bd%92%e6%a0%91\/"},"modified":"2023-07-27T06:07:51","modified_gmt":"2023-07-27T06:07:51","slug":"%e5%88%86%e7%b1%bb%e5%92%8c%e5%9b%9e%e5%bd%92%e6%a0%91","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e5%88%86%e7%b1%bb%e5%92%8c%e5%9b%9e%e5%bd%92%e6%a0%91\/","title":{"rendered":"\u5206\u7c7b\u6811\u548c\u56de\u5f52\u6811\u7b80\u4ecb"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u5f53\u4e00\u7ec4\u9884\u6d4b\u53d8\u91cf\u548c<a href=\"https:\/\/statorials.org\/cn\/\u53d8\u91cf\u89e3\u91ca\u6027\u53cd\u5e94\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u54cd\u5e94\u53d8\u91cf<\/a>\u4e4b\u95f4\u7684\u5173\u7cfb\u662f\u7ebf\u6027\u65f6\uff0c<a href=\"https:\/\/statorials.org\/cn\/\u591a\u5143\u7ebf\u6027\u56de\u5f52-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u591a\u5143\u7ebf\u6027\u56de\u5f52<\/a>\u7b49\u65b9\u6cd5\u53ef\u4ee5\u751f\u6210\u51c6\u786e\u7684\u9884\u6d4b\u6a21\u578b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7136\u800c\uff0c\u5f53\u4e00\u7ec4\u9884\u6d4b\u53d8\u91cf\u548c\u54cd\u5e94\u4e4b\u95f4\u7684\u5173\u7cfb\u9ad8\u5ea6\u975e\u7ebf\u6027\u4e14\u590d\u6742\u65f6\uff0c\u975e\u7ebf\u6027\u65b9\u6cd5\u53ef\u80fd\u4f1a\u8868\u73b0\u66f4\u597d\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u975e\u7ebf\u6027\u65b9\u6cd5\u7684\u4e00\u4e2a\u4f8b\u5b50\u662f<strong>\u5206\u7c7b\u6811\u548c\u56de\u5f52\u6811<\/strong>\uff0c\u901a\u5e38\u7f29\u5199\u4e3a<strong>CART<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u987e\u540d\u601d\u4e49\uff0cCART \u6a21\u578b\u4f7f\u7528\u4e00\u7ec4\u9884\u6d4b\u53d8\u91cf\u6765\u521b\u5efa\u9884\u6d4b\u54cd\u5e94\u53d8\u91cf\u503c\u7684<em>\u51b3\u7b56\u6811<\/em>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u6570\u767e\u540d\u804c\u4e1a\u68d2\u7403\u8fd0\u52a8\u5458\u7684\u9884\u6d4b\u53d8\u91cf<em>\u201c\u6253\u7403\u5e74\u6570\u201d<\/em>\u548c<em>\u201c\u5e73\u5747\u672c\u5792\u6253\u201d<\/em>\u4ee5\u53ca\u54cd\u5e94\u53d8\u91cf\u201c<em>\u5e74\u85aa\u201d<\/em> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8be5\u6570\u636e\u96c6\u7684\u56de\u5f52\u6811\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12084 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/arbre1.png\" alt=\"\u56de\u5f52\u6811\u793a\u4f8b\" width=\"391\" height=\"365\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u89e3\u91ca\u6811\u7684\u65b9\u5f0f\u5982\u4e0b\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u6253\u7403\u65f6\u95f4\u5c11\u4e8e 4.5 \u5e74\u7684\u7403\u5458\u9884\u8ba1\u85aa\u6c34\u4e3a 225,800 \u7f8e\u5143\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5e73\u5747\u6253\u7403\u65f6\u95f4\u8d85\u8fc7 4.5 \u5e74\u4e14\u672c\u5792\u6253\u5c11\u4e8e 16.5 \u4e2a\u7684\u7403\u5458\u7684\u9884\u8ba1\u5de5\u8d44\u4e3a 577,600 \u7f8e\u5143\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u62e5\u6709 4.5 \u5e74\u6216\u4ee5\u4e0a\u6bd4\u8d5b\u7ecf\u9a8c\u4e14\u5e73\u5747 16.5 \u4e2a\u672c\u5792\u6253\u6216\u4ee5\u4e0a\u7684\u7403\u5458\u7684\u9884\u671f\u85aa\u6c34\u4e3a $975.6K\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u8fd9\u4e2a\u6a21\u578b\u7684\u7ed3\u679c\u76f4\u89c2\u4e0a\u5e94\u8be5\u662f\u6709\u610f\u4e49\u7684\uff1a\u62e5\u6709\u66f4\u591a\u5e74\u7ecf\u9a8c\u548c\u66f4\u591a\u5e73\u5747\u672c\u5792\u6253\u7684\u7403\u5458\u5f80\u5f80\u4f1a\u83b7\u5f97\u66f4\u9ad8\u7684\u85aa\u6c34\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7136\u540e\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u6a21\u578b\u6765\u9884\u6d4b\u65b0\u7403\u5458\u7684\u85aa\u6c34\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u5047\u8bbe\u67d0\u4f4d\u7403\u5458\u5df2\u7ecf\u6253\u4e86 