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class=\"wp-image-52985\"\/><\/figure>\n\n\n\n<p>\u5ba2\u6237\u4fe1\u606f\u5206\u4e3a\u63cf\u8ff0\u7c7b\u4fe1\u606f\uff0c\u884c\u4e3a\u7c7b\u4fe1\u606f\u548c\u5173\u8054\u7c7b\u4fe1\u606f\uff0c\u6bcf\u4e00\u4e2a\u4fe1\u606f\u79cd\u7c7b\u4e0b\u90fd\u6709\u51e0\u5341\u4e2a\u5230\u4e0a\u767e\u4e2a\u6570\u636e\u7279\u5f81\u6307\u6807\uff0c\u60f3\u8682\u8681\u91d1\u670d\u6bcf\u4e2a\u5ba2\u6237\u6709\u51e0\u5343\u4e2a\u6570\u636e\u6307\u6807\u4e5f\u5408\u60c5\u5408\u7406\u3002<\/p>\n\n\n\n<p>\u6240\u8c13\u751f\u6001\u516c\u53f8\u7684\u4f18\u52bf\u5c31\u5728\u4e8e\u6570\u636e\u7684\u6536\u96c6\u7ef4\u5ea6\u8db3\u591f\u591a\u3002<\/p>\n\n\n\n<p><strong>\u56db\u3001\u9009\u62e9\u6837\u672c<\/strong><\/p>\n\n\n\n<p><strong>\u9009\u62e9\u6837\u672c\u8981\u9075\u4ece\u4ee5\u4e0b\u51e0\u4e2a\u539f\u5219<\/strong><\/p>\n\n\n\n<p>\uff081\uff09\u6837\u672c\u5fc5\u987b\u80fd\u4ee3\u8868\u8bc4\u5206\u6a21\u578b\u8986\u76d6\u7684\u4eba\u7fa4\u3002\u4f8b\u5982\u5927\u660c\u65b0\u4e1a\u52a1\u662f\u6c5f\u6d59\u6caa\u7684\u6c7d\u8f66\u91d1\u878d\u4e1a\u52a1\uff0c\u90a3\u4e48\u6837\u672c\u5ba2\u6237\u4e5f\u9700\u8981\u662f\u6c5f\u6d59\u6caa\u7684\u5730\u533a\u7684\u5ba2\u7fa4\uff0c\u8fd9\u662f\u57fa\u672c\u903b\u8f91\u5373\u8981\u505a\u4ec0\u4e48\u5ba2\u7fa4\u4e1a\u52a1\uff0c\u5fc5\u987b\u8981\u7528\u8be5\u5ba2\u7fa4\u7684\u6837\u672c\u3002<\/p>\n\n\n\n<p>\uff082\uff09\u9009\u62e9\u6837\u672c\u7684\u4e0d\u5e94\u8be5\u8fc7\u5c11\uff0c\u901a\u5e38\u81f3\u5c11\u89811000\u5343\uff0c\u5f53\u7136\u6570\u91cf\u4e0a\u5f53\u7136\u662f\u8d8a\u591a\u8d8a\u597d\uff0c\u5982\u679c\u6837\u672c\u6570\u91cf\u8fc7\u5c11\uff0c\u8bc4\u5206\u5728\u8fdb\u884c\u7b97\u6cd5\u7edf\u8ba1\u7684\u65f6\u5019\uff0c\u5c31\u5931\u53bb\u4e86\u4ef7\u503c\uff0c\u56e0\u4e3a\u7b97\u6cd5\u9700\u8981\u8db3\u591f\u7684\u6570\u636e\u91cf\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\u5927\u718a\u8fd9\u6b21\u51c6\u5907\u4e86\u4e94\u5343\u4e2a\u5ba2\u6237\u6837\u672c\u7528\u4e8e\u6d4b\u8bd5\u3002<\/p>\n\n\n\n<p>\uff083\uff09\u5176\u6b21\u6837\u672c\u4e2d\u7684\u5ba2\u6237\u8981\u660e\u786e\u5b9a\u4e49\u597d\u5ba2\u6237\u548c\u574f\u5ba2\u6237\uff0c\u574f\u5ba2\u6237\u4e0d\u540c\u7684\u516c\u53f8\u5b9a\u4e49\u4e0d\u4e00\u6837\uff0c\u5927\u660c\u516c\u53f8\u5b9a\u4e49N3\u5373\u8fde\u7eed\u903e\u671f3\u4e2a\u6708\uff0c\u5c31\u8981\u4ee3\u507f\u6216\u8005\u6838\u9500\uff0c\u67d0\u94f6\u884c\u4fe1\u7528\u5361\u4e5f\u53ef\u4ee5\u5b9a\u4e49\u903e\u671fN2\u5373\u4ee3\u8868\u574f\u5ba2\u6237\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"412\" height=\"344\