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\u57fa\u4e8eXGBoost\u7684\u7535\u4fe1\u5ba2\u6237\u6d41\u5931\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u5148\u505a\u6d41\u5931\u7279\u5f81\u5de5\u7a0b&#xff0c;\u518d\u8bad\u7ec3\u5206\u7c7b\u6a21\u578b\u8f93\u51fa\u6d41\u5931\u6982\u7387&#xff0c;\u5927\u5c4f\u6309\u5730\u57df\u548c\u5957\u9910\u5c55\u793a\u9ad8\u98ce\u9669\u5ba2\u6237\u540d\u5355\u3002<\/h4>\n<li>\n<p>\u57fa\u4e8eLightGBM\u7684\u5927\u5b66\u751f\u5c31\u4e1a\u53bb\u5411\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u7528\u4e13\u4e1a\u3001\u5b9e\u4e60\u7ecf\u5386\u3001\u8bc1\u4e66\u8fd9\u4e9b\u5b57\u6bb5\u9884\u6d4b\u5c31\u4e1a\u65b9\u5411&#xff0c;\u914d\u5c31\u4e1a\u7387\u548c\u884c\u4e1a\u5206\u5e03\u7684\u56fe\u8868\u770b\u677f\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8eLightGBM\u7684\u4e8c\u624b\u8f66\u6210\u4ea4\u4ef7\u683c\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u8f66\u9f84\u3001\u91cc\u7a0b\u3001\u54c1\u724c\u3001\u6392\u91cf\u505a\u7279\u5f81&#xff0c;\u56de\u5f52\u51fa\u6210\u4ea4\u4ef7\u533a\u95f4&#xff0c;\u518d\u5bf9\u6bd4\u540c\u5e74\u9650\u8f66\u578b\u7684\u4ef7\u683c\u5206\u5e03\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8eXGBoost\u7684\u7535\u5546\u5546\u54c1\u9500\u91cf\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u7ed3\u5408\u5386\u53f2\u9500\u91cf\u3001\u4fc3\u9500\u65e5\u5386\u548c\u5b63\u8282\u56e0\u7d20\u505a\u77ed\u671f\u9884\u6d4b&#xff0c;\u8f93\u51fa\u5907\u8d27\u5efa\u8bae&#xff0c;\u6bd4\u7eaf\u770b\u677f\u5b9e\u7528\u5f97\u591a\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8eProphet\u7684\u57ce\u5e02\u7a7a\u6c14\u8d28\u91cf\u8d8b\u52bf\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u65f6\u95f4\u5e8f\u5217\u5206\u89e3\u51fa\u8d8b\u52bf\u9879\u548c\u5b63\u8282\u9879&#xff0c;\u9884\u6d4b\u672a\u6765\u4e00\u5468\u7684\u7a7a\u6c14\u8d28\u91cf\u6307\u6570&#xff0c;\u518d\u53e0\u52a0\u6c61\u67d3\u7269\u6d53\u5ea6\u7684\u76f8\u5173\u6027\u5206\u6790\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8eLightGBM\u7684\u6162\u6027\u80be\u75c5\u98ce\u9669\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u4f53\u68c0\u6307\u6807\u505a\u7279\u5f81&#xff0c;\u8f93\u51fa\u60a3\u75c5\u98ce\u9669\u5206\u7ea7&#xff0c;\u914d\u6307\u6807\u5206\u5e03\u548c\u4eba\u7fa4\u753b\u50cf\u7684\u56fe\u8868\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8eCatBoost\u7684\u4fe1\u7528\u5361\u4ea4\u6613\u6b3a\u8bc8\u8bc6\u522b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u6b63\u8d1f\u6837\u672c\u6781\u4e0d\u5747\u8861&#xff0c;\u91cd\u70b9\u8bb2\u91c7\u6837\u7b56\u7565\u548c\u8bc4\u4f30\u6307\u6807\u600e\u4e48\u9009&#xff0c;\u7b54\u8fa9\u73b0\u573a\u6709\u5f97\u804a\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8eLSTM\u7684\u666f\u533a\u5ba2\u6d41\u91cf\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u6309\u5c0f\u65f6\u7c92\u5ea6\u9884\u6d4b\u5ba2\u6d41&#xff0c;\u7ed3\u5408\u5929\u6c14\u548c\u8282\u5047\u65e5\u7279\u5f81&#xff0c;\u8f93\u51fa\u9650\u6d41\u9884\u8b66\u7684\u9608\u503c\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8e\u968f\u673a\u68ee\u6797\u7684\u5b66\u751f\u8f8d\u5b66\u98ce\u9669\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u5b66\u4e1a\u6210\u7ee9\u3001\u51fa\u52e4\u8bb0\u5f55\u3001\u6d88\u8d39\u884c\u4e3a\u505a\u7279\u5f81&#xff0c;\u8f93\u51fa\u98ce\u9669\u7b49\u7ea7&#xff0c;\u7ed9\u8f85\u5bfc\u5458\u4e00\u4efd\u5e72\u9884\u540d\u5355\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8eXGBoost\u7684\u4e8c\u624b\u623f\u623f\u4ef7\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u5730\u6bb5\u3001\u9762\u79ef\u3001\u697c\u5c42\u3001\u623f\u9f84\u5efa\u6a21&#xff0c;\u914d\u5730\u56fe\u70ed\u529b\u548c\u5c0f\u533a\u4e4b\u95f4\u7684\u4ef7\u683c\u5bf9\u6bd4\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8eLightGBM\u7684\u519c\u4f5c\u7269\u4ea7\u91cf\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u6c14\u8c61\u3001\u571f\u58e4\u3001\u64ad\u79cd\u9762\u79ef\u505a\u7279\u5f81&#xff0c;\u6309\u533a\u57df\u9884\u6d4b\u4ea7\u91cf&#xff0c;\u914d\u5386\u5e74\u4ea7\u91cf\u7684\u8d8b\u52bf\u56fe\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8eARIMA\u4e0eLSTM\u7ec4\u5408\u7684\u7528\u7535\u91cf\u9884\u6d4b\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u7ebf\u6027\u90e8\u5206\u4ea4\u7ed9ARIMA&#xff0c;\u975e\u7ebf\u6027\u6b8b\u5dee\u4ea4\u7ed9LSTM&#xff0c;\u7ec4\u5408\u6a21\u578b\u672c\u8eab\u5c31\u662f\u5929\u7136\u7684\u521b\u65b0\u70b9\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8eIsolation 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