8 \u5e74\u7403\uff0c\u5e73\u5747\u6bcf\u5e74\u6253\u51fa 10 \u4e2a\u672c\u5792\u6253\u3002\u6839\u636e\u6211\u4eec\u7684\u6a21\u578b\uff0c\u6211\u4eec\u9884\u6d4b\u8be5\u7403\u5458\u7684\u5e74\u85aa\u4e3a 577,600 \u7f8e\u5143\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12088 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/arbre2.png\" alt=\"\u7bee\u7403\u6a21\u578b\" width=\"421\" height=\"395\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u5173\u4e8e\u6811\u7684\u4e00\u4e9b\u8bc4\u8bba\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u4f4d\u4e8e\u6811\u9876\u90e8\u7684\u7b2c\u4e00\u4e2a\u9884\u6d4b\u53d8\u91cf\u662f\u6700\u91cd\u8981\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u5bf9\u54cd\u5e94\u53d8\u91cf\u503c\u7684\u9884\u6d4b\u5f71\u54cd\u6700\u5927\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c<em>\u6253\u7403\u7684\u5e74\u4efd<\/em>\u6bd4<em>\u5de1\u56de\u8d5b\u7684\u5e73\u5747\u6c34\u5e73<\/em>\u66f4\u80fd\u9884\u6d4b\u5de5\u8d44\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u6811\u5e95\u90e8\u7684\u533a\u57df\u79f0\u4e3a<em>\u53f6\u8282\u70b9<\/em>\u3002\u8be5\u7279\u5b9a\u6811\u5177\u6709\u4e09\u4e2a\u7ec8\u7aef\u8282\u70b9\u3002<\/span><\/li>\n<\/ul>\n<h3><span style=\"color: #000000;\"><strong>\u521b\u5efa CART \u6a21\u578b\u7684\u6b65\u9aa4<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u6b65\u9aa4\u4e3a\u7ed9\u5b9a\u7684\u6570\u636e\u96c6\u521b\u5efa CART \u6a21\u578b\uff1a<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6b65\u9aa4 1\uff1a\u4f7f\u7528\u9012\u5f52\u4e8c\u5143\u5206\u88c2\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u751f\u957f\u4e00\u68f5\u5927\u6811\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u9996\u5148\uff0c\u6211\u4eec\u4f7f\u7528\u4e00\u79cd\u79f0\u4e3a\u9012\u5f52\u4e8c\u5206\u5206\u88c2\u7684<em>\u8d2a\u5fc3<\/em>\u7b97\u6cd5\u6765\u4f7f\u7528\u4ee5\u4e0b\u65b9\u6cd5\u6765\u751f\u957f\u56de\u5f52\u6811\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u8003\u8651\u6240\u6709\u9884\u6d4b\u53d8\u91cf X <sub>1<\/sub> <sub>\u3001<\/sub> X <sub>2<\/sub> \u3001\u2026\uff08\u6b8b\u4f59\u6807\u51c6\u8bef\u5dee\uff09\u6700\u4f4e\u3002 \u3002<\/span>\n<ul>\n<li><em><span style=\"color: #000000;\">\u5bf9\u4e8e\u5206\u7c7b\u6811\uff0c\u6211\u4eec\u9009\u62e9\u9884\u6d4b\u5668\u548c\u5207\u70b9\uff0c\u4ee5\u4f7f\u751f\u6210\u7684\u6811\u5177\u6709\u6700\u4f4e\u7684\u5206\u7c7b\u9519\u8bef\u7387\u3002<\/span><\/em><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\">\u91cd\u590d\u6b64\u8fc7\u7a0b\uff0c\u4ec5\u5f53\u6bcf\u4e2a\u7ec8\u7aef\u8282\u70b9\u7684\u89c2\u6d4b\u503c\u5c11\u4e8e\u67d0\u4e2a\u6700\u5c0f\u6570\u91cf\u65f6\u624d\u505c\u6b62\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u8be5\u7b97\u6cd5\u662f<em>\u8d2a\u5a6a\u7684<\/em>\uff0c\u56e0\u4e3a\u5728\u6811\u6784\u5efa\u8fc7\u7a0b\u7684\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\uff0c\u5b83\u4ec5\u6839\u636e\u8be5\u6b65\u9aa4\u786e\u5b9a\u8981\u8fdb\u884c\u7684\u6700\u4f73\u5206\u5272\uff0c\u800c\u4e0d\u662f\u5c55\u671b\u672a\u6765\u5e76\u9009\u62e9\u5c06\u5728\u672a\u6765\u9636\u6bb5\u4ea7\u751f\u66f4\u597d\u7684\u6811\u5168\u5c40\u7684\u5206\u5272\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6b65\u9aa4 2\uff1a\u5bf9\u5927\u6811\u5e94\u7528\u6210\u672c\u590d\u6742\u5ea6\u526a\u679d\uff0c\u4ee5\u83b7\u5f97\u57fa\u4e8e \u03b1 \u7684\u6700\u4f73\u6811\u5e8f\u5217\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u65e6\u6211\u4eec\u957f\u51fa\u4e86\u5927\u6811\uff0c\u6211\u4eec\u5c31\u9700\u8981\u4f7f\u7528\u4e00\u79cd\u79f0\u4e3a\u590d\u6742\u4fee\u526a\u7684\u65b9\u6cd5\u6765<em>\u4fee\u526a<\/em>\u5b83\uff0c\u5176\u5de5\u4f5c\u539f\u7406\u5982\u4e0b\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u5bf9\u4e8e\u6bcf\u4e2a\u53ef\u80fd\u7684\u5177\u6709 T \u4e2a\u7ec8\u7aef\u8282\u70b9\u7684\u6811\uff0c\u627e\u5230\u6700\u5c0f\u5316 RSS + \u03b1|T| \u7684\u6811\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u5f53\u6211\u4eec\u589e\u52a0 \u03b1 \u7684\u503c\u65f6\uff0c\u5177\u6709\u66f4\u591a\u7ec8\u7aef\u8282\u70b9\u7684\u6811\u4f1a\u53d7\u5230\u60e9\u7f5a\u3002\u8fd9\u786e\u4fdd\u4e86\u6811\u4e0d\u4f1a\u53d8\u5f97\u592a\u590d\u6742\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u4ea7\u751f\u6bcf\u4e2a \u03b1 \u503c\u7684\u6700\u4f73\u6811\u5e8f\u5217\u3002<\/span><\/p>\n<p><strong><span style=\"color: #000000;\">\u6b65\u9aa43\uff1a\u4f7f\u7528k\u6298\u4ea4\u53c9\u9a8c\u8bc1\u6765\u9009\u62e9<\/span>\u03b1\u3002<\/strong><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u65e6\u6211\u4eec\u627e\u5230\u6bcf\u4e2a \u03b1 \u503c\u7684\u6700\u4f73\u6811\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u5e94\u7528<a href=\"https:\/\/statorials.org\/cn\/k\u6298\u4ea4\u53c9\u9a8c\u8bc1\/\" target=\"_blank\" rel=\"noopener noreferrer\">k \u6298\u4ea4\u53c9\u9a8c\u8bc1<\/a>\u6765\u9009\u62e9\u4f7f\u6d4b\u8bd5\u8bef\u5dee\u6700\u5c0f\u5316\u7684 \u03b1 \u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u7b2c\u56db\u6b65\uff1a\u9009\u62e9\u6700\u7ec8\u7684\u6a21\u677f\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u6700\u540e\uff0c\u6211\u4eec\u9009\u62e9\u6700\u7ec8\u6a21\u578b\u4f5c\u4e3a\u4e0e\u6240\u9009 \u03b1 \u503c\u76f8\u5bf9\u5e94\u7684\u6a21\u578b\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>CART\u6a21\u578b\u7684\u4f18\u7f3a\u70b9<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">CART \u6a21\u578b\u5177\u6709\u4ee5\u4e0b<strong>\u4f18\u70b9<\/strong>\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u5b83\u4eec\u5f88\u5bb9\u6613\u89e3\u91ca\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5b83\u4eec\u5f88\u5bb9\u6613\u89e3\u91ca\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5b83\u4eec\u5f88\u5bb9\u6613\u5f62\u8c61\u5316\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5b83\u4eec\u53ef\u4ee5\u5e94\u7528\u4e8e<a href=\"https:\/\/statorials.org\/cn\/\u56de\u5f52\u4e0e\u5206\u7c7b\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u56de\u5f52\u548c\u5206\u7c7b<\/a>\u95ee\u9898\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7136\u800c\uff0cCART\u6a21\u578b\u6709<strong>\u4ee5\u4e0b\u7f3a\u70b9\uff1a<\/strong><\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u5b83\u4eec\u7684\u9884\u6d4b\u51c6\u786e\u6027\u5f80\u5f80\u4e0d\u5982\u5176\u4ed6\u975e\u7ebf\u6027\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3002\u7136\u800c\uff0c\u901a\u8fc7\u4f7f\u7528 bagging\u3001boosting \u548c\u968f\u673a\u68ee\u6797\u7b49\u65b9\u6cd5\u5bf9\u8bb8\u591a\u51b3\u7b56\u6811\u8fdb\u884c\u805a\u7c7b\uff0c\u53ef\u4ee5\u63d0\u9ad8\u5176\u9884\u6d4b\u51c6\u786e\u6027\u3002<\/span><\/li>\n<\/ul>\n<p><strong><span style=\"color: #000000;\">\u76f8\u5173\uff1a<\/span><\/strong><a href=\"https:\/\/statorials.org\/cn\/r-\u4e2d\u7684\u5206\u7c7b\u548c\u56de\u5f52\u6811\/\">\u5982\u4f55\u5728 R 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