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reasons<\/strong>&nbsp;\uff08\u544a\u8b66\u6b21\u6570\u6700\u591a\u768430\u5929\uff09\uff0c<strong>3097<\/strong>\u6b21\uff0c\u7ea6\u5360\u5168\u5e74\u768450%\u3002<\/p>\n\n\n\n<p>\u8282\u5047\u65e5\uff1a1922\u6b21\uff0c\u5360\u6bd4&nbsp;<strong>62%<\/strong><\/p>\n\n\n\n<p>\u7279\u6b8a\u5929\u6c14\uff1a577\u6b21\uff0c\u5360\u6bd4&nbsp;<strong>30%<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/ce9be249ba63403c9b3f4e04c82f7feb~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=b3jG2coPGl96vu%2Fh5j1UnR1gpek%3D\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5de5\u4f5c\u91cf\u5927\u3001\u6548\u7387\u4f4e<\/li>\n\n\n\n<li>24\u5c0f\u65f6\u89e6\u53d1<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u964d\u566a\u65b9\u6848<\/h2>\n\n\n\n<ul 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src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/d652f1201a744cbf9377b09b466a6c5c~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=aDcbtrxMHN2S0LglcFm%2FltiXRno%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u573a\u666f\u4e00\uff1a\u8282\u5047\u65e5<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8ba2\u5355\u6570\u91cf\u5f02\u5e38\u4e0b\u964d,\u4e3b\u8981\u4f53\u73b0\u5728\u8282\u5047\u65e5\u671f\u95f4<\/li>\n\n\n\n<li>\u8ba2\u5355\u6570\u91cf\u5728\u5468\u7ef4\u5ea6\u4f1a\u51fa\u73b0\u5468\u671f\u6027\u7684\u6ce2\u52a8<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/0800cf024e5d46bb88da1a25aa5ad08e~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=Ih6gHt2XceXgCh9RbD%2Bpxmt0dJc%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u7279\u5f81\u7f16\u7801<\/strong><\/p>\n\n\n\n<p><strong>1.\u5982\u4f55\u8ba9\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5728\u611f\u77e5\u4e0a\u533a\u5206\u4ee5\u4e0b\u4e24\u79cd\u60c5\u51b5?<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u60c5\u4eba\u8282\u4e0e\u513f\u7ae5\u8282\u5bf9\u8ba2\u5355\u91cf\u5f71\u54cd\u8f83\u5c0f<\/li>\n\n\n\n<li>\u6625\u8282\u5bf9\u8ba2\u5355\u91cf\u5f71\u54cd\u8f83\u5927<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u7684\u9009\u62e9\u662f&nbsp;<strong>\u76ee\u6807\u7f16\u7801\uff08Target 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src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/9378ca8e06ab446aa5ef4d240b629205~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=0EGhKNgLyvCJv3oReRMVN9tUQJY%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>2.\u76ee\u6807\u7f16\u7801\u7684\u4f18\u52bf<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u66f4\u76f4\u63a5\u53cd\u6620\u8282\u5047\u65e5\u5bf9\u4e1a\u52a1\u7684\u771f\u5b9e\u5f71\u54cd<\/li>\n\n\n\n<li>\u5355\u4e2a\u7279\u5f81\u80fd\u591f\u6db5\u76d6\u5404\u79cd\u7279\u6b8a\u4e8b\u4ef6(\u8282\u5047\u65e5\/\u75ab\u60c5\/\u5929\u6c14)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u573a\u666f\u4e8c\uff1a\u5929\u6c14<\/h4>\n\n\n\n<p><strong>1.\u7ecf\u9a8c\u5047\u8bbe<\/strong><\/p>\n\n\n\n<p>\u6839\u636e\u6211\u4eec\u7684\u4e1a\u52a1\u7ecf\u9a8c\u6765\u770b\uff0c\u6781\u7aef\u5929\u6c14\u5bf9\u8ba2\u5355\u5f71\u54cd\u975e\u5e38\u5927\uff0c\u4f8b\u5982\u4e1c\u5357\u4e9a\u5730\u533a\u591a\u53d1\u53f0\u98ce\uff0c\u5355\u91cf\u4e5f\u4ec5\u6b64\u51fa\u73b0\u5927\u5e45\u5ea6\u964d\u4f4e\u3002<\/p>\n\n\n\n<p><strong>\u56e0\u6b64\uff0c\u6211\u4eec\u5047\u8bbe\u6781\u7aef\u5929\u6c14\u5bf9\u8ba2\u5355\u6709\u76f4\u63a5\u7684\u5173\u7cfb\uff0c\u800c\u8fdb\u4e00\u6b65\u5047\u8bbe\u964d\u96e8\u91cf\uff0c\u98ce\u901f\u5bf9\u8ba2\u5355\u91cf\u6709\u5f71\u54cd\u3002<\/strong><\/p>\n\n\n\n<p><strong>2.