{"id":34400,"date":"2020-12-02T19:02:29","date_gmt":"2020-12-02T11:02:29","guid":{"rendered":"https:\/\/www.growthhk.cn\/?p=34400"},"modified":"2020-12-02T19:02:31","modified_gmt":"2020-12-02T11:02:31","slug":"%e4%bd%95%e4%ba%91%e7%ad%b1%ef%bc%9a7-%e5%a4%a7%e6%ad%a5%e9%aa%a45-%e4%b8%aa%e5%85%b3%e9%94%ae%e8%ae%be%e8%ae%a1%e7%ae%97%e6%b3%95%e6%a8%a1%e5%9e%8b%e9%a9%b1%e5%8a%a8%e4%b8%9a%e5%8a%a1%e5%a2%9e","status":"publish","type":"post","link":"https:\/\/www.growthhk.cn\/quan\/34400.html","title":{"rendered":"\u4f55\u4e91\u7b71\uff1a7 \u5927\u6b65\u9aa4+5 \u4e2a\u5173\u952e=\u8bbe\u8ba1\u7b97\u6cd5\u6a21\u578b\u9a71\u52a8\u4e1a\u52a1\u589e\u957f"},"content":{"rendered":"\n<p>\u5927\u5bb6\u597d\uff0c\u6211\u662f GrowingIO \u9996\u5e2d\u6570\u636e\u79d1\u5b66\u5bb6\u4f55\u4e91\u7b71\u3002\u6211\u4eec\u56e2\u961f\u5728\u7b97\u6cd5\u6a21\u578b\u9a71\u52a8\u4e1a\u52a1\u548c\u667a\u80fd\u5316\u8fd0\u8425\u7684\u9879\u76ee\u5b9e\u8df5\u4e2d\uff0c\u79ef\u7d2f\u4e86\u5927\u91cf\u7684\u7ecf\u9a8c\u5e76\u4ea7\u751f\u4e86\u81ea\u5df1\u7684\u601d\u8003\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\u5f88\u9ad8\u5174\u53ef\u4ee5\u501f\u52a9\u6b64\u6b21\u516c\u5f00\u8bfe\uff0c\u548c\u5927\u5bb6\u5206\u4eab\u4e00\u4e9b\u6a21\u578b\u7b97\u6cd5\u7684\u7406\u8bba\u4e0e\u5b9e\u8df5\u3002<\/p>\n\n\n\n<h2 class=\"has-text-align-center wp-block-heading\"><em><strong>1.&nbsp;<\/strong><\/em><strong>\u4ece\u4eba\u7c7b\u51b3\u7b56\u5230\u6570\u636e\u51b3\u7b56<\/strong><\/h2>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u5206\u6790\u80fd\u529b\u518d\u4e0a\u53f0\u9636<\/strong><\/p>\n\n\n\n<p>\u968f\u7740\u5927\u6570\u636e\u4e0e\u4e91\u8ba1\u7b97\u7684\u53d1\u5c55\uff0c\u6211\u4eec\u4f01\u4e1a\u80fd\u591f\u83b7\u53d6\u7684\u6570\u636e\u91cf\u8d8a\u6765\u8d8a\u5927\u3001\u6570\u636e\u7ef4\u5ea6\u4e5f\u8d8a\u6765\u8d8a\u4e30\u5bcc\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5e2e\u52a9\u6211\u4eec\u6316\u6398\u6570\u636e\u3001\u5206\u6790\u6570\u636e\u7684\u5de5\u5177\u4e5f\u8d8a\u6765\u8d8a\u5f3a\u5927\uff0c\u6bd4\u5982\u5927\u5bb6\u6240\u719f\u77e5\u7684\u5404\u79cd\u4e91\u5e73\u53f0\u548c\u5927\u6570\u636e\u5e73\u53f0\u3002<\/p>\n\n\n\n<p>\u5728\u6a21\u578b\u7b97\u6cd5\u65b9\u9762\uff0c\u4e1a\u754c\u548c\u5b66\u754c\u4e5f\u6295\u5165\u4e86\u5f88\u591a\u8d44\u6e90\u6765\u8fdb\u884c\u5f00\u53d1\u548c\u8fed\u4ee3\uff0c\u56e0\u6b64\u5404\u79cd\u65b0\u7684\u6a21\u578b\u548c\u7b97\u6cd5\u6e90\u6e90\u4e0d\u65ad\u5730\u88ab\u5f00\u53d1\u5b8c\u5584\uff0c\u53d1\u5c55\u901f\u5ea6\u975e\u5e38\u5feb\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u80cc\u666f\u4e0b, \u5f53\u4f01\u4e1a\u62e5\u6709\u4e86\u8db3\u591f\u7684\u6570\u636e\u3001\u6216\u8005\u6709\u80fd\u529b\u53bb\u6536\u96c6\u76f8\u5f53\u6570\u91cf\u7684\u6570\u636e\uff0c\u667a\u80fd\u5316\u8fd0\u8425\u624b\u6bb5\u5373\u6210\u4e3a\u4f01\u4e1a<span class=\"wpcom_tag_link\"><a href=\"https:\/\/www.growthhk.cn\/tag\/%e5%a2%9e%e9%95%bf\" title=\"\u589e\u957f\" target=\"_blank\">\u589e\u957f<\/a><\/span>\u7684\u4e00\u5927\u63a2\u7d22\u70b9\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1080\" height=\"608\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2020\/12\/image-13.png\" alt=\"\" class=\"wp-image-34401\"\/><figcaption>\u56fe 1: \u4f01\u4e1a\u51b3\u7b56\u9762\u4e34\u4ece\u4eba\u7c7b\u505a\u51b3\u7b56\u5230\u673a\u5668\u505a\u51b3\u7b56\u7684\u9e3f\u6c9f<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u5177\u4f53\u6765\u8bb2\uff0c\u5f88\u591a\u4f01\u4e1a\u8fd1\u5e74\u6765\u501f\u52a9 BI\uff08Business Intelligence\uff0c\u5546\u52a1\u667a\u80fd\uff09 \u5de5\u5177\uff0c\u5f97\u5230\u4e86\u5f88\u591a\u6709\u610f\u4e49\u7684\u6d1e\u5bdf\u4e0e\u589e\u957f\u3002<\/p>\n\n\n\n<p>\u4f46\u7531\u4e8e BI \u5de5\u5177\u662f\u7531\u5206\u6790\u5e08\u8bbe\u8ba1\uff0c\u518d\u4ea4\u7531\u8fd0\u8425\u4eba\u5458\u53bb\u4f7f\u7528\u7684\u5206\u6790\u5de5\u5177\uff0c\u6240\u4ee5\u4ece\u4eba\u529b\u6295\u5165\u4e0e\u4f7f\u7528\u573a\u666f\u6765\u770b\uff0cBI \u5de5\u5177\u6240\u505a\u51fa\u7684\u5206\u6790\u4e00\u822c\u4e0d\u4f1a\u7279\u522b\u590d\u6742\uff0c\u53ef\u80fd\u53ea\u662f\u4e00\u4e9b\u4f4e\u7ef4\u5ea6\u7684\u6bd4\u5982\u4e00\u7ef4\u3001\u4e8c\u7ef4\u7684\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u76f8\u5bf9\u800c\u8a00\uff0c\u6211\u4eec\u4eca\u5929\u6240\u5206\u4eab\u7684\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6240\u80fd\u591f\u5904\u7406\u7684\u6570\u636e\u91cf\u4e4b\u5927\u3001\u7ef4\u5ea6\u4e4b\u9ad8\uff0c\u80fd\u591f\u6316\u6398\u51fa\u7684\u6570\u636e\u4e0e\u6570\u636e\u4e4b\u95f4\u5173\u7cfb\u7684\u590d\u6742\u7a0b\u5ea6\uff0c\u90fd\u8fdc\u8fdc\u5730\u8d85\u51fa\u4e86\u6211\u4eec\u6b63\u5e38\u4eba\u6240\u80fd\u7406\u89e3\u7684\u8303\u7574\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u5e38\u89c1\u7684\u96c6\u6210\u5b66\u4e60(ensemble