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alt=\"\"\/><\/figure>\n\n\n\n<p>\u5982\u4f55\u901a\u8fc7\u66f4\u52a0\u666e\u9002\u6027\u7684\u7b97\u6cd5\u6765\u8fdb\u884c\u65f6\u95f4\u5e8f\u5217\u5f02\u5e38\u7684\u68c0\u6d4b\u5462\uff1f\u9996\u5148\u770b\u4f20\u7edf\u7684\u65b9\u6cd5\uff0c\u8bf4\u5230\u4f20\u7edf\u65b9\u6cd5\u81ea\u7136\u60f3\u5230\u7edf\u8ba1\u5b66\u7684\u505a\u6cd5\uff0c\u901a\u5e38\u7528ARMA\u6a21\u578b\uff0c\u8981\u505a\u8fd9\u4e2a\u516c\u5f0f\u6a21\u578b\u5c31\u9700\u8981\u5b9a\u9636\uff0c\u62df\u5408\u8fd9\u4e2a\u6a21\u578b\u540e\u5c31\u53ef\u4ee5\u505a\u8fd9\u4e00\u5757\u5de5\u4f5c\u4e86\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u7edf\u8ba1\u5b66\u7684\u7b97\u6cd5\uff0c\u4f1a\u6709\u4e00\u4e2a\u524d\u63d0\u5047\u8bbe\u6761\u4ef6\uff0c\u9700\u8981\u5047\u8bbe\u65f6\u95f4\u5e8f\u5217\u6709\u81ea\u76f8\u9002\u6027\uff0c\u5047\u8bbe\u5b83\u662f\u5e73\u7a33\u6216\u8005\u5f31\u5e73\u7a33\u7684\u72b6\u6001\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u8fd0\u7ef4\u7684\u573a\u666f\uff0c\u6bd4\u5982\u8bf4DAU\u6216\u8005\u5728\u7ebf\u7528\u6237\u91cf\u6709\u4e00\u4e2a\u5468\u671f\u6027\u7684\u7279\u6027\uff0c\u5728\u67d0\u4e9b\u573a\u666f\u4e0b\u7528\u8fd9\u4e2a\u7b97\u6cd5\u662fOK\u7684\u3002<\/p>\n\n\n\n<p>\u4f46\u662f\uff0c\u5728\u5f88\u591a\u573a\u666f\u4e0b\uff0c\u662f\u6ca1\u6709\u529e\u6cd5\u5224\u65ad\u8fd9\u4e2a\u65f6\u95f4\u5e8f\u5217\u662f\u5426\u5177\u6709\u5468\u671f\u6027\uff0c\u8fd9\u65f6\u5019\u5c31\u9700\u8981\u4eba\u5de5\u5224\u65ad\u6216\u8005\u5176\u4ed6\u65b9\u6cd5\u6765\u505a\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e9b\u5047\u8bbe\u6761\u4ef6\u4e0b\uff0c\u4e0a\u9762\u7684\u7b97\u6cd5\u662f\u6709\u4e00\u5b9a\u5c40\u9650\u6027\u7684\uff0c\u5e76\u4e0d\u80fd\u5b8c\u5168\u9002\u7528\u4e8e\u6240\u6709\u7684\u65f6\u95f4\u5e8f\u5217\u573a\u666f\u3002<\/p>\n\n\n\n<figure 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class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/9fa05d74959045babd653cce5cde1cd0.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e2\u7136\u4f20\u7edf\u7684\u65f6\u95f4\u5e8f\u5217\u6709\u5404\u79cd\u5404\u6837\u7684\u95ee\u9898\uff0c\u6211\u4eec\u5c31\u8981\u60f3\u529e\u7406\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u7edf\u8ba1\u7b97\u6cd5\u662f\u57fa\u4e8e\u6b63\u6001\u5206\u5e03\u7684\u5047\u8bbe\uff0c\u57fa\u4e8e\u5f31\u5e73\u7a33\u578b\u7684\u5047\u8bbe\u548c\u57fa\u4e8e\u8d8b\u52bf\u6027\u3001\u5