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/12\/image-73.png\" alt=\"\" class=\"wp-image-52986\"\/><\/figure><\/div>\n\n\n\n<p>\u4e0a\u56fe\u662f\u5927\u660c\u6c7d\u8f66\u91d1\u878d\u4e1a\u52a1\u90e8\u95e8N1\u903e\u671f\u6570\u636e\uff0c\u5982\u679c\u62ff\u8fd9\u4efd\u6570\u636e\u53bb\u505a\u8bc4\u5206\u6a21\u578b\u7684\u6837\u672c\uff0c\u5927\u5bb6\u89c9\u5f97\u662f\u5426\u5408\u9002\u5462\uff1f<\/p>\n\n\n\n<p>1.2.3.&nbsp; \u4e09\u79d2\u601d\u8003\u65f6\u95f4~<\/p>\n\n\n\n<p>\u7b54\u6848\u5176\u5b9e\u5e76\u4e0d\u5408\u9002\uff0cN1\u53ea\u662f\u8f7b\u5fae\u7684\u903e\u671f\uff0c\u5728\u6c7d\u8f66\u91d1\u878d\u5b9e\u9645\u4e1a\u52a1\u4e2dN1\u903e\u671f\u7387\u53ef\u80fd\u5927\u4e8e10%\uff0c\u5982\u679c\u628a\u6240\u6709\u7684N1\u90fd\u5f53\u4f5c\u574f\u6837\u672c\uff0c\u90a3\u4e48\u8bc4\u5206\u6a21\u578b\u6ce8\u5b9a\u4e0d\u591f\u51c6\u786e\u3002<\/p>\n\n\n\n<p>\uff084\uff09\u6240\u62bd\u53d6\u6837\u672c\u7684\u65f6\u6bb5\u5fc5\u987b\u6709\u5efa\u6a21\u6240\u9700\u8981\u7684\u6570\u636e\u3002\u5c0f\u989d\u73b0\u91d1\u8d37\u4ea7\u54c1\u901a\u5e38\u9009\u62e91\u5e74\u4e4b\u5185\u7684\u7533\u8bf7\u4eba\u6570\u636e\uff0c\u8f66\u8d37\u4ea7\u54c1\u4e00\u822c\u9009\u62e91-3\u5e74\u7684\u7533\u8bf7\u4eba\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u56e0\u4e3a\u8fd9\u4e9b\u8d26\u6237\u6709\u5145\u8db3\u7684\u65f6\u95f4\u4ea7\u751f\u597d\u7684\u6216\u574f\u7684\u8d37\u540e\u8868\u73b0\uff0c\u65f6\u95f4\u592a\u4e45\u7684\u8bdd\u8fd9\u4e2a\u65f6\u6bb5\u7684\u5efa\u6a21\u6570\u636e\u53ef\u80fd\u6ca1\u6709\uff0c\u65f6\u95f4\u592a\u77ed\u6837\u672c\u6570\u636e\u6ca1\u6709\u8d37\u540e\u8868\u73b0\u3002<\/p>\n\n\n\n<p><strong>\u4e94\u3001\u5efa\u7acb\u6a21\u578b<\/strong><\/p>\n\n\n\n<p>\u9009\u53d6\u7279\u5f81\u53d8\u91cf\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u5c31\u662f\u4e0a\u9762\u8bf4\u7684\u628a\u80fd\u6536\u96c6\u5230\u7684\u5ba2\u6237\u4fe1\u606f\u90fd\u68b3\u7406\u51fa\u6765\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e\u4e92\u8054\u7f51\u5df2\u7ecf\u5b8c\u5168\u878d\u5165\u4e86\u6211\u4eec\u7684\u751f\u6d3b\uff0c\u6211\u4eec\u7684\u6570\u636e\u57fa\u672c\u4e0a\u5728\u4e92\u8054\u7f51\u4e0a\u6709\u4e86\u7559\u75d5\uff0c\u8fd9\u6837\u7684\u597d\u5904\u662f\u65b9\u4fbf\u6570\u636e\u6536\u96c6\u8005\u5efa\u7acb\u66f4\u597d\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u574f\u5904\u662f\u5927\u90e8\u5206\u6570\u636e\u6ca1\u6709\u7ecf\u8fc7\u6211\u4eec\u7684\u5141\u8bb8\uff0c\u88ab\u8fc7\u5ea6\u4f7f\u7528\u4e86\uff0c\u5f53\u7136\u6570\u636e\u5b89\u5168\u4e0d\u5728\u4eca\u5929\u7684\u8ba8\u8bba\u8303\u56f4\u5185\u3002\u6bd4\u