model)\u3001\u6df1\u5ea6\u5b66\u4e60\u3001\u524d\u51e0\u5e74\u5927\u5bb6\u6240\u719f\u77e5\u7684\u5728\u4e0b\u56f4\u68cb\u5e94\u7528\u4e2d\u975e\u5e38\u6210\u529f\u7684\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u3001\u53bb\u5e74\u5927\u5bb6\u5341\u5206\u5173\u5fc3\u7684\u6362\u8138\u6280\u672f\u80cc\u540e\u7684 GAN \u6a21\u578b\u7b49\u7b49\u3002\u6240\u4ee5\u6211\u4eec\u4f1a\u9762\u4e34\u7684\u4e00\u4e2a\u95ee\u9898\u662f\uff1a\u5982\u4f55\u628a\u8fd9\u4e9b\u4e0d\u597d\u7406\u89e3\u4f46\u529f\u80fd\u5341\u5206\u5f3a\u5927\u7684\u5de5\u5177\u5e94\u7528\u5230\u6211\u4eec\u7684\u4e1a\u52a1\u4f53\u7cfb\u5f53\u4e2d\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\u7684\u5206\u4eab\u5c06\u56f4\u7ed5\u8fd9\u4e2a\u95ee\u9898\u5c55\u5f00\uff0c\u7ed3\u5408\u56e2\u961f\u6848\u4f8b\u89e3\u6790\u6a21\u578b\u9a71\u52a8\u9879\u76ee\u7684\u5173\u952e\u6b65\u9aa4\uff0c\u5e2e\u52a9\u5927\u5bb6\u5728\u5b9e\u9645\u6a21\u578b\u64cd\u4f5c\u6216\u9879\u76ee\u7ba1\u7406\u7684\u8fc7\u7a0b\u4e2d\u5c11\u8d70\u4e00\u4e9b\u5f2f\u8def\u3002<\/p>\n\n\n\n<h2 class=\"has-text-align-center wp-block-heading\"><strong><em>2.&nbsp;<\/em>\u4ece\u6570\u636e\u5230\u5546\u4e1a\u4ef7\u503c<\/strong><\/h2>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u5efa\u6a21\u6d41\u7a0b\u9010\u4e00\u62c6\u89e3<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1080\" height=\"608\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2020\/12\/image-14.png\" alt=\"\" class=\"wp-image-34402\"\/><figcaption>\u56fe 2:\u6a21\u578b\u9a71\u52a8\u9879\u76ee\u6d41\u7a0b<\/figcaption><\/figure><\/div>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4ece\u75db\u70b9\u4e2d\u63a8\u65ad\u4e1a\u52a1\u95ee\u9898<\/li><\/ul>\n\n\n\n<p>\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u9a71\u52a8\u9879\u76ee\u7684\u8d77\u70b9\u662f\u4e00\u4e2a\u4e1a\u52a1\u573a\u666f\u6216\u8005\u75db\u70b9\uff0c\u6bd4\u5982\u8bf4\u5927\u5bb6\u60f3\u89e3\u51b3\u4e00\u4e2a\u4ec0\u4e48\u6837\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u56e2\u961f\u4f1a\u548c\u9700\u6c42\u65b9\u8fdb\u884c\u4e00\u4e2a\u8be6\u7ec6\u7684\u6c9f\u901a\uff0c\u6bd4\u5982\u8bf4\u5728\u4e1a\u52a1\u573a\u666f\u4e2d\u51fa\u73b0\u8fd9\u79cd\u95ee\u9898\u7684\u539f\u56e0\u662f\u4ec0\u4e48\uff0c\u6709\u54ea\u4e9b\u89e3\u51b3\u65b9\u6848\uff0c\u5f00\u53d1\u6a21\u578b\u9700\u8981\u90a3\u4e9b\u6570\u636e\u3002\u8fd9\u4e9b\u4e1a\u52a1\u89d2\u5ea6\u7684\u6d1e\u5bdf\uff0c\u5bf9\u6211\u4eec\u540e\u9762\u7684\u9879\u76ee\u90e8\u7f72\u5177\u6709\u975e\u5e38\u597d\u7684\u6307\u5bfc\u610f\u4e49\u3002<\/p>\n\n\n\n<p>\u4e3e\u4f8b\u6765\u8bb2\uff0cGrowingIO \u6700\u8fd1\u5728\u4e3a\u6765\u81ea\u4e0d\u540c\u884c\u4e1a\u7684\u5ba2\u6237\u505a\u9884\u6d4b\u6a21\u578b\uff0c\u5c3d\u7ba1\u4e0d\u540c\u884c\u4e1a\u7684\u4e1a\u52a1\u573a\u666f\u5404\u6709\u5dee\u5f02\uff0c\u4f46\u62bd\u8c61\u540e\u603b\u80fd\u53d1\u73b0\u4e00\u4e9b\u5171\u6027\u95ee\u9898\u3002\u6bd4\u5982\u7528\u6237\u8f6c\u5316\u7387\u7684\u63d0\u5347\u5c31\u662f\u4e0d\u540c\u884c\u4e1a\u6240\u5171\u540c\u5173\u6ce8\u7684\u4e00\u4e2a\u5173\u952e\u6307\u6807\u3002<\/p>\n\n\n\n<p>GrowingIO \u6709\u4e00\u4e2a\u5bb6\u5c45\u5bb6\u88c5\u5e73\u53f0\u7684\u5ba2\u6237\uff0c\u4ed6\u4eec\u901a\u8fc7\u5339\u914d\u8bbe\u8ba1\u5e08\u548c\u6709\u5bb6\u88c5\u9700\u6c42\u7684\u7528\u6237\u83b7\u5f97\u76c8\u5229\u3002\u8be5\u5e73\u53f0\u5e0c\u671b\u901a\u8fc7\u667a\u80fd\u5316\u5206\u6790\u4ece\u5e73\u53f0\u4e0a\u7b5b\u9009\u51fa\u6709\u9ad8\u610f\u613f\u53bb\u627e\u8bbe\u8ba1\u5e08\u7684\u7528\u6237\uff0c\u4ee5\u5c06\u6709\u9650\u7684\u8d44\u6e90\u96c6\u4e2d\u5230\u8fd9\u4e9b\u9ad8\u6f5c\u7528\u6237\u4e2d\u4ece\u800c\u8fdb\u884c\u7cbe\u51c6\u8fd0\u8425\u3002\u603b\u4f53\u800c\u8a00\uff0c\u5c31\u662f\u4ee5\u6700\u5c11\u7684\u6295\u5165\u89e6\u8fbe\u6700\u591a\u7684\u9ad8\u8f6c\u5316\u7387\u7528\u6237\uff0c\u6700\u7ec8\u63d0\u5347\u6574\u4f53\u8f6c\u5316\u7387\u3002<\/p>\n\n\n\n<p>\u73b0\u5b9e\u751f\u6d3b\u4e2d\uff0c\u5927\u591a\u6570\u884c\u4e1a\u90fd\u6709\u8fd9\u6837\u4e00\u4e2a\u63d0\u5347\u8f6c\u6362\u7387\u7684\u8bc9\u6c42\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6570\u636e\u91c7\u96c6\u53ca\u6807\u51c6\u5316<\/li><\/ul>\n\n\n\n<p>\u5f53\u6211\u4eec\u62e5\u6709\u5927\u4f53\u65b9\u6848\u540e\uff0c\u4e0b\u4e00\u6b65\u5c31\u662f\u8fdb\u884c\u6570\u636e\u91c7\u96c6\u3002\u4e00\u4e9b\u63d0\u524d\u90e8\u7f72\u4e86 