468\u671f\u6027\u7684\u5047\u8bbe\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u80fd\u4e0d\u80fd\u628a\u8fd9\u4e9b\u95ee\u9898\u53bb\u6389\u5462\uff1f\u6bd4\u5982\u8bf4\u65f6\u95f4\u5e8f\u5217\u91cc\u9762\u63d0\u5230\u4e86\u5f02\u5e38\u5047\u8bbe\uff0c\u4f60\u63d0\u5230\u7684\u5f02\u5e38\uff0c\u5bf9\u5e94\u7684\u5c31\u662f\u6b63\u5e38\uff0c\u5f02\u5e38\u548c\u6b63\u5e38\u5c31\u5bf9\u5e94\u4e86\u4e8c\u5206\u7c7b\u7684\u95ee\u9898\uff0c\u6807\u7b7e\u7b49\u4e8e\u96f6\u6216\u8005\u7b49\u4e8e\u4e00\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u79cd\u4f7f\u7528\u573a\u666f\u4e0b\u5c31\u8981\u8f6c\u5316\u4e3a\u673a\u5668\u5b66\u4e60\u7684\u95ee\u9898\uff0c\u6709\u4e00\u4e9b\u662f\u5f02\u5e38\uff0c\u6709\u4e00\u4e9b\u662f\u6b63\u5e38\u3002<\/p>\n\n\n\n<p>\u5176\u4ed6\u7684\u673a\u5668\u5b66\u4e60\u5c31\u662f\u4e8c\u5206\u7c7b\u7684\u95ee\u9898\uff0c\u8fd9\u5728\u6211\u4eec\u8fd9\u79cd\u60c5\u51b5\u4e0b\u4e5f\u6709\u4e00\u5b9a\u7684\u5f0a\u7aef\uff0c\u5c31\u5728\u4e8e\u5728\u4e1a\u52a1\u5e73\u7a33\u60c5\u51b5\u4e0b\u5927\u90e8\u5206\u4e1a\u52a1\u6307\u6807\u662f\u6b63\u5e38\u7684\uff0c\u5373\u4f7f\u662f\u5728\u7cfb\u7edf\u91cc\uff0c\u70b9\u51fb\u7387\u4e5f\u4e0d\u4f1a\u592a\u9ad8\uff0c\u4e00\u822c\u51fa\u73b0100\u4e2a\uff0c\u522b\u4eba\u70b94\u4e2a\u5c31\u5dee\u4e0d\u591a\u4e86\uff0c\u800c\u4e14\u5927\u90e8\u5206\u9762\u4e34\u7740\u6837\u672c\u4e0d\u5747\u8861\u3001\u4e0d\u5168\u9762\u3001\u7a00\u5c11\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5982\u4f55\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff1f\u5982\u679c\u4ece\u4eba\u5de5\u5de1\u68c0\u6216\u8005\u4eba\u5de5\u6807\u6ce8\u7684\u65b9\u6cd5\uff0c\u662f\u6ca1\u6709\u7cbe\u529b\u548c\u65f6\u95f4\u6765\u6807\u6ce8\u8fd9\u4e9b\u5f02\u5e38\u6837\u672c\uff0c\u5927\u90e8\u5206\u65f6\u95f4\u82b1\u5728\u627e\u6b63\u5e38\u6837\u672c\u3002\u6211\u4eec\u5c31\u4f7f\u7528\u4e86\u65e0\u76d1\u7763\u548c\u6709\u76d1\u7763\u6709\u673a\u7ed3\u5408\u7684\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528\u65e0\u76d1\u7763\u7b97\u6cd5\u5462\uff1f\u5bfb\u627e\u5f02\u5e38\u6837\u672c\u7684\u65f6\u5019\uff0c\u5c31\u76f8\u5f53\u4e8e\u5728\u6d77\u91cf\u65f6\u95f4\u5e8f\u5217\u91cc\u9762\u635e\u4e00\u6839\u9488\uff0c\u8fd9\u4e2a\u6210\u672c\u5f88\u9ad8\u3002\u6709\u6ca1\u6709\u4e00\u4e9b\u65b9\u6cd5\uff0c\u6bd4\u5982\u8bf4\u901a\u8fc7\u7b5b\u5b50\u7684\u65b9\u6cd5\uff0c\u628a\u4ece\u5927\u6d77\u91cc\u9762\u635e\u4e00\u6839\u9488\u53d8\u6210\u4ece\