5982\u5206\u6790\u4fe1\u7528\u5361\u903e\u671f\u6b21\u6570\uff0c\u5982\u679c\u903e\u671f\u6b21\u6570\u591a\u7684\u5ba2\u6237\u5728\u8d37\u540e\u8868\u73b0\u5177\u4e0d\u826f\uff0c\u6ca1\u6709\u903e\u671f\u8bb0\u5f55\u7684\u5ba2\u6237\u8d37\u540e\u8868\u73b0\u5f88\u597d\uff0c\u90a3\u4e48\u4fe1\u7528\u5361\u903e\u671f\u6b21\u6570\u5c31\u662f\u4e00\u4e2a\u597d\u548c\u574f\u5ba2\u6237\u7684\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u4e0e\u6b64\u76f8\u53cd\u67d0\u4e00\u7279\u5b9a\u7684\u7279\u5f81\u53d8\u91cf\u53ef\u80fd\u5728\u597d\u3001\u574f\u8d26\u6237\u4e4b\u95f4\u6ca1\u6709\u4efb\u4f55\u533a\u522b\uff0c\u6bd4\u5982\u884c\u4e3a\u6570\u636e\u8bb0\u5f55\u5ba2\u6237\u662f\u5438\u70df\u548c\u4e0d\u5438\u70df\uff0c\u5e76\u4e0d\u80fd\u548c\u5ba2\u6237\u7684\u8d37\u540e\u8868\u73b0\u76f4\u63a5\u5173\u8054\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u8fd9\u4e2a\u7279\u5f81\u5c31\u4e0d\u4f1a\u88ab\u7528\u5728\u8bc4\u5206\u5361\u4e2d\u3002<\/p>\n\n\n\n<p>\u5728\u8bc4\u5206\u5efa\u6a21\u7684\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u6536\u96c6\u51e0\u767e\u4e0a\u5343\u4e2a\u7279\u5f81\uff0c\u4ee5\u5bfb\u627e\u76f8\u5e94\u7684\u7279\u5f81\u662f\u5426\u5728\u597d\u3001\u574f\u8d26\u6237\u4e4b\u95f4\u5b58\u5728\u5dee\u5f02\u3002<\/p>\n\n\n\n<p><strong>\u7279\u5f81\u8d8a\u591a\uff0c\u5f00\u53d1\u6210\u672c\u8d8a\u9ad8\uff0c\u7ef4\u62a4\u6210\u672c\u4e5f\u8d8a\u5927\uff0c\u5b9e\u9645\u4e1a\u52a1\u8fc7\u7a0b\u4e2d\u5e94\u8be5\u7075\u6d3b\u638c\u63e1\uff0c\u5373\u4f7f\u662f\u4e00\u4e07\u4e2a\u7279\u5f81\u53d8\u91cf\u6216\u8005\u4e2a\u4f4d\u6570\u7684\u7279\u5f81\u53d8\u91cf\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u8bba\u4f9d\u65e7\u6210\u7acb\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e48\u591a\u7279\u5f81\u5176\u5b9e\u771f\u6b63\u6709\u4f5c\u7528\u7684\u7279\u5f81\u5176\u5b9e\u4e0d\u591a\u7684\uff0c\u6bd4\u5982\u5ba2\u6237\u7684\u624b\u673a\u5f00\u673a\u72b6\u6001\u3001\u5728\u7f51\u65f6\u957f\u3001\u516c\u5b89\u7f51\u3001\u6cd5\u9662\u7f51\u3001\u4e2a\u7a0e\u3001\u4fe1\u7528\u5361\u903e\u671f\u8bb0\u5f55\u7b49\u3002<br>\u5f53\u7279\u5f81\u53d8\u91cf\u5f88\u591a\u7684\u65f6\u5019\uff0c\u5c31\u9700\u8981\u5bf9\u6bcf\u4e2a\u7279\u5f81\u53d8\u91cf\u8fdb\u884c\u5206\u914d\u6743\u91cd\uff0c\u800c\u5206\u914d\u6743\u91cd \u8fc7\u7a0b\u4e00\u4e2a\u8bc4\u5206\u6a21\u578b\u7684\u8bbe\u8ba1\u6846\u67b6\u5c31\u6709\u4e86\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"707\" height=\"295\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/12\/image-74.png\" alt=\"\" class=\"wp-image-52987\"\/><\/figure>\n\n\n\n<p>\u5728\u4ee5\u4e0a\u6743\u91cd\u4e2d\uff0c\u6211\u4eec\u628a\u524d\u4e09\u9879\u8bbe\u7f6e\u6210\u8d85\u8fc780\uff0c\u7c97\u66b4\u4f46\u662f\u6709\u6548\uff0c\u5f53\u7136\u8fd9\u662f\u7b80\u5316\u7684\u60c5\u51b5\u3002<\/p>\n\n\n\n<p>\u5173\u4e8e\u6743\u91cd\u5f97\u5206\uff0c\u6211\u4eec\u627e\u5230\u7f51\u4e0a\u4e00\u4e2a\u4f8b\u5b50\uff0c\u4ee5\u5e7f\u5dde\u4e3a\u4f8b,\u5047\u5982\u5176GDP\u7684\u8bc4\u5206\u4e3a9.5\u5206,GDP\u589e\u901f\u8bc4\u5206\u4e3a8\u5206,\u4eba\u53e3\u589e\u957f\u8bc4\u5206\u4e3a9\u5206\u8fd9\u4e2a\u65f6\u5019\u6211\u4eec\u9700\u8981\u77e5\u9053\u5176\u7efc\u5408\u8bc4\u5206,\u6211\u4eec\u7ed9GDP \u6743\u91cd\u5360\u6bd450%\u00a0 GDP\u589e\u901f \u6743\u91cd\u5360\u6bd430% \u4eba\u53e3\u589e\u957f \u6743\u91cd\u5360\u6bd420%<\/p>\n\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u8ba1\u7b97\u51fa\u5176\u7efc\u5408\u8bc4\u5206\u4e3a9.5*50%+8*30%+9*20%=8.95\u5206<\/p>\n\n\n\n<p><strong>\u8bbe\u7f6e\u5206\u6570\u9608\u503c\uff0c\u901a\u8fc7\u5206\u6570\u9608\u503c\uff0c\u6211\u4eec\u786e\u5b9a\u4e00\u4e2a\u603b\u5206\u6570\uff0c\u7406\u8bba\u4e0a\u9ad8\u4e8e\u8be5\u5206\u6570\u7684\u6240\u6709\u5ba2\u6237\u90fd\u4f1a\u901a\u8fc7\uff0c\u4f4e\u4e8e\u8be5\u5206\u6570\u7684\u6240\u6709\u5ba2\u6237\u90fd\u4f1a\u88ab\u62d2\u7edd\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"624\" height=\"375\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/12\/image-75.png\" alt=\"\" class=\"wp-image-52988\"\/><\/figure>\n\n\n\n<p>\u5728\u51b3\u5b9a\u662f\u5426\u63a5\u53d7\/\u62d2\u7edd\u67d0\u4e2a\u5ba2\u6237\u65f6\uff0c\u6700\u6709\u7528\u7684\u662f\u6a21\u578b\u9884\u8bbe\u597d\u7684\u5404\u4e2a\u5206\u6570\u6bb5\u7684\u5ba1\u6279\u7ed3\u679c\u548c\u574f\u8d26\u7387\u3002<\/p>\n\n\n\n<p><strong>\u6bd4\u8f83\u7406\u60f3\u7684\u60c5\u51b5\u4e0b\u6211\u4eec\u63d0\u4ea4\u7684\u6837\u672c\uff0c\u5728\u8bc4\u5206\u6a21\u578b\u7684\u5206\u5e03\u56fe\u4e0a\u7b26\u5408\u6b63\u6001\u5206\u5e03\u3002<\/strong><\/p>\n\n\n\n<p>\u4f46\u662f\u5982\u4f55\u8bbe\u5b9a\u901a\u8fc7\u548c\u76f4\u63a5\u62d2\u7edd\u7684\u5206\u6570\u9608\u503c\u5462\uff1f\u53ef\u4ee5\u901a\u8fc7\u6838\u9500\u7387\u548c\u901a\u8fc7\u7387\u6765\u5224\u65ad\u3002<\/p>\n\n\n\n<p>\u5728\u6837\u672c\u4e2d\uff0c\u5047\u5982\u6211\u4eec \u574f\u5ba2\u6237\u662f\u6838\u9500\u5ba2\u6237\uff0c\u5f53\u6bcf\u4e2a\u5ba2\u6237\u90fd\u8dd1\u4e86\u4e00\u904d\u6a21\u578b\u6709\u4e86\u5f97\u5206\u4e4b\u540e\uff0c\u90a3\u4e48\u6211\u4eec\u662f\u4e0d\u662f\u5c31\u53ef\u4ee5\u7b97\u51fa\u6bcf\u4e2a\u5f97\u5206\u533a\u95f4\uff0c\u5ba2\u6237\u7684\u6838\u9500\u7387\u548c\u901a\u8fc7\u7387\uff1f<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u9ad8\u901a\u8fc7\u7387\uff0c\u52bf\u5fc5\u653e\u8fdb\u6765\u66f4\u591a\u574f\u5ba2\u6237\uff0c\u6838\u9500\u7387\u5c31\u4f1a\u63d0\u9ad8\uff0c\u8fd9\u662f\u4e00\u79cd\u6743\u8861\u8fc7\u7a0b\uff0c\u5c31\u770b\u6211\u4eec\u5f53\u524d\u7684\u8fd0\u8425\u7b56\u7565\u662f\u5148\u4fdd\u901a\u8fc7\u7387\u8fd8\u662f\u6838\u9500\u7387\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u6211\u4eec\u65b0\u63a5\u5165\u4e86\u4e00\u5bb6\u8d44\u91d1\u65b9\uff0c\u90a3\u4e48\u4e3a\u4e86\u7ef4\u62a4\u826f\u597d\u7684\u5f00\u7aef\uff0c\u5c31\u9700\u8981\u4fdd\u6301\u901a\u8fc7\u7387\u63d0\u4f9b\uff0c\u7b49\u6709\u4e86\u4e00\u5b9a\u8d44\u4ea7\u5408\u4f5c\u89c4\u6a21\uff0c\u5728\u964d\u4f4e\u901a\u8fc7\u7387\uff0c\u4ece\u800c\u964d\u4f4e\u6838\u9500\u7387\u3002<\/p>\n\n\n\n<p><strong>\u516d\u3001\u6a21\u578b\u8bc4\u4f30<\/strong><\/p>\n\n\n\n<p>\u4e00\u4e2a\u8bc4\u5206\u6a21\u578b\u7684\u9884\u6d4b\u80fd\u529b\u901a\u5e38\u7528\u4e24\u79cd\u6d4b\u5ea6\u65b9\u6cd5\u6765\u8bc4\u4f30\uff1a\u4e00\u79cd\u662fK-S\u68c0\u9a8c\uff0c\u53e6\u4e00\u79cd\u662f\u533a\u5206\u5ea6\u3002<\/p>\n\n\n\n<p>K-S\u503c\uff08\u6570\u5b66\u5bb6\u67ef\u5c14\u83ab\u54e5\u6d1b\u592b\uff08Kolmogorov\uff09\u548c\u65af\u7c73\u6d1b\u592b\uff08Smirnov\uff09\u547d\u540d\uff09\u8ba1\u7b97\u548c\u5ba2\u6237\u548c\u574f\u5ba2\u6237\u7684\u7d2f\u79ef\u5206\u5e03\u4e4b\u95f4\u7684\u5dee\u5f02\u3002<\/p>\n\n\n\n<p>\u6211\u770b\u770b\u4e3e\u4f8bKS\u503c\u662f\u600e\u4e48\u63a8\u5bfc\u51fa\u6765\u7684\uff0c\u6bd4\u5982\u6211\u4eec\u67095000\u4e2a\u6837\u672c\u6570\u636e\uff0c\u8fd9\u91cc\u9762\u5305\u542b\u4e86\u597d\u5ba2\u6237\u548c\u574f\u5ba2\u6237\uff0c\u901a\u8fc7\u903b\u8f91\u56de\u5f52\u7b49\u5efa\u6a21\u7684\u65b9\u5f0f\uff08\u6b64\u5904\u7701\u53bb\u5efa\u6a21\u8fc7\u7a0b\uff09\u6211\u4eec\u5f97\u5230\u4e86\u6bcf\u4e2a\u5ba2\u6237\u90fd\u5bf9\u5e94\u6709\u4e00\u4e2a\u4fe1\u7528\u5206\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\u8fd9\u4efd\u6570\u636e\u7684\u5ba2\u6237\u9664\u4e86\u6709\u597d\u548c\u574f\u7684\u6807\u7b7e\uff0c\u6bcf\u4e2a\u5ba2\u6237\u4e5f\u6709\u5bf9\u5e94\u7684\u4fe1\u7528\u8bc4\u5206\u3002<\/p>\n\n\n\n<p>\u6574\u4e2a\u6837\u672c\u4e2d\u6211\u4eec\u53c8\u53ef\u4ee5\u628a\u5ba2\u6237\u5206\u6210\u56db\u7c7b\u6837\u672c\uff0c\u4ed6\u4eec\u5206\u5e03\u662f<\/p>\n\n\n\n<p>True Positive \uff08\u771f\u6b63, TP\uff09\u88ab\u6a21\u578b\u9884\u6d4b\u4e3a\u6b63\u7684\u6b63\u6837\u672c\uff1b<\/p>\n\n\n\n<p>True Negative\uff08\u771f\u8d1f , TN\uff09\u88ab\u6a21\u578b\u9884\u6d4b\u4e3a\u8d1f\u7684\u8d1f\u6837\u672c \uff1b<\/p>\n\n\n\n<p>False