\u9a8c\u8bc1\u5047\u8bbe<\/strong><\/p>\n\n\n\n<p><strong>\u9009\u53d6\u6848\u4f8b\u8fdb\u884c\u9a8c\u8bc1-<\/strong>&nbsp;\u83f2\u5f8b\u5bbe2024\u5e747\u670823\u65e5\u53f0\u98ce-\u683c\u7f8e<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/7764e72f39a140c0ba20f83a3238df14~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=VIf9AxTzPURk1XWbIePS63m%2F1ak%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u7531\u4e0a\u56fe\u6211\u4eec\u53d1\u73b0\u9664\u4e86\u964d\u96e8\u91cf\uff0c\u98ce\u901f\u6709\u5f71\u54cd\u5916\uff0c\u6c14\u538b\u3001\u9635\u98ce\u5728\u8fd9\u4e2a\u573a\u666f\u4e2d\u4e5f\u51fa\u73b0\u4e86\u5171\u632f\u3002<\/p>\n\n\n\n<p><strong>3.\u4fee\u6b63\u5047\u8bbe<\/strong><\/p>\n\n\n\n<p>\u98ce\u901f\/\u6c14\u538b\/\u964d\u96e8\u91cf\/\u9635\u98ce\u7b49\u4fe1\u606f\u80fd\u591f\u7efc\u5408\u5224\u65ad\u51fa\u6781\u7aef\u5929\u6c14<\/p>\n\n\n\n<p><strong>4.\u9a8c\u8bc1\u666e\u904d\u6027<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/528ad2e926584d17ac4516cd25832aa1~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=mYE%2BYoMHPNcmJVUYkdEoCFSvfhU%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u578b\u8bad\u7ec3<\/h3>\n\n\n\n<p><strong>\u5206\u4f4d\u6570\u56de\u5f52LGBM (\u51b3\u7b56\u6811\u6a21\u578b)<\/strong><\/p>\n\n\n\n<p>LGBM (LightGBM)\u662f\u4e00\u79cd\u9ad8\u6548\u7684\u68af\u5ea6\u63d0\u5347\u51b3\u7b56\u6811\u7b97\u6cd5,\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u7684\u56de\u5f52\u548c\u5206\u7c7b\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u767e\u5206\u4f4d\u6570\u56de\u5f52(QuantileRegression)\u901a\u8fc7\u9884\u6d4b\u76ee\u6807\u53d8\u91cf\u7684\u4e0d\u540c\u540c\u5206\u4f4d\u6570(\u800c\u4e0d\u4ec5\u4ec5\u662f\u5747\u503c),\u80fd\u591f\u66f4\u5168\u9762\u5730\u53cd\u6620\u6570\u636e<\/p>\n\n\n\n<p>\u7684\u5206\u5e03\u60c5\u51b5\u3002\u5e94\u7528\u8be5\u65b9\u6cd5,\u53ef\u4ee5\u6839\u636e\u5386\u53f2\u8ba2\u5355\u6570\u636e,\u9884\u6d4b\u8ba2\u5355\u91cf\u5728\u4e0d\u540c\u7f6e\u4fe1\u533a\u95f4\u4e0b\u7684\u52a8\u6001\u9608\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/4f3270e4fab24a6f87ae3443f8532cf1~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=F4lzmUjEFYLUn4%2B08q6r6PT%2BkOs%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u6a21\u578b\u6bd4\u8f83<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/1ffaa44b53ec46beb07aed0d3d739b52~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=O%2B7h6cmosvbzBtPicaPVKwDuSB0%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5de5\u7a0b\u94fe\u8def<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/0e7e71a5421942debfd6057e8ffe8b87~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=vtAx0%2Bduk1faFCWHQXPy3wXIGvA%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u964d\u566a\u670d\u52a1<\/h3>\n\n\n\n<p><strong>\u6709\u4e86\u6a21\u578b\u9884\u6d4b\u503c\uff0c\u4e3a\u4ec0\u4e48\u8fd8\u8981\u964d\u566a\u670d\u52a1\uff1f<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u8bef\u5dee\u7387<\/strong>\u00a0\uff1a\u5728\u6a21\u578b\u7684\u8bad\u7ec3\u4e0a\uff0c\u6211\u4eec\u8ffd\u6c42\u9ad8\u7cbe\u51c6\u5ea6\uff0c\u4ece\u4e0a\u9762\u6a21\u578b\u51c6\