u6e38\u6cf3\u6c60\u91cc\u9762\u635e\u4e00\u6839\u9488\u5462\uff1f\u7528\u65e0\u76d1\u7763\u6216\u8005\u7edf\u8ba1\u5224\u522b\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u628a\u8303\u56f4\u5927\u5927\u7684\u7f29\u5c0f\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u8fd9\u4e9b\u6280\u5de7\u7f29\u5c0f\uff0c\u628a\u7b97\u6cd5\u8fc7\u6ee4\u5230\u5927\u91cf\u7684\u6b63\u6001\u6837\u672c\uff0c\u5269\u4e0b\u7684\u5c31\u662f\u7591\u4f3c\u5f02\u5e38\u3002\u4eba\u5de5\u6807\u6ce8\u7684\u4eba\u529b\u6210\u672c\u4f1a\u5728\u8fd9\u4e2a\u5730\u65b9\u5f97\u5230\u4f53\u73b0\uff0c\u4eba\u5de5\u6807\u6ce8\u6837\u672c\u540e\uff0c\u518d\u901a\u8fc7\u6709\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u5bf9\u8fd9\u4e9b\u6837\u672c\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u800c\u63d0\u5347\u7cfb\u7edf\u7684\u51c6\u786e\u7387\u548c\u53ec\u56de\u7387\u3002<\/p>\n\n\n\n<p>\u6211\u8fd9\u8fb9\u662f\u7528\u4e86\u4e00\u4e2a\u4e0d\u592a\u6210\u719f\u7684\u89e3\u51b3\u65b9\u6cd5\uff0c\u5c31\u662f\u65e0\u76d1\u7763\u548c\u6709\u76d1\u7763\u7684\u6280\u5de7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/c540e8dffe154cf3a5ee030de245a8ca.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u5f20\u56fe\u662f\u7ec7\u4e91monitor\u65f6\u95f4\u5e8f\u5217\u5f02\u5e38\u68c0\u6d4b\u7684\u6280\u672f\u6846\u67b6\u3002\u79bb\u7ebf\u8bad\u7ec3\u6570\u636e\u6a21\u5757\u662f\u6570\u636e\u5b58\u50a8\uff0c\u5305\u62ec\u6837\u672c\u7684\u6807\u6ce8\u3001\u63d0\u53d6\uff0c\u628a\u6a21\u578b\u8bad\u7ec3\u597d\u4e4b\u540e\uff0c\u5e76\u6ca1\u6709\u505a\u5b8c\u8fd9\u4e2a\u4e8b\u60c5\uff0c\u8fd9\u53ea\u662f\u79bb\u7ebf\u8bc4\u6d4b\u6216\u8005\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p>\u5269\u4e0b\u7684\u8981\u505a\u5728\u7ebf\u7684\u9884\u6d4b\uff0c\u8981\u628a\u79bb\u7ebf\u8bad\u7ec3\u6a21\u578b\u52a0\u8f7d\u5230\u7ebf\u4e0a\uff0c\u5728\u65f6\u95f4\u5e8f\u5217\u4e0a\u9700\u8981\u8bfb\u53d6\u8fd9\u4efd\u6570\u636e\u3002\u6211\u4eec\u7684\u7b97\u6cd5\u6ca1\u6709\u529e\u6cd5\u4e00\u6b21\u6027\u628a\u8fd9\u4e2a\u8c03\u5230\u6700\u597d\uff0c\u5c31\u9700\u8981\u4e0d\u65ad\u8fed\u4ee3\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u65e2\u7136\u9700\u8981\u8fed\u4ee3\uff0c\u5c31\u8981\u5207\u6d41\u91cf\u5206\u6210\u4e24\u5757\uff0c\u540c\u65f6\u8dd1\u4e24\u4e2a\u7b97\u6cd5\uff0c\u54ea\u4e2a\u7b97\u6cd5\u9ad8\u6548\u5c31\u628a\u54ea\u4e2a\u7b97\u6cd5\u63a8\u5230\u4e3b\u6d41\u91cf\u4e0a\uff0c\u901a\u8fc7ABTest\u6a21\u5757\u8fdb\u884c\u6280\u672f\u66f4\u65b0\u548c\u8fed\u4ee3\u3002\u6574\u4e2a\u6280\u672f\u6846\u67b6\u5927\u6982\u5c31\u662f\u8fd9\u6837\u7684\uff0c\u7ec6\u8282\u5c06\u5728\u4e0b\u9762\u4f1a\u8be6\u7ec6\u9610\u8ff0\u4e00\u4e0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/a67f15dfd6874211b8263197eae7e98e.