Positive \uff08\u5047\u6b63, FP\uff09\u88ab\u6a21\u578b\u9884\u6d4b\u4e3a\u6b63\u7684\u8d1f\u6837\u672c\uff1b<\/p>\n\n\n\n<p>False Negative\uff08\u5047\u8d1f , FN\uff09\u88ab\u6a21\u578b\u9884\u6d4b\u4e3a\u8d1f\u7684\u6b63\u6837\u672c\uff1b<\/p>\n\n\n\n<p>\u5176\u4e2d\u6bcf\u79cd\u7c7b\u578b\u7684\u771f\u5b9e\u6bd4\u4f8b\u7684\u8ba1\u7b97\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>True Positive Rate\uff08\u771f\u6b63\u7387 , TPR\uff09\u6216\u7075\u654f\u5ea6\uff08sensitivity\uff09\u00a0<\/p>\n\n\n\n<p>TPR = TP \/\uff08TP + FN\uff09\u00a0<\/p>\n\n\n\n<p>\u6b63\u6837\u672c\u9884\u6d4b\u7ed3\u679c\u6570 \/ \u6b63\u6837\u672c\u5b9e\u9645\u6570<\/p>\n\n\n\n<p>True Negative Rate\uff08\u771f\u8d1f\u7387 , TNR\uff09\u6216\u7279\u6307\u5ea6\uff08specificity\uff09&nbsp;<\/p>\n\n\n\n<p>TNR = TN \/\uff08TN + FP\uff09\u00a0<\/p>\n\n\n\n<p>\u8d1f\u6837\u672c\u9884\u6d4b\u7ed3\u679c\u6570 \/ \u8d1f\u6837\u672c\u5b9e\u9645\u6570<\/p>\n\n\n\n<p>False Positive Rate \uff08\u5047\u6b63\u7387, FPR\uff09\u00a0<\/p>\n\n\n\n<p>FPR = FP \/\uff08FP + TN\uff09\u00a0<\/p>\n\n\n\n<p>\u88ab\u9884\u6d4b\u4e3a\u6b63\u7684\u8d1f\u6837\u672c\u7ed3\u679c\u6570 \/\u8d1f\u6837\u672c\u5b9e\u9645\u6570<\/p>\n\n\n\n<p>False Negative Rate\uff08\u5047\u8d1f\u7387 , FNR\uff09\u00a0<\/p>\n\n\n\n<p>FNR = FN \/\uff08TP + FN\uff09\u00a0<\/p>\n\n\n\n<p>\u88ab\u9884\u6d4b\u4e3a\u8d1f\u7684\u6b63\u6837\u672c\u7ed3\u679c\u6570 \/ \u6b63\u6837\u672c\u5b9e\u9645\u6570<\/p>\n\n\n\n<p>\u5b9a\u4e49 F\uff08s|B\uff09\u4ee3\u8868\u771f\u8d1f\u7387\uff0c\u5b9a\u4e49F\uff08s|G\uff09\u4ee3\u8868\u5047\u8d1f\u7387\uff0c\u4e8e\u662f\u6211\u4eec\u5c31\u53ef\u4ee5\u5f97\u51fa\u4e00\u4e2a\u6837\u672c\u6bd4\u7387\u4e3a\u7eb5\u5750\u6807\uff0c\u4fe1\u7528\u5f97\u5206\u4e3a\u6a2a\u5750\u6807\u7684\u4e24\u6761\u66f2\u7ebf\uff0c\u5982\u4e0b\u56fe\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"683\" height=\"684\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/12\/image-25.jpg\" alt=\"\" class=\"wp-image-52989\"\/><\/figure><\/div>\n\n\n\n<p>\u5728\u771f\u5b9e\u8d37\u6b3e\u4e2d\uff0c\u6211\u4eec\u5e0c\u671b\u5c3d\u91cf\u628a\u574f\u5ba2\u6237\u62d2\u7edd\uff0c\u4f46\u662f\u597d\u5ba2\u6237\u907f\u514d\u8bef\u4f24\uff0c\u6211\u4eec\u7684\u5e0c\u671b\u5728\u6570\u636e\u4e0a\u7684\u63d0\u73b0\u5c31\u662fF\uff08s|B\uff09-F\uff08s|G)&nbsp;\u7684\u6700\u5927\u503c\u3002<\/p>\n\n\n\n<p>\u800c\u8fd9\u4e2a\u6700\u5927\u503c\u5c31\u662fKS\u503c\u3002<\/p>\n\n\n\n<p>\u5047\u5982\u56fe\u4e2d\u76f8\u5dee\u6700\u5927\u5904F\uff08s|B\uff09=0.8\uff0cF\uff08s|G)=0.4\uff0c\u90a3\u4e48KS\u503c=0.8-0.4=0.4\u3002<\/p