GrowingIO \u5ba2\u6237\u6570\u636e\u5e73\u53f0\uff08CDP\uff09 \u7684\u4f01\u4e1a\uff0c\u4ed6\u4eec\u7684\u6570\u636e\u5df2\u7ecf\u5c01\u88c5\u5728\u6211\u4eec\u7684\u5ba2\u6237\u6570\u636e\u5e73\u53f0\u4e2d\u3002\u8fd9\u4e9b\u6807\u51c6\u5316\u540e\u7684\u6570\u636e\u662f\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u7684\u3002<\/p>\n\n\n\n<p>\u800c\u5bf9\u4e8e\u65b0\u7684\u5ba2\u6237\uff0c\u9664\u4e86\u6570\u636e\u62c9\u901a\u5916\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u4e0e\u6d41\u7a0b\u6807\u51c6\u5316\uff0c\u8fd9\u4e2a\u9636\u6bb5\u7684\u901f\u5ea6\u4f1a\u76f8\u5bf9\u7f13\u6162\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6570\u636e\u9884\u5904\u7406<\/li><\/ul>\n\n\n\n<p>\u6570\u636e\u9884\u5904\u7406\u662f\u6574\u4e2a\u5efa\u6a21\u8fc7\u7a0b\u4e2d\u6700\u8017\u8d39\u65f6\u95f4\uff0c\u4e5f\u662f\u5b9e\u73b0\u9879\u76ee\u6210\u529f\u3001\u786e\u4fdd\u6a21\u578b\u7cbe\u786e\u5ea6\u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n\n\n\n<p>\u4ee5\u96f6\u552e\u884c\u4e1a\u4e3a\u4f8b\uff0c\u5047\u8bbe\u67d0\u96f6\u552e\u5ba2\u6237\u5e0c\u671b\u80fd\u591f\u9884\u6d4b\u54ea\u4e9b\u7528\u6237\u4f1a\u5230\u5e97\u8d2d\u4e70\uff0c\u6216\u8005\u9884\u6d4b\u4ed6\u4eec\u672a\u6765\u4f1a\u8d2d\u4e70\u54ea\u4e2a\u54c1\u724c\u3001\u54ea\u4e2a\u54c1\u7c7b\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u6240\u91c7\u96c6\u7684\u96f6\u552e\u6570\u636e\u90fd\u662f\u4e00\u4e9b\u4ea4\u6613\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u8bb0\u5f55\u4e86\u4e00\u7b14\u53c8\u4e00\u7b14\u7684\u7528\u6237\u6d88\u8d39\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u8981\u505a\u7684\u662f\u9884\u6d4b\u672a\u6765\u54ea\u4e9b\u7528\u6237\u4f1a\u4ea7\u751f\u8d2d\u4e70\u8f6c\u5316\u884c\u4e3a\uff0c\u800c\u8fc7\u5f80\u7684\u7528\u6237\u6d88\u8d39\u6570\u636e\u53ef\u80fd\u8574\u542b\u7740\u8fd9\u4e9b\u4fe1\u606f\u3002\u56e0\u6b64\u6211\u4eec\u9700\u8981\u628a\u8fd9\u4e9b\u4ea4\u6613\u6570\u636e\u8f6c\u5316\u4e3a\u7528\u6237\u7279\u5f81\u548c\u5546\u54c1\u7279\u5f81\uff0c\u4ee5\u4fbf\u8f93\u5165\u5230\u6211\u4eec\u7684\u9884\u6d4b\u6a21\u578b\u4e2d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7b97\u6cd5-\u6a21\u578b\u9a8c\u8bc1-\u8f93\u51fa\u7ba1\u7406<\/li><\/ul>\n\n\n\n<p>\u5728\u9884\u6d4b\u54ea\u4e9b\u7528\u6237\u53ef\u80fd\u4f1a\u8f6c\u5316\u7684\u573a\u666f\u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u91c7\u7528 1 \u6216 0 \u7684\u4e8c\u5206\u7c7b\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5f53\u573a\u666f\u6bd4\u8f83\u590d\u6742\u3001\u7275\u6d89\u5230\u79cd\u7c7b\u8f83\u591a\u7684\u5546\u54c1\u6216\u7269\u54c1\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u505a\u4e00\u4e9b\u591a\u5206\u7c7b\u6a21\u578b\u6df1\u5165\u5c55\u5f00\u3002\u6bd4\u5982\u505a\u7535\u5546\u5e73\u53f0\u7684\u8d2d\u4e70\u63a8\u8350\u65f6\uff0c\u9762\u5bf9\u8fc7\u591a\u7684\u5546\u54c1\u79cd\u7c7b\uff0c\u53ef\u4ee5\u901a\u8fc7\u4e2a\u6027\u5316\u63a8\u8350\u5b9e\u73b0\u201c\u5343\u4eba\u5343\u9762\u201d\u7684\u63a8\u8350\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u4ee5\u4e0a\u56db\u4e2a\u6b65\u9aa4\u521d\u6b65\u642d\u5efa\u597d\u6a21\u578b\u540e\uff0c\u6211\u4eec\u9700\u8981\u505a\u5f88\u591a\u7684\u79bb\u7ebf\u68c0\u9a8c\u4ee5\u8fdb\u884c\u6a21\u578b\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<p>\u6574\u4e2a\u8fc7\u7a0b\u7ed3\u675f\u4ee5\u540e\uff0c\u6211\u4eec\u4f1a\u5bf9\u9a8c\u8bc1\u540e\u7684\u6a21\u578b\u505a\u4e00\u4e9b\u753b\u50cf\uff0c\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u6a21\u578b\u80cc\u540e\u7684\u903b\u8f91\u3002\u540c\u65f6\uff0c\u6a21\u578b\u753b\u50cf\u4e5f\u80fd\u591f\u5e2e\u52a9\u6211\u4eec\u786e\u5b9a\u6574\u4f53\u7684\u8425\u9500\u7b56\u7565\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6fc0\u6d3b\u53ca\u5728\u7ebf\u68c0\u9a8c<\/li><\/ul>\n\n\n\n<p>\u81f3\u6b64\uff0c\u5927\u5bb6\u5bf9\u8fd9\u4e2a\u6a21\u578b\u4e5f\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u4e86\u89e3\u3001\u7cbe\u5ea6\u4e5f\u80fd\u5f97\u5230\u4fdd\u969c\uff0c\u6a21\u578b\u5c31\u53ef\u4ee5\u4e0a\u7ebf\u4e86\u3002\u4e0a\u7ebf\u540e\uff0c\u6211\u4eec\u4e5f\u4f1a\u5728\u7ebf\u4e0a\u505a\u4e00\u4e9b\u76f8\u5e94\u7684\u68c0\u6d4b\uff0c\u5e76\u628a\u6574\u4e2a\u6d41\u7a0b\u56fa\u5316\u4e0b\u6765\uff0c\u4f7f\u5b83\u53d8\u6210\u4e00\u4e2a\u81ea\u52a8\u5316\u6a21\u578b\u4ea7\u54c1\u3002\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u4f1a\u4f9d\u7167\u4e1a\u52a1\u7684\u9700\u6c42\u4ee5\u4e00\u5b9a\u7684\u8282\u594f\u8ba9\u6a21\u578b\u4fdd\u6301\u81ea\u52a8\u66f4\u65b0\u3002<\/p>\n\n\n\n<p>\u5728 