{"id":1225,"date":"2023-07-27T05:47:13","date_gmt":"2023-07-27T05:47:13","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e9%9a%8f%e6%9c%ba%e6%bc%94%e4%b9%a0\/"},"modified":"2023-07-27T05:47:13","modified_gmt":"2023-07-27T05:47:13","slug":"%e9%9a%8f%e6%9c%ba%e6%bc%94%e4%b9%a0","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e9%9a%8f%e6%9c%ba%e6%bc%94%e4%b9%a0\/","title":{"rendered":"\u968f\u673a\u68ee\u6797\u7b80\u5355\u4ecb\u7ecd"},"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\u975e\u5e38\u590d\u6742\u65f6\uff0c\u6211\u4eec\u7ecf\u5e38\u4f7f\u7528\u975e\u7ebf\u6027\u65b9\u6cd5\u5bf9\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u8fdb\u884c\u5efa\u6a21\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5176\u4e2d\u4e00\u79cd\u65b9\u6cd5\u662f <a href=\"https:\/\/statorials.org\/cn\/\u5206\u7c7b\u548c\u56de\u5f52\u6811\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5206\u7c7b\u548c\u56de\u5f52\u6811<\/a>\uff08\u901a\u5e38\u7f29\u5199\u4e3a CART\uff09\uff0c\u5b83\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<figure id=\"attachment_12094\" aria-describedby=\"caption-attachment-12094\" style=\"width: 453px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-12094\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/arbre3.png\" alt=\"\" width=\"453\" height=\"347\" srcset=\"\" sizes=\"auto, \"><figcaption id=\"caption-attachment-12094\" class=\"wp-caption-text\"><strong><span style=\"color: #000000;\">\u4f7f\u7528\u591a\u5e74\u7ecf\u9a8c\u548c\u5e73\u5747\u672c\u5792\u6253\u6765\u9884\u6d4b\u804c\u4e1a\u68d2\u7403\u8fd0\u52a8\u5458\u85aa\u6c34\u7684\u56de\u5f52\u6811\u793a\u4f8b\u3002<\/span><\/strong><\/figcaption><\/figure>\n<p><span style=\"color: #000000;\">\u51b3\u7b56\u6811\u7684\u4f18\u70b9\u662f\u6613\u4e8e\u89e3\u91ca\u548c\u53ef\u89c6\u5316\u3002\u95ee\u9898\u662f\u5b83\u4eec\u5f80\u5f80\u4f1a\u906d\u53d7 <a href=\"https:\/\/statorials.org\/cn\/\u504f\u5dee\u65b9\u5dee\u6298\u8877\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u9ad8\u65b9\u5dee\u7684<\/a>\u5f71\u54cd\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u6211\u4eec\u5c06\u6570\u636e\u96c6\u5206\u6210\u4e24\u534a\u5e76\u5c06\u51b3\u7b56\u6811\u5e94\u7528\u4e8e\u4e24\u534a\uff0c\u7ed3\u679c\u53ef\u80fd\u4f1a\u975e\u5e38\u4e0d\u540c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u51cf\u5c11\u51b3\u7b56\u6811\u65b9\u5dee\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u4f7f\u7528\u79f0\u4e3a<a href=\"https:\/\/statorials.org\/cn\/\u88c5\u888b\u673a\u5668\u5b66\u4e60\/\" target=\"_blank\" rel=\"noopener noreferrer\">bagging<\/a>\u7684\u65b9\u6cd5\uff0c\u5176\u5de5\u4f5c\u539f\u7406\u5982\u4e0b\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong>\u4ece\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u83b7\u53d6<em>b \u4e2a<\/em>\u5f15\u5bfc\u6837\u672c\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong>\u4e3a\u6bcf\u4e2a\u5f15\u5bfc\u6837\u672c\u521b\u5efa\u51b3\u7b56\u6811\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3.