>\n\n\n\n<p>\u597d\u5ba2\u6237\u548c\u574f\u5ba2\u6237\u4e4b\u95f4\u7684\u7d2f\u79ef\u5206\u5e03\u7684\u95f4\u9694\u8d8a\u5927\uff0c\u8bf4\u660e\u5efa\u6a21\u540e\u7684\u4fe1\u7528\u8bc4\u5206\u533a\u5206\u5ea6\u8d8a\u5927\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u6211\u4eec\u8ba4\u4e3a\u8d85\u8fc730\u4e2a\u767e\u5206\u70b9KS\u503c\u662f\u53ef\u63a5\u53d7\u7684\uff0c\u5982\u679c\u80fd\u8d85\u8fc750%\u90a3\u5c31\u5c5e\u4e8e\u4f18\u79c0\u7684\u6c34\u5e73\u4e86\uff0cKS\u503c\u8d8a\u5927\uff0c\u8d8a\u80fd\u4f53\u73b0\u5efa\u6a21\u7684\u6c34\u5e73\u3002<\/p>\n\n\n\n<p><strong>\u4e03\u3001\u6a21\u578b\u90e8\u7f72<\/strong><\/p>\n\n\n\n<p>\u5982\u679c\u4e00\u5f00\u59cb\u662f\u5982\u679c\u4f60\u4eec\u7684\u5ba1\u6279\u662f\u7ebf\u4e0b\u540e\u53f0\u7684\u5ba1\u6279\uff0c\u5982\u679c\u76f4\u63a5\u5f15\u5165\u8bc4\u5206\u7cfb\u7edf\uff0c\u90a3\u4e48\u53ef\u80fd\u6709\u5927\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u66fe\u7ecf\u6211\u4eec\u5c31\u6709\u8fd9\u6837\u7684\u60e8\u75db\u7ecf\u9a8c\uff0c\u4e0a\u7ebf\u4e86\u4e00\u4e2a\u81ea\u8ba4\u4e3a\u5f88ok\u7684\u6a21\u578b\uff0c\u4e25\u91cd\u964d\u4f4e\u4e86\u8fdb\u4ef6\u56e2\u961f\u7684\u901a\u8fc7\u7387\uff0c\u88ab\u6e20\u9053\u8001\u603b\u5f3a\u70c8\u6295\u8bc9\uff01\u00a0<\/p>\n\n\n\n<p>\u6240\u4ee5\u5b9e\u65bd\u90e8\u7f72\u7684\u5173\u952e\u662f\u8981\u9ad8\u7ba1\u3001\u98ce\u9669\u4ee5\u53ca\u6e20\u9053\u56e2\u961f\u7684\u5145\u5206\u7406\u89e3\uff0c\u5728\u6a21\u578b\u90e8\u7f72\u4e4b\u524d\u5e94\u8be5\u5145\u5206\u57f9\u8bad\u548c\u5ba3\u5bfc\u8bc4\u5206\u6a21\u578b\u7684\u6218\u7565\u610f\u4e49\uff0c\u5e76\u4e14\u521d\u671f\u8bc4\u5206\u6a21\u578b\u5c3d\u91cf\u8981\u6709\u53ef\u89e3\u91ca\u6027\uff0c\u8fd9\u6837\u624d\u4f1a\u7ed9\u4eba\u4fe1\u670d\u3002<\/p>\n\n\n\n<p>\u8bc4\u5206\u7cfb\u7edf\u8fd8\u5e94\u8be5\u8bc4\u5206\u7ed3\u679c\u8f6c\u4eba\u5de5\uff0c\u5728\u6c7d\u8f66\u91d1\u878d\u4e1a\u52a1\u4e2d\uff0c\u6709\u4e9b\u7ecf\u9500\u5546\u521a\u521a\u5f00\u59cb\u5408\u4f5c\uff0c\u4ed6\u4eec\u6545\u610f\u7528\u4e00\u4e9b\u4f4e\u8d28\u91cf\u7684\u5ba2\u6237\u6765\u8fdb\u4ef6\uff0c\u5982\u679c\u8fd9\u65f6\u5019\u7684\u8425\u9500\u7b56\u7565\u662f\u7ef4\u62a4\u7ecf\u9500\u5546\u5173\u7cfb\uff0c\u4ee5\u574f\u8d26\u6362\u53d6\u4fe1\u4efb\uff0c\u90a3\u4e48\u5c31\u8981\u9002\u5f53\u7684\u5f00\u7eff\u706f\uff0c\u7b49\u5230\u7ebf\u4e0b\u56e2\u961f\u548c\u7ecf\u9500\u5546\u7684\u5173\u7cfb\u7a33\u56fa\uff0c\u624d\u6162\u6162\u6536\u7d27\u5ba1\u6279\u6807\u51c6\u3002<\/p>\n\n\n\n<p>\u8f6c\u4eba\u5de5\u7684\u539f\u56e0\u8fd8\u6709\u5c31\u662f\u5c31\u662f\u8bc4\u5206\u6a21\u578b\u7684\u6570\u636e\u