u786e\u7387\u7684\u7edf\u8ba1\u6570\u636e\u6765\u770b\uff0c\u6574\u4f53\u80fd\u8fbe\u523094%\uff0c\u4f46\u4ecd\u67096%\uff0c\u8282\u5047\u65e5\u4e5f\u6709\u8fd120%\u7684\u8bef\u5dee\u7387\u3002\u4f46\u5bf9\u4e8e\u7ebf\u4e0a\u544a\u8b66\u7cfb\u7edf\u6765\u8bf4\uff0c\u5c31\u4ecd\u7136\u6709\u51e0\u7387\u51fa\u73b0\u566a\u97f3\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u9884\u6d4b\u503c\u4f1a\u5728\u5b9e\u9645\u503c\u4e0a\u4e0b\u5c0f\u8303\u56f4\u6ce2\u52a8\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/288facfd823a44c7a967c1b32d259007~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=nyhJaTcnxAdSc5J2wV57BPwCucY%3D\" alt=\"\"\/><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027<\/strong>\u00a0\uff1a\u9700\u8981\u8003\u8651\u7cfb\u7edf\u6545\u969c\u65f6\u5019\u7684\u964d\u7ea7\u515c\u5e95\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u4f4e\u6d41\u91cf\u5e02\u573a\u3001\u4f4e\u5cf0\u671f,\u8ba2\u5355\u6570\u636e\u6ce2\u52a8\u8f83\u5927\uff0c\u6a21\u578b\u9884\u6d4b\u6548\u679c\u4e0d\u53ef\u7528\u3002<\/strong><\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/94d05781fcfc49b78522ab70bda049a6~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=ArIseNnU95onjRnr8xB7g2vtya8%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u964d\u566a\u670d\u52a1\u80fd\u529b\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u67e5\u8be2\uff1a\u63d0\u4f9b\u7ed9\u5916\u90e8\u76d1\u63a7\u5e73\u53f0\u9608\u503c\u67e5\u8be2\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u6821\u9a8c\uff1a\u5bf9\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u8fdb\u884c\u6709\u6548\u6027\u6821\u9a8c\u3002\u9632\u6b62\u51fa\u73b0\u8fde\u7eed\u65f6\u95f4\u6bb5\u7684\u504f\u5dee\u503c\u8fc7\u5927\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u515c\u5e95\uff1a\u5982\u679c\u6a21\u578b\u6ca1\u6709\u4ea7\u751f\u9884\u6d4b\u503c\uff0c\u9700\u8981\u515c\u5e95\u964d\u7ea7\u5230\u56fa\u5b9a\u914d\u7f6e\u6216\u8005\u524d\u4e00\u65f6\u523b\u7684\u503c\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u805a\u5408\uff1a\u5bf9\u57ce\u5e02\u3001\u8f66\u578b\u3001\u5e02\u573a\u6570\u636e\u8fdb\u884c\u805a\u5408\uff0c\u4f9b\u4e0d\u540c\u544a\u8b66\u914d\u7f6e\u4f7f\u7528\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u7f13\u51b2\uff1a\u5bf9\u6a21\u578b\u4ea7\u751f\u7684\u503c\u8fdb\u884cbuff\u8c03\u8282\uff0c\u8fdb\u884c\u5bb9\u9519\u5904\u7406\u3002<\/li>\n\n\n\n<li>\u65f6\u6bb5\u611f\u77e5\uff1a\u611f\u77e5\u9ad8\u4f4e\u5cf0\u671f\uff0c\u5bf9\u6a21\u578b\u9884\u6d4b\u503c\u8fdb\u884c\u5e72\u9884\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/944bcece84294066877450e58212256f~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=KDVB0t7aQaBXEvd0Cb9GmGgT7D4%3D\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/a8d66f007f5c4aa586809dcb96899871~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6LSn5ouJ5ouJ5oqA5pyv:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767276686&amp;x-signature=B92MaYReSeeZyRsCRiq4OKBBE2E%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u9608\u503c\u53cd\u9988\u8c03\u6574\u673a\u5236<\/h3>\n\n\n\n<p>\u672c\u6b21\u91c7\u7528\u6a21\u578b\u53c2\u6570\u5fae\u8c03\u548c\u964d\u566a\u670d\u52a1\u6570\u636e\u7f13\u51b2\u76f8\u7ed3\u5408\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n\n<blockquote 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