GrowingIO \u73b0\u6709\u5ba2\u6237\u4e2d\uff0c\u4ed6\u4eec\u7684\u9884\u6d4b\u6a21\u578b\u6bcf\u5929\u90fd\u5728\u81ea\u52a8\u66f4\u65b0\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5ba2\u6237\u5c31\u80fd\u591f\u901a\u8fc7\u8fd9\u4e2a\u6a21\u578b\u5b9e\u73b0\u6e90\u6e90\u4e0d\u65ad\u7684\u8f93\u51fa\uff0c\u8d4b\u80fd\u76f8\u5e94\u7684\u4e1a\u52a1\u573a\u666f\u3002<\/p>\n\n\n\n<h2 class=\"has-text-align-center wp-block-heading\"><em><strong>3.&nbsp;<\/strong><\/em><strong>\u4ece\u6a21\u578b\u5230\u4e1a\u52a1\u589e\u957f<\/strong><\/h2>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u89e3\u6790\u9879\u76ee\u4e94\u5927\u5173\u952e\u70b9<\/strong><\/p>\n\n\n\n<p><strong>3.1 \u6e05\u6670\u7684\u5efa\u6a21\u76ee\u6807<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1080\" height=\"608\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2020\/12\/image-15.png\" alt=\"\" class=\"wp-image-34403\"\/><figcaption>\u56fe 3\uff1a\u5efa\u6a21\u7684\u4e1a\u52a1\u76ee\u6807<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u4e00\u4e2a\u6210\u529f\u7684\u6280\u672f\u6a21\u578b\uff0c\u5f80\u5f80\u662f\u5546\u4e1a\u6d1e\u5bdf\u3001\u6570\u636e\u3001\u7b97\u6cd5\u4e09\u8005\u76f8\u4e92\u4f5c\u7528\u7684\u7ed3\u679c\u3002\u4e1a\u52a1\u76ee\u6807\u51b3\u5b9a\u4e86\u6211\u4eec\u9700\u8981\u91c7\u96c6\u4ec0\u4e48\u6570\u636e\u3001\u4f7f\u7528\u4ec0\u4e48\u7b97\u6cd5\u3001\u505a\u4ec0\u4e48\u9a8c\u8bc1\u4ee5\u53ca\u5236\u5b9a\u4ec0\u4e48\u7b56\u7565\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u4e1a\u52a1\u76ee\u6807\u662f\u4e00\u4e2a\u6839\u672c\u6027\u7684\u9a71\u52a8\u56e0\u7d20\u3002<\/p>\n\n\n\n<p>\u4e1a\u52a1\u573a\u666f\u901a\u5e38\u6765\u8bf4\u662f\u591a\u79cd\u591a\u6837\u7684\uff0c\u56e0\u6b64\u6211\u4eec\u9700\u8981\u6839\u636e\u5ba2\u6237\u7684\u9700\u6c42\u5bf9\u5efa\u6a21\u8fc7\u7a0b\u8fdb\u884c\u4e00\u4e9b\u5fae\u8c03\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u7528\u6237\u8fd0\u8425\u7684\u540c\u5b66\uff0c\u4ed6\u4eec\u53ef\u80fd\u9700\u8981\u62c9\u65b0\u3001\u7559\u5b58\u3001\u9884\u6d4b\u6d41\u5931\u7528\u6237\u5e76\u4f5c\u51fa\u9884\u8b66\uff1b\u5bf9\u4e8e\u4e1a\u52a1\u524d\u7aef\u7684\u540c\u5b66\uff0c\u4ed6\u4eec\u9700\u8981\u5236\u5b9a\u5408\u7406\u7684\u5b9a\u4ef7\u7b56\u7565\u5e76\u8fdb\u884c\u4fc3\u9500\uff1b\u5bf9\u4e8e\u8d1f\u8d23\u5e7f\u544a\u4e1a\u52a1\u7684\u540c\u5b66\uff0c\u4ed6\u4eec\u9700\u8981\u8bc4\u4f30\u5e7f\u544a\u6e20\u9053\u7684\u6548\u7387\uff0c\u4ee5\u6b64\u4ea7\u751f\u4e00\u4e9b\u5173\u4e8e\u8425\u9500\u7ec4\u5408\u7684\u6d1e\u5bdf\uff0c\u4fbf\u4e8e\u5236\u5b9a\u4e0b\u4e00\u9636\u6bb5\u7684\u5e7f\u544a\u9884\u7b97\u548c\u5206\u914d\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\u8fd8\u6709\u4e00\u4e9b\u4e0e\u4f9b\u5e94\u94fe\u76f8\u5173\u7684\u573a\u666f\uff0c\u6bd4\u5982\u8ba2\u5355\u8bc4\u4f30\u4e0d\u51c6\u786e\u5bfc\u81f4\u5e93\u5b58\u79ef\u538b\u6216\u5546\u54c1\u8131\u9500\u3002\u8fd9\u65f6\u6211\u4eec\u5c31\u9700\u8981\u66f4\u7cbe\u786e\u7684\u9700\u6c42\u9884\u6d4b\u6765\u6784\u5efa\u4e00\u4e2a\u66f4\u52a0\u7406\u60f3\u7684\u4f9b\u5e94\u94fe\uff0c\u628a\u5408\u7406\u6570\u91cf\u7684\u5546\u54c1\u5728\u5408\u9002\u7684\u65f6\u95f4\u8fd0\u9001\u81f3\u6b63\u786e\u7684\u5730\u70b9\u3002<\/p>\n\n\n\n<p><strong>3.2 \u6a21\u578b\u548c\u7b97\u6cd5\u9009\u62e9<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1080\" height=\"608\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2020\/12\/image-16.png\" alt=\"\" class=\"wp-image-34404\"\/><figcaption>\u56fe 