<\/strong>\u5bf9\u6bcf\u68f5\u6811\u7684\u9884\u6d4b\u8fdb\u884c\u5e73\u5747\u4ee5\u83b7\u5f97\u6700\u7ec8\u6a21\u578b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u70b9\u662f\uff0c\u4e0e\u5355\u4e2a\u51b3\u7b56\u6811\u76f8\u6bd4\uff0c\u96c6\u7fa4\u6a21\u578b\u901a\u5e38\u53ef\u4ee5\u63d0\u9ad8\u6d4b\u8bd5\u9519\u8bef\u7387\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7f3a\u70b9\u662f\uff0c\u5982\u679c\u6570\u636e\u96c6\u4e2d\u5b58\u5728\u975e\u5e38\u5f3a\u7684\u9884\u6d4b\u53d8\u91cf\uff0c\u5219\u888b\u88c5\u6811\u96c6\u5408\u7684\u9884\u6d4b\u53ef\u80fd\u4f1a\u9ad8\u5ea6\u76f8\u5173\u3002<\/span><span style=\"color: #000000;\">\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5927\u591a\u6570\u6216\u6240\u6709\u888b\u88c5\u6811\u5c06\u4f7f\u7528\u6b64\u9884\u6d4b\u5668\u8fdb\u884c\u7b2c\u4e00\u6b21\u5206\u5272\uff0c\u4ece\u800c\u4ea7\u751f\u5f7c\u6b64\u76f8\u4f3c\u4e14\u5177\u6709\u9ad8\u5ea6\u76f8\u5173\u9884\u6d4b\u7684\u6811\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u56e0\u6b64\uff0c\u5f53\u6211\u4eec\u5bf9\u6bcf\u68f5\u6811\u7684\u9884\u6d4b\u8fdb\u884c\u5e73\u5747\u4ee5\u5f97\u51fa\u6700\u7ec8\u6a21\u578b\u65f6\uff0c\u4e0e\u5355\u4e2a\u51b3\u7b56\u6811\u76f8\u6bd4\uff0c\u8be5\u6a21\u578b\u5b9e\u9645\u4e0a\u53ef\u80fd\u5e76\u6ca1\u6709\u51cf\u5c11\u65b9\u5dee\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u4f7f\u7528\u4e00\u79cd\u79f0\u4e3a<strong>\u968f\u673a\u68ee\u6797\u7684<\/strong>\u65b9\u6cd5\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4ec0\u4e48\u662f\u968f\u673a\u68ee\u6797\uff1f<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4e0e\u88c5\u888b\u7c7b\u4f3c\uff0c\u968f\u673a\u68ee\u6797\u4e5f\u4ece\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u83b7\u53d6\u5f15\u5bfc<em>\u6837\u672c<\/em>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7136\u800c\uff0c\u5f53\u4e3a\u6bcf\u4e2a bootstrap \u6837\u672c\u6784\u5efa\u51b3\u7b56\u6811\u65f6\uff0c\u6bcf\u6b21\u8003\u8651\u6811\u4e2d\u7684\u62c6\u5206\u65f6\uff0c\u53ea\u6709<em>m<\/em>\u4e2a\u9884\u6d4b\u53d8\u91cf\u7684\u968f\u673a\u6837\u672c\u88ab\u89c6\u4e3a\u5728<em>p \u4e2a<\/em>\u9884\u6d4b\u53d8\u91cf\u7684\u5b8c\u6574\u96c6\u5408\u4e2d\u8fdb\u884c\u62c6\u5206\u7684\u5019\u9009\u8005\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u662f\u968f\u673a\u68ee\u6797\u7528\u6765\u521b\u5efa\u6a21\u578b\u7684\u5b8c\u6574\u65b9\u6cd5\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong>\u4ece\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u83b7\u53d6<em>b \u4e2a<\/em>\u5f15\u5bfc\u6837\u672c\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong>\u4e3a\u6bcf\u4e2a\u5f15\u5bfc\u6837\u672c\u521b\u5efa\u51b3\u7b56\u6811\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u6784\u5efa\u6811\u65f6\uff0c\u6bcf\u6b21\u8003\u8651\u62c6\u5206\u65f6\uff0c\u4ec5\u5c06<em>m \u4e2a<\/em>\u9884\u6d4b\u53d8\u91cf\u7684\u968f\u673a\u6837\u672c\u89c6\u4e3a\u4ece<em>p \u4e2a<\/em>\u9884\u6d4b\u53d8\u91cf\u7684\u5b8c\u6574\u96c6\u5408\u4e2d\u8fdb\u884c\u62c6\u5206\u7684\u5019\u9009\u8005\u3002<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>3.