6e90\u53ef\u80fd\u51fa\u73b0\u5f02\u5e38\uff0c\u90a3\u4e48\u5c31\u9700\u8981\u4eba\u5de5\u8fdb\u884c\u5c31\u8c03\u6574\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u4ea7\u54c1\u8bbe\u8ba1\u8005\uff0c\u9884\u7559\u540e\u95e8\u662f\u4e3a\u4e86\u7ed9\u81ea\u5df1\u7559\u51fa\u751f\u547d\u7ebf\u3002<\/p>\n\n\n\n<p><strong>\u516b\u3001\u6a21\u578b\u76d1\u63a7<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u76d1\u63a7\u7684\u4e3b\u8981\u6307\u6807\u662f\u5ba2\u7fa4\u7a33\u5b9a\u6027\u5206\u6790\u548c\u7279\u5f81\u53d8\u91cf\u7a33\u5b9a\u6027\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u5ba2\u7fa4\u7a33\u5b9a\u6027\u62a5\u544a\u5c06\u8fd1\u671f\u5b9e\u9645\u7533\u8bf7\u4eba\u7684\u4fe1\u7528\u5f97\u5206\u6309\u5206\u6570\u6bb5\uff08\u4ee5\u6708\u6216\u5b63\u5ea6\u4e3a\u5355\u4f4d\uff09\u4e0e\u9884\u6d4b\u5206\u5e03\u8fdb\u884c\u6bd4\u8f83\u3002<\/p>\n\n\n\n<p>\u5ba2\u7fa4\u7a33\u5b9a\u6027\u662f\u53d1\u73b0\u6f5c\u5728\u95ee\u9898\u7684\u4e00\u4e2a\u5f88\u597d\u7684\u65e9\u671f\u6307\u6807\uff0c\u8be5\u6307\u6807\u80fd\u591f\u5f88\u597d\u7684\u53cd\u9988\u5f53\u524d\u5ba2\u7fa4\u662f\u5426\u5b58\u5728\u660e\u7ec6\u53d8\u5316\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"481\" height=\"289\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/12\/image-76.png\" alt=\"\" class=\"wp-image-52990\"\/><\/figure><\/div>\n\n\n\n<p>\u6bd4\u5982\u4e0a\u56fe\u4e2d\u7ea2\u8272\u7684\u5b9e\u9645\u7533\u8bf7\u7684\u5ba2\u7fa4\uff0c\u57280-4\u5206\u7684\u533a\u95f4\uff0c\u5b9e\u9645\u53d1\u751f\u7684\u5ba2\u7fa4\u6bd4\u9884\u6d4b\u7684\u8981\u9ad8\uff0c\u8bf4\u660e\u5b9e\u9645\u7684\u5ba2\u7fa4\u8d28\u91cf\u4e0b\u964d\u4e86\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u5ba2\u7fa4\u5206\u5e03\u53d8\u5316\uff0c\u4f60\u5c31\u77e5\u9053\u8fdb\u5165\u7684\u5ba2\u7fa4\u4e5f\u662f\u4e0d\u540c\u7684\uff0c\u6bd4\u5982\u8fd9\u65f6\u5019\u5c31\u53ef\u4ee5\u627e\u6e20\u9053\u65b9\u8fdb\u884c\u6c9f\u901a\uff0c\u8868\u660e\u6700\u8fd1\u7684\u6e20\u9053\u8d28\u91cf\u53d8\u5316\uff0c\u5ba2\u7fa4\u8d28\u91cf\u53d8\u5316\uff0c\u5728\u6a21\u578b\u80fd\u529b\u4e0d\u53d8\u7684\u60c5\u51b5\u4e0b\uff0c\u6700\u7ec8\u5f71\u54cd\u7684\u662f\u76c8\u5229\u6548\u679c\u3002<\/p>\n\n\n\n<p><strong>\u7279\u5f81\u53d8\u91cf\u7a33\u5b9a\u6027\u5206\u6790\u662f\u4ee5\u65f6\u95f4\u7ef4\u5ea6\u4e0e\u6837\u672c\u7684\u7279\u5f81\u5206\u5e03\u8fdb\u884c\u6bd4\u8f83\u3002<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"411\" height=\"120\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/12\/image-77.png\" alt=\"\" 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