4:\u9009\u62e9\u6a21\u578b\u548c\u7b97\u6cd5<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u9009\u62e9\u7b97\u6cd5\u7684\u7b2c\u4e00\u6b65\uff0c\u662f\u660e\u786e\u9009\u62e9\u7b97\u6cd5\u7684\u76ee\u7684\uff0c\u5373\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u6548\u7684\u4fe1\u606f\u3002\u56e0\u4e3a\u7b97\u6cd5\u662f\u4e0d\u4f1a\u81ea\u5df1\u751f\u6210\u4fe1\u606f\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u53ea\u80fd\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u3002<\/p>\n\n\n\n<p>\u90a3\u4ec0\u4e48\u662f\u6709\u6548\u4fe1\u606f\u5462\uff1f\u8fd9\u91cc\u7684\u6709\u6548\u662f\u9488\u5bf9\u4e1a\u52a1\u76ee\u6807\u800c\u8a00\u7684\u3002\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u4e1a\u52a1\u9700\u6c42\u548c\u6211\u4eec\u6240\u7ed9\u51fa\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u57fa\u672c\u4e0a\u5c31\u51b3\u5b9a\u4e86\u6211\u4eec\u6240\u8981\u9009\u62e9\u7684\u7b97\u6cd5\u7c7b\u578b\u3002\u6bd4\u5982\u7b80\u5355\u7684\u5206\u7fa4\u5206\u7c7b\u3001\u9884\u6d4b\u6216\u662f\u4e2a\u6027\u5316\u63a8\u8350\u573a\u666f\u5c31\u5206\u522b\u5bf9\u5e94\u4e86\u5e8f\u5217\u51b3\u7b56\uff08Sequential decision making)\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u7b97\u6cd5\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9009\u62e9\u6a21\u578b\u548c\u7b97\u6cd5\u7684\u65f6\u5019\u9700\u8981\u6211\u4eec\u5728\u51c6\u786e\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\u4e4b\u95f4\u505a\u4e00\u4e2a\u5e73\u8861\u3002\u901a\u5e38\u6765\u8bb2\uff0c\u5982\u679c\u6211\u4eec\u505a\u7684\u662f\u9884\u6d4b\u6a21\u578b\u6216\u8005\u5206\u7c7b\u6a21\u578b\u7684\u8bdd\uff0c\u4f1a\u66f4\u5173\u5fc3\u51c6\u786e\u6027\uff1b\u800c\u5f52\u56e0\u6a21\u578b\u6700\u7ec8\u7684\u76ee\u7684\u662f\u5bf9\u54ea\u4e9b\u56e0\u7d20\u8d77\u4f5c\u7528\u54ea\u4e9b\u4e0d\u8d77\u4f5c\u7528\u505a\u8bf4\u660e\uff0c\u8fd9\u65f6\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u5219\u66f4\u52a0\u91cd\u8981\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1080\" height=\"421\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2020\/12\/image-17.png\" alt=\"\" class=\"wp-image-34405\"\/><figcaption>\u56fe 5:\u4ece\u7b80\u5355\u5230\u590d\u6742<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u5728\u5efa\u6a21\u7684\u521d\u59cb\u9636\u6bb5\uff0c\u6211\u4eec\u4f1a\u4f18\u5148\u5c1d\u8bd5\u4e00\u4e9b\u76f8\u5bf9\u7b80\u5355\u7684\u6a21\u578b\uff0c\u6bd4\u5982\u8bf4\u7ebf\u6027\u6a21\u578b\uff0c\u8fd9\u6837\u65b9\u4fbf\u6211\u4eec\u4f5c\u51fa\u89e3\u91ca\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u8003\u8651\u6a21\u578b\u7684\u53ef\u62d3\u5c55\u6027\u3002\u7531\u4e8e\u5f53\u524d\u7528\u6237\u884c\u4e3a\u6570\u636e\u5448\u73b0\u6307\u6570\u7ea7\u589e\u957f\uff0c\u6211\u4eec\u9700\u8981\u7ed3\u5408\u5e73\u53f0\u8fd0\u7b97\u80fd\u529b\u4e0e\u6a21\u578b\u7ed3\u679c\u5b9e\u65bd\u6765\u8fdb\u884c\u8fd9\u65b9\u9762\u7684\u8003\u8651\u3002<\/p>\n\n\n\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u7b97\u6cd5\u6a21\u578b\u591a\u79cd\u591a\u6837\uff0c\u53ef\u9009\u62e9\u7684\u4f59\u5730\u4e5f\u975e\u5e38\u5927\uff0c\u4f46\u5f53\u6211\u4eec\u4ece\u8fd9\u51e0\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u8003\u91cf\u540e\uff0c\u53ef\u9009\u62e9\u7684\u8303\u56f4\u5c31\u4f1a\u76f8\u5bf9\u7684\u7f29\u5c0f\u3002<\/p>\n\n\n\n<p><strong>3.3 \u7279\u5f81\u5de5\u7a0b\u4e0e\u9009\u62e9<\/strong><\/p>\n\n\n\n<p>\u7b97\u6cd5\u7684\u76ee\u7684\u662f\u4ece\u6570\u636e\u4e2d\u6316\u6398\u6709\u6548\u4fe1\u606f\uff0c\u56e0\u6b64\u6211\u4eec\u7528\u6765\u62df\u5408\u7b97\u6cd5\u7684\u6570\u636e\u5e94\u8be5\u8981\u5305\u542b\u5c3d\u53ef\u80fd\u591a\u7684\u4fe1\u606f\u548c\u9884\u6d4b\u80fd\u529b<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u9884\u6d4b\u6a21\u578b\u89e3\u6790<\/li><\/ul>\n\n\n\n<p>\u4e3e\u4e2a GrowingIO 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RMF \u7ef4\u5ea6\u3001\u7528\u6237\u5fe0\u8bda\u5ea6\u3001\u4f1a\u5458\u8eab\u4efd\u3001\u662f\u5426\u53c2\u4e0e\u6253\u6298\u6d88\u8d39\u4ee5\u53ca\u7528\u6237\u8fc7\u53bb\u7684\u5546\u54c1\u6d4f\u89c8\u3001\u6536\u85cf\u70b9\u8d5e\u7b49\u884c\u4e3a\u7b49\u7b49\u3002\u8fd9\u4e9b\u6570\u636e\u80fd\u591f\u6781\u5927\u5730\u63d0\u5347\u6211\u4eec\u7684\u6a21\u578b\u9884\u6d4b\u8868\u73b0\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4e2a\u6027\u5316\u63a8\u8350<\/li><\/ul>\n\n\n\n<p>\u5728\u4e2a\u6027\u5316\u63a8\u8350\u573a\u666f\u7684\u7279\u5f81\u5de5\u7a0b\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u63a8\u6d4b\u7528\u6237\u4f1a\u5bf9\u4ec0\u4e48\u6837\u7684\u4ea7\u54c1\u66f4\u611f\u5174\u8da3\u3002\u5982\u679c\u6211\u4eec\u80fd\u628a\u5305\u542b\u7528\u6237\u5174\u8da3\u7684\u7279\u5f81\u653e\u8fdb\u6a21\u578b\u4e2d\uff0c\u6a21\u578b\u7684\u8868\u73b0\u4e5f\u4f1a\u66f4\u597d\u4e00\u4e9b\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u9884\u6d4b\u6a21\u578b\u4e2d\u6240\u63d0\u5230