<\/strong>\u5bf9\u6bcf\u68f5\u6811\u7684\u9884\u6d4b\u8fdb\u884c\u5e73\u5747\u4ee5\u83b7\u5f97\u6700\u7ec8\u6a21\u578b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\uff0c\u968f\u673a\u68ee\u6797\u4e2d\u7684\u6811\u6728\u96c6\u5408\u4f1a\u6839\u636e\u88c5\u888b\u4ea7\u751f\u7684\u6811\u6728<strong>\u8fdb\u884c\u88c5\u9970<\/strong>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u56e0\u6b64\uff0c\u5f53\u6211\u4eec\u4ece\u6bcf\u68f5\u6811\u4e2d\u8fdb\u884c\u5e73\u5747\u9884\u6d4b\u6765\u5f97\u51fa\u6700\u7ec8\u6a21\u578b\u65f6\uff0c\u5b83\u5f80\u5f80\u5177\u6709\u8f83\u5c0f\u7684\u53ef\u53d8\u6027\uff0c\u5e76\u4e14\u6bd4\u888b\u88c5\u6a21\u578b\u5177\u6709\u66f4\u4f4e\u7684\u6d4b\u8bd5\u9519\u8bef\u7387\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f7f\u7528\u968f\u673a\u68ee\u6797\u65f6\uff0c\u6bcf\u6b21\u5206\u5272\u51b3\u7b56\u6811\u65f6\uff0c\u6211\u4eec\u901a\u5e38\u5c06<em>m<\/em> = \u221a <em>p<\/em>\u9884\u6d4b\u53d8\u91cf\u89c6\u4e3a\u5206\u5272\u5019\u9009\u8005\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u5982\u679c\u6570\u636e\u96c6\u4e2d\u603b\u5171\u6709<em>p<\/em> = 16 \u4e2a\u9884\u6d4b\u53d8\u91cf\uff0c\u6211\u4eec\u901a\u5e38\u53ea\u8003\u8651<em>m<\/em> = \u221a16 = 4 \u4e2a\u9884\u6d4b\u53d8\u91cf\u4f5c\u4e3a\u6bcf\u4e2a\u5206\u5272\u7684\u6f5c\u5728\u5019\u9009\u53d8\u91cf\u3002<\/span><\/p>\n<blockquote>\n<p><span style=\"color: #000000;\"><strong>\u6280\u672f\u8bf4\u660e\uff1a<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u6709\u8da3\u7684\u662f\uff0c\u5982\u679c\u6211\u4eec\u9009\u62e9<em>m<\/em> = <em>p<\/em> \uff08\u5373\u6211\u4eec\u5c06\u6240\u6709\u9884\u6d4b\u53d8\u91cf\u89c6\u4e3a\u6bcf\u6b21\u5206\u5272\u7684\u5019\u9009\u53d8\u91cf\uff09\uff0c\u8fd9\u76f8\u5f53\u4e8e\u4f7f\u7528 bagging\u3002<\/span><\/p>\n<\/blockquote>\n<h3><span style=\"color: #000000;\"><strong>\u888b\u5916\u9519\u8bef\u4f30\u8ba1<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4e0e\u88c5\u888b\u7c7b\u4f3c\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>\u888b\u5916\u4f30\u8ba1<\/strong>\u6765\u8ba1\u7b97\u968f\u673a\u68ee\u6797\u6a21\u578b\u7684\u6d4b\u8bd5\u8bef\u5dee\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u53ef\u4ee5\u770b\u51fa\uff0c\u6bcf\u4e2a bootstrap \u6837\u672c\u5305\u542b\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u5927\u7ea6 2\/3 \u7684\u89c2\u6d4b\u503c\u3002\u5176\u4f59\u4e09\u5206\u4e4b\u4e00\u672a\u7528\u4e8e\u62df\u5408\u6811\u7684\u89c2\u6d4b\u503c\u79f0\u4e3a<strong>\u888b\u5916 (OOB) \u89c2\u6d4b\u503c<\/strong>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4ece