\u7684\u57fa\u672c\u7684\u7528\u6237\u4e0e\u5546\u54c1\u7279\u5f81\u5916\uff0c\u8fd8\u9700\u8981\u7ed3\u5408\u573a\u666f\u601d\u8003\u7528\u6237\u53ef\u80fd\u611f\u5174\u8da3\u7684\u5546\u54c1\u54c1\u7c7b\u3002\u6bd4\u5982\u8282\u5047\u65e5\u4f1a\u5f71\u54cd\u7528\u6237\u7684\u8d2d\u4e70\u5174\u8da3\uff1b\u5bf9\u4e8e\u5185\u5bb9\u5e73\u53f0\u800c\u8a00\uff0c\u7ec8\u7aef\u6216\u8005\u6240\u5904\u7f51\u7edc\u72b6\u6001\u90fd\u4f1a\u5f71\u54cd\u7528\u6237\u7684\u6d4f\u89c8\u504f\u597d\u3002<\/p>\n\n\n\n<p>\u540c\u65f6\uff0c\u793e\u4ea4\u7f51\u7edc\u4e5f\u662f\u5f71\u54cd\u7528\u6237\u8d2d\u4e70\u7684\u4e00\u5927\u56e0\u7d20\u3002\u7528\u6237\u7684\u90bb\u5c45\u3001\u670b\u53cb\u3001\u540c\u4e8b\u7b49\u7b49\u7684\u5174\u8da3\u884c\u4e3a\u5f88\u5927\u6982\u7387\u4f1a\u53cd\u6620\u5230\u7528\u6237\u8eab\u4e0a\uff0c\u8fd9\u4e9b\u90fd\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u5206\u6790\u7528\u6237\u8d2d\u4e70\u5174\u8da3\u7684\u7ebf\u7d22\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u5728\u4e2a\u6027\u5316\u63a8\u8350\u5546\u54c1\u7684\u573a\u666f\u4e2d\uff0c\u6211\u4eec\u5e38\u5e38\u9762\u4e34\u7740\u51b7\u542f\u52a8\u7684\u95ee\u9898\u3002\u4e00\u4e9b\u65b0\u7684\u7528\u6237\uff0c\u7531\u4e8e\u7f3a\u4e4f\u5173\u4e8e\u4ed6\u4eec\u7684\u8db3\u591f\u91cf\u7684\u884c\u4e3a\u6570\u636e\uff0c\u5bfc\u81f4\u6211\u4eec\u5bf9\u4ed6\u4eec\u6240\u77e5\u8f83\u5c11\u3002\u8fd9\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u501f\u52a9\u6bd4\u5982\u5730\u57df\u7b49\u5176\u4ed6\u4fe1\u606f\u6765\u6d1e\u5bdf\u7528\u6237\u3002<\/p>\n\n\n\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u7528\u6237\u7684\u53e3\u5473\u53ef\u80fd\u4e0e\u6240\u5904\u5730\u57df\u6709\u7740\u4e00\u5b9a\u7684\u76f8\u5173\u6027\uff0c\u50cf\u5357\u65b9\u7684\u7528\u6237\u53ef\u80fd\u66f4\u504f\u597d\u4e8e\u6e05\u6de1\u6216\u8005\u504f\u751c\u7684\u98df\u7269\uff1b\u65b0\u5ba2\u6237\u5927\u6982\u7387\u9752\u7750\u4e00\u4e9b\u666e\u904d\u5356\u5f97\u6bd4\u8f83\u706b\u7684\u3001\u53d7\u5230\u5927\u5bb6\u559c\u7231\u7684\u70ed\u95e8\u5546\u54c1\uff0c\u6216\u8005\u4e00\u4e9b\u6253\u6298\u529b\u5ea6\u8f83\u5927\u7684\u5546\u54c1\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\u6211\u4eec\u4e5f\u5b58\u5728\u4e00\u4e9b\u6bd4\u8f83\u7279\u6b8a\u7684\u573a\u666f\u3002\u5728\u4e00\u822c\u7684\u7535\u5546\u5e73\u53f0\u4e0a\uff0c\u5982\u679c\u6211\u4eec\u63a8\u65ad\u7528\u6237\u5bf9\u67d0\u4e9b\u5546\u54c1\u611f\u5174\u8da3\uff0c\u90a3\u6211\u4eec\u5c31\u53ef\u4ee5\u76f4\u63a5\u8fdb\u884c\u63a8\u8350\u3002<\/p>\n\n\n\n<p>\u800c\u5bf9\u4e8e\u5a5a\u604b\u7f51\u7ad9\u6765\u8bf4\uff0c\u5b83\u5b58\u5728\u4e00\u4e2a\u53cc\u5411\u6027\u7684\u95ee\u9898\uff0c\u5373\u53ea\u6709\u53cc\u65b9\u90fd\u5177\u5907\u597d\u611f\u65f6\uff0c\u624d\u7b97\u662f\u63a8\u8350\u6210\u529f\u3002\u5bf9\u4e8e\u8fd0\u8425\u5546\u5ba2\u6237\uff0c\u5b83\u4eec\u4e5f\u5b58\u5728\u4e00\u4e9b\u7279\u6b8a\u7684\u9650\u5236\uff0c\u56e0\u6b64\u884c\u4e1a\u548c\u5e73\u53f0\u7684\u7279\u5f81\u4e5f\u662f\u6211\u4eec\u5728\u9009\u62e9\u7b97\u6cd5\u65f6\u6240\u9700\u8981\u8003\u8651\u7684\u56e0\u7d20\u3002<\/p>\n\n\n\n<p>\u6574\u4e2a\u6d41\u7a0b\u4e0b\u6765\uff0c\u6211\u4eec\u5176\u5b9e\u6ca1\u6709\u8c08\u5230\u975e\u5e38\u6280\u672f\u7684\u95ee\u9898\uff0c\u4e3b\u8981\u662f\u901a\u8fc7\u4e1a\u52a1\u77e5\u8bc6\u6216\u9886\u57df\u73b0\u72b6\u6765\u5224\u65ad\u54ea\u4e9b\u7279\u5f81\u5bf9\u6211\u4eec\u6709\u6240\u5e2e\u52a9\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e9b\u5224\u65ad\u786e\u5b9a\u6570\u636e\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u505a\u4e00\u4e9b EDA \u7684\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u3002\u8fd9\u4e9b\u5206\u6790\u53ef\u4ee5\u662f\u7b80\u5355\u7684\u3001\u4f4e\u7ef4\u7684\uff0c\u4e5f\u53ef\u4ee5\u662f\u4e00\u4e9b\u76f8\u5173\u6027\uff08correlation\uff09\u6216\u8005\u7b80\u5355\u7684\u7ebf\u6027\u56de\u5f52\uff0c\u901a\u8fc7\u5355\u7ef4\u7684\u6a21\u578b\u6765\u5e2e\u52a9\u6211\u4eec\u5224\u65ad\u54ea\u4e9b\u7279\u5f81\u66f4\u52a0\u5177\u5907\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u6211\u4eec\u9700\u8981\u5b8c\u6210\u5bf9\u6a21\u578b\u7684\u6821\u9a8c\u3002\u6700\u7ec8\u7684\u6821\u9a8c\u6a21\u578b\u5c06\u4f1a\u4e3a\u6211\u4eec\u63d0\u4f9b\u66f4\u591a\u6709\u7528\u7684\u4fe1\u606f\uff0c\u6bd4\u5982\u8bf4\u54ea\u4e9b\u7279\u5f81\u4f1a\u6709\u7528\u3001\u800c\u54ea\u4e9b\u7279\u5f81\u4f1a\u6ca1\u7528\u3002<\/p>\n\n\n\n<p><strong>3.4 \u68c0\u9a8c\u6a21\u578b<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u68c0\u9a8c\u901a\u5e38\u6765\u8bb2\u6709\u4e24\u4e2a\u76ee\u7684\uff0c\u4e00\u662f\u9a8c\u8bc1\u6a21\u578b\u7684\u51c6\u786e\u6027\uff0c\u4e8c\u662f\u89e3\u51b3\u6a21\u578b\u7684\u7a33\u5b9a\u6027\u3002\u901a\u5e38\u800c\u8a00\uff0c\u6211\u4eec\u662f\u6839\u636e\u67d0\u4e00\u6837\u672c\u6765\u5efa\u7acb\u6a21\u578b\uff0c\u4f46\u5982\u679c\u6211\u4eec\u62ff\u51fa\u53e6\u4e00\u4e2a\u6837\u672c\uff0c\u6a21\u578b\u7684\u6548\u5ea6\u662f\u5426\u80fd\u591f\u5f97\u5230\u4fdd\u8bc1\uff1f<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u5982\u679c\u8fd9\u4e2a\u6a21\u578b\u5bf9\u5f53\u6708\u6570\u636e\u6709\u6548\uff0c\u90a3\u5230\u4e0b\u4e2a\u6708\u662f\u4e0d\u662f\u8fd8\u80fd\u4fdd\u6301\u5927\u81f4\u7a0b\u5ea6\u7684\u51c6\u786e\u6027\uff1f\u8fd9\u5c31\u662f\u6211\u4eec\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5728\u8861\u91cf\u7b97\u6cd5\u6a21\u578b\u9879\u76ee\u7684\u51c6\u786e\u6027\u65f6\u5019\uff0c\u901a\u5e38\u4f1a\u7528\u5230\u6280\u672f\u6307\u6807\u548c\u5546\u4e1a\u6307\u6807\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6280\u672f\u6307\u6807<\/li><\/ul>\n\n\n\n<p>\u4e0d\u540c\u7c7b\u578b\u7684\u6a21\u578b\u4f1a\u6709\u4e00\u4e9b\u6280\u672f\u6307\u6807\uff0c\u76f8\u4fe1\u5927\u5bb6\u90fd\u975e\u5e38\u719f\u6089\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5546\u4e1a\u6307\u6807<\/li><\/ul>\n\n\n\n<p>\u505a\u6a21\u578b\u7684\u6700\u7ec8\u76ee\u7684\u662f\u7ed9\u4e1a\u52a1\u5e26\u6765\u589e\u957f\uff0c\u56e0\u6b64\u5546\u4e1a\u6307\u6807\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8981\u6bd4\u6280\u672f\u6307\u6807\u66f4\u91cd\u8981\u3002\u6bd4\u5982\u8bf4\u770b\u4e00\u4e0b CTR\uff08Click-Through-Rate\uff0c\u70b9\u51fb\u901a\u8fc7\u7387\uff09\u6216\u662f\u5f15\u5165\u6a21\u578b\u540e\u5e26\u6765\u7684\u8425\u6536\u589e\u91cf\u7b49\u6307\u6807\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u662f\u5728\u79bb\u7ebf\u73af\u5883\u4e0b\u8bad\u7ec3\u6a21\u578b\uff0c\u8fd9\u5c31\u610f\u5473\u7740\u5728\u6a21\u578b\u4e0a\u7ebf\u540e\uff0c\u9700\u8981\u68c0\u9a8c\u6a21\u578b\u5728\u7ebf\u4e0a\u73af\u5883\u7684\u8fd0\u884c\u60c5\u51b5\u53ca\u6548\u679c\uff0c\u6240\u4ee5\u6211\u4eec\u4e5f\u4f1a\u6709\u4e00\u4e9b\u5bf9\u5e94\u7684\u68c0\u6d4b\u65b9\u6cd5\u548c\u624b\u6bb5\u3002<\/p>\n\n\n\n<p>A\/B \u6d4b\u8bd5\u662f\u6211\u4eec\u6bd4\u8f83\u719f\u6089\u7684\u68c0\u6d4b\u65b9\u6cd5\uff0c\u66f4\u590d\u6742\u7684\u8fd8\u6709\u4ea4\u53c9\u9a8c\u8bc1\u3001In-time testing \u548c Out of time testing\u3002\u8fd9\u4e9b\u90fd\u662f\u57fa\u7840\u6a21\u578b\u5e38\u7528\u7684\u68c0\u6d4b\u624b\u6bb5\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\u76f8\u6bd4\u4e8e\u5e38\u89c1\u7684\u9884\u6d4b\u6a21\u578b\uff0c\u8fd8\u6709\u4e00\u4e9b\u6bd4\u8f83\u7279\u6b8a\u7684\u6a21\u578b\uff0c\u6bd4\u5982\u8bf4\u65f6\u95f4\u5e8f\u5217\uff0c\u5b83\u4e0d\u662f\u7531\u72ec\u7acb\u7684\u6570\u636e\u70b9\u6784\u6210\uff0c\u91cc\u9762\u6709\u4e00\u4e2a\u6301\u7eed\u6027\u7684\u95ee\u9898\uff1b\u53c8\u6bd4\u5982\u5f3a\u5316\u5b66\u4e60\u573a\u666f\uff0c\u5b83\u7684\u8f93\u51fa\u662f\u4e00\u4e2a\u6bd4\u8f83\u957f\u7684\u52a8\u4f5c\u5e8f\u5217\uff0c\u5728\u6211\u4eec\u7684\u5386\u53f2\u6570\u636e\u4e2d\u6839\u672c\u4e0d\u5b58\u5728\u3002\u8fd9\u4e9b\u6a21\u578b\u7684\u6d4b\u8bd5\u65b9\u5f0f\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u610f\u601d\u7684\u95ee\u9898\uff0c\u4e5f\u662f\u5b66\u754c\u548c\u4e1a\u754c\u7814\u7a76\u5f88\u591a\u7684\u4e00\u4e2a\u95ee\u9898\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1080\" height=\"608\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2020\/12\/image-18.png\" alt=\"\" class=\"wp-image-34406\"\/><figcaption>\u56fe 6:\u7528\u6280\u672f\u6307\u6807\u68c0\u9a8c\u6a21\u578b\u6548\u679c<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u5982\u56fe 6 \u6240\u793a\uff0c\u5f53\u6211\u4eec\u5728\u505a\u4e8c\u5206\u7c7b\u6216\u8005\u591a\u5206\u7c7b\u7684\u95ee\u9898\u65f6\uff0c\u53ef\u4ee5\u8dd1\u4e00\u4e0b\u5386\u53f2\u6570\u636e\uff0c\u7528\u6211\u4eec\u7684\u6a21\u578b\u6765\u4e3a\u7528\u6237\u6392\u5e8f\u5206\u7ec4\uff0c\u533a\u5206\u9ad8\u6982\u7387\u8f6c\u5316\u7684\u7528\u6237\u548c\u4f4e\u6982\u7387\u8f6c\u5316\u7684\u7528\u6237\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u8bf4\u6211\u4eec\u6392\u5e8f\u524d 10% \u7684\u7528\u6237\uff0c\u5982\u679c\u80fd\u8986\u76d6 