OOB \u89c2\u6d4b\u503c\u7684\u6bcf\u68f5\u6811\u4e2d\u83b7\u53d6\u5e73\u5747\u9884\u6d4b\u6765\u9884\u6d4b\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u7b2c i \u4e2a\u89c2\u6d4b\u503c\u7684\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\u5bf9\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u7684\u6240\u6709<em>n \u4e2a<\/em>\u89c2\u6d4b\u503c\u8fdb\u884c\u9884\u6d4b\uff0c\u4ece\u800c\u8ba1\u7b97\u9519\u8bef\u7387\uff0c\u8fd9\u662f\u6d4b\u8bd5\u8bef\u5dee\u7684\u6709\u6548\u4f30\u8ba1\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\u4f30\u8ba1\u6d4b\u8bd5\u8bef\u5dee\u7684\u4f18\u70b9\u662f\u5b83\u6bd4<a href=\"https:\/\/statorials.org\/cn\/k\u6298\u4ea4\u53c9\u9a8c\u8bc1\/\" target=\"_blank\" rel=\"noopener noreferrer\">k \u500d\u4ea4\u53c9\u9a8c\u8bc1<\/a>\u5feb\u5f97\u591a\uff0c\u7279\u522b\u662f\u5f53\u6570\u636e\u96c6\u5f88\u5927\u65f6\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong><span style=\"color: #000000;\">\u968f\u673a\u68ee\u6797\u7684\u4f18\u70b9\u548c\u7f3a\u70b9<\/span><\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u968f\u673a\u68ee\u6797\u5177\u6709\u4ee5\u4e0b<strong>\u4f18\u70b9<\/strong>\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u968f\u673a\u68ee\u6797\u5c06\u6bd4\u888b\u88c5\u6a21\u578b\uff08\u5c24\u5176\u662f\u5355\u4e2a\u51b3\u7b56\u6811\uff09\u63d0\u4f9b\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u968f\u673a\u68ee\u6797\u5bf9\u5f02\u5e38\u503c\u5177\u6709\u9c81\u68d2\u6027\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u4f7f\u7528\u968f\u673a\u68ee\u6797\u4e0d\u9700\u8981\u9884\u5904\u7406\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7136\u800c\uff0c\u968f\u673a\u68ee\u6797\u6709<strong>\u4ee5\u4e0b\u6f5c\u5728\u7f3a\u70b9\uff1a<\/strong><\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u5b83\u4eec\u5f88\u96be\u89e3\u91ca\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5b83\u4eec\u5728\u5229\u7528\u5927\u578b\u6570\u636e\u96c6\u65f6\u53ef\u80fd\u9700\u8981\u5927\u91cf\u8ba1\u7b97\uff08\u5373\u901f\u5ea6\u8f83\u6162\uff09\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u5728\u5b9e\u8df5\u4e2d\uff0c\u6570\u636e\u79d1\u5b66\u5bb6\u901a\u5e38\u4f7f\u7528\u968f\u673a\u68ee\u6797\u6765\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u9884\u6d4b\u51c6\u786e\u6027\uff0c\u56e0\u6b64\u5b83\u4eec\u4e0d\u6613\u89e3\u91ca\u7684\u4e8b\u5b9e\u901a\u5e38\u4e0d\u662f\u95ee\u9898\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u4e00\u7ec4\u9884\u6d4b\u53d8\u91cf\u548c\u54cd\u5e94\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\u975e\u5e38\u590d\u6742\u65f6\uff0c\u6211\u4eec\u7ecf\u5e38\u4f7f\u7528\u975e\u7ebf\u6027\u65b9\u6cd5\u5bf9\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u8fdb\u884c\u5efa\u6a21\u3002 \u5176\u4e2d\u4e00\u79cd\u65b9\u6cd5\u662f 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