40% \u8f6c\u5316\u7684\u7528\u6237\u91cf\uff0c\u8fd9\u6837\u5b50\u6211\u4eec\u5927\u6982\u4f1a\u4ea7\u751f 400 \u7684 lift\u3002\u800c\u50cf ROC curve \u6216 AUC \u8fd9\u6837\u7684\u6307\u6807\u4f1a\u5bf9\u6211\u4eec\u8bc4\u4f30\u6a21\u578b\u8868\u73b0\u5177\u6709\u6bd4\u8f83\u597d\u7684\u6307\u5bfc\u610f\u4e49\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1080\" height=\"608\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2020\/12\/image-19.png\" alt=\"\" class=\"wp-image-34407\"\/><figcaption>\u56fe 7:\u7528\u5546\u4e1a\u6307\u6807\u68c0\u9a8c\u6a21\u578b\u6548\u679c<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u56fe 7 \u4ece\u5546\u4e1a\u6307\u6807\u7684\u89d2\u5ea6\u53cd\u6620\u6211\u4eec\u7684\u6a21\u578b\u6548\u679c\u3002\u6211\u4eec\u5728\u7b2c\u4e00\u90e8\u5206\u63d0\u5230\u7684\u5bb6\u88c5\u5e73\u53f0\u6848\u4f8b\u4e2d\uff0c\u901a\u8fc7\u6a21\u578b\u5c06\u7528\u6237\u5206\u4e3a\u9ad8\u610f\u613f\u7ec4\u548c\u4f4e\u610f\u613f\u7ec4\uff0c\u5e76\u5728\u4ed6\u4eec\u5728\u7ebf\u65f6\u5019\u5206\u522b\u8fdb\u884c\u5f39\u7a97\u5f15\u5bfc\u3002<\/p>\n\n\n\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u4f4e\u610f\u613f\u7ec4\u5728\u52a0\u4e86\u5f39\u7a97\u4e4b\u540e\uff0c\u8f6c\u5316\u7387\u5927\u6982\u5728 0.05% \u5de6\u53f3\uff1b\u800c\u9ad8\u610f\u613f\u52a0\u5f39\u7a97\u540e\u8f6c\u5316\u7387\u80fd\u8fbe\u5230 0.67%\u3002\u5341\u51e0\u500d\u8f6c\u5316\u7387\u662f\u7531\u6709\u5e8f\u7684\u9879\u76ee\u6d41\u7a0b\uff0c\u7cfb\u7edf\u7684\u7edf\u8ba1\u5206\u6790\u548c\u5148\u8fdb\u7684\u6a21\u578b\u6784\u5efa\u6240\u652f\u6491\u7684\u3002<\/p>\n\n\n\n<p><strong>3.5 \u6a21\u578b\u753b\u50cf<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u867d\u7136\u529f\u80fd\u5f88\u5f3a\u5927\u3001\u9884\u6d4b\u80fd\u529b\u5f88\u5f3a\uff0c\u4f46\u5b83\u4e5f\u4f1a\u53d8\u5f97\u5341\u5206\u590d\u6742\u3001\u4e0d\u5bb9\u6613\u89e3\u91ca\u3002\u800c\u4e14\u5efa\u6a21\u9879\u76ee\u5f80\u5f80\u9700\u8981\u591a\u56e2\u961f\u5408\u4f5c\uff0c\u56e0\u6b64\u5927\u5bb6\u4e00\u5b9a\u8981\u5bf9\u6240\u505a\u7684\u6a21\u578b\u6709\u5171\u8bc6\u548c\u8db3\u591f\u7684\u4fe1\u5fc3\uff0c\u8fd9\u6837\u5927\u5bb6\u624d\u4f1a\u653e\u5fc3\u7684\u4ea4\u4ed8\u5e76\u4f7f\u7528\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5728\u6a21\u578b\u4ea7\u51fa\u8f93\u51fa\u540e\uff0c\u6211\u4eec\u4f1a\u4f7f\u7528\u753b\u50cf\u5bf9\u6a21\u578b\u505a\u4e00\u4e2a\u89e3\u91ca\uff0c\u5b83\u80fd\u5e2e\u52a9\u6211\u4eec\u68b3\u7406\u6a21\u578b\u80cc\u540e\u7684\u903b\u8f91\uff0c\u4ece\u800c\u5b8c\u6210\u4e00\u4e9b\u6a21\u578b\u4f18\u5316\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u6a21\u578b\u672c\u8eab\u7684\u6570\u636e\u903b\u8f91\u5f88\u590d\u6742\uff0c\u4f46\u5b83\u80cc\u540e\u7684\u6838\u5fc3\u903b\u8f91\u80fd\u7528\u4e24\u70b9\u6765\u6982\u62ec\uff1a\u4e00\u662f\u5546\u4e1a\u903b\u8f91\uff1b\u4e8c\u662f\u957f\u671f\u4f5c\u7528\u3002\u5982\u679c\u6211\u4eec\u80fd\u591f\u63a2\u7d22\u51fa\u51b3\u5b9a\u6a21\u578b\u7684\u5546\u4e1a\u903b\u8f91\uff0c\u5b83\u5728\u6211\u4eec\u63d0\u70bc\u8425\u9500\u7b56\u7565\u65f6\u5c31\u80fd\u8d77\u5230\u5f88\u597d\u7684\u63d0\u793a\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u4ece\u65b9\u6cd5\u8bba\u6765\u8bb2\uff0c\u6211\u4eec\u4e3b\u8981\u53ef\u4ee5\u4ece\u4e09\u4e2a\u65b9\u9762\u6765\u5165\u624b\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1080\" height=\"608\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2020\/12\/image-20.png\" alt=\"\" class=\"wp-image-34408\"\/><figcaption>\u56fe 8:\u53d8\u91cf\u91cd\u8981\u6027\u68c0\u9a8c<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u7b2c\u4e00\u4e2a\u662f\u53d8\u91cf\u7684\u91cd\u8981\u6027\u3002\u73b0\u5728\u7684\u7b97\u6cd5\u6a21\u578b\u5f88\u590d\u6742\uff0c\u6211\u4eec\u901a\u5e38\u4e5f\u4f1a\u62df\u5408\u5f88\u591a\u7279\u5f81\uff0c\u800c\u6700\u7ec8\u54ea\u4e9b\u7279\u5f81\u8d77\u4f5c\u7528\uff0c\u54ea\u4e9b\u7279\u5f81\u6ca1\u6709\u8d77\u90a3\u4e48\u5927\u7684\u4f5c\u7528\uff0c\u6211\u4eec\u5219\u53ef\u4ee5\u901a\u8fc7\u63d0\u53d6\u53d8\u91cf\u91cd\u8981\u6027\u7684\u65b9\u5f0f\uff08\u5982\u56fe 8 \u6240\u793a\uff09\uff0c\u5728\u6392\u5e8f\u540e\u7406\u89e3\u6a21\u578b\u7684\u903b\u8f91\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1080\" height=\"608\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2020\/12\/image-21.png\" alt=\"\" class=\"wp-image-34409\"\/><figcaption>\u56fe 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