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u7b2c\u4e00\u5c42\u7b97\u6cd5\u662f\u7edf\u8ba1\u5224\u522b\u548c\u65e0\u76d1\u7763\u7684\u7b97\u6cd5\uff0c\u90fd\u662f\u5728\u65e0\u76d1\u7763\u7b97\u6cd5\u7684\u8303\u7574\u91cc\u9762\u3002<\/p>\n\n\n\n<p>\u5de6\u4e0a\u89d2\u7684\u65f6\u95f4\u5e8f\u5217\u5316\uff0c\u75283-sigma\u539f\u7406\uff0c\u5c31\u662f\u7528S\u51cf\u5747\u503c\uff0c\u65b9\u5dee\u5927\u4e8e3\u500d\uff0c\u7528\u8fd9\u4e2a\u53ef\u4ee5\u4f18\u5316\u51fa\u6765\uff0c\u540c\u6837\u53ef\u4ee5\u7531\u8fd9\u4e2a\u65e0\u76d1\u7763\u7684\u6846\u67b6\u30023-sigma\u6709\u53ef\u4ee5\u89e3\u51b3\u7684\u548c\u4e0d\u53ef\u4ee5\u89e3\u51b3\u7684\u70b9\uff0c\u5b58\u5728\u4e00\u5b9a\u7684\u5f0a\u7aef\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u5de6\u4e0b\u89d2\u7684\u56fe\u75283-sigma\u662f\u6ca1\u6709\u529e\u6cd5\u76d1\u7763\u51fa\u6765\uff0c\u56e0\u4e3a\u6ca1\u6709\u8d85\u8fc7\u6628\u5929\u6216\u8005\u5386\u53f2\u7684\u6700\u5927\u503c\uff0c\u6211\u4eec\u5c31\u9700\u8981\u5176\u4ed6\u6280\u5de7\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/7fcdc51604934896acceb10e3f216aed.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8c08\u5230\u5176\u4ed6\u6280\u5de7\uff0c\u9700\u8981\u8bb2\u4e00\u4e0b\u65e0\u76d1\u7763\u7684\u7b97\u6cd5\u3002\u65e0\u76d1\u7763\u7684\u7b97\u6cd5\u662f\u6ca1\u6709\u6807\u6ce8\u7684\u8fc7\u7a0b\uff0c\u6211\u4eec\u7528\u201c\u5b64\u7acb\u68ee\u6797\u201d\u6216\u8005\u662fSVM\u3001RNN\u6765\u89e3\u51b3\u95ee\u9898\u3002\u7528\u5b64\u7acb\u68ee\u6797\uff0c\u5b83\u7684\u76ee\u7684\u662f\u4ece\u591a\u7ef4\u6570\u636e\u7a7a\u95f4\u4e2d\u5bfb\u627e\u5f02\u5e38\u70b9\u3002<\/p>\n\n\n\n<p>SVM\u662f\u5efa\u7acb\u8d85\u5e73\u9762\u6765\u5bfb\u627e\u5f02\u5e38\u70b9\u3002\u65e0\u76d1\u7763\u7b97\u6cd5\u4e5f\u6709\u4e00\u5b9a\u7684\u5f0a\u7aef\uff0c\u6bd4\u5982\u8bf4\u5de6\u4e0a\u89d2\u8fd9\u5e45\u56fe\uff0c\u53ef\u4ee5\u660e\u663e\u627e\u5230\u84dd\u8272\u7684\u5730\u65b9\u662f\u5f02\u5e38\uff0c\u5de6\u4e0b\u89d2\u7684\u56fe\u5c31\u662f\u5f02\u5e38\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u65e0\u76d1\u7763\u7b97\u6cd5\u4e5f\u6709\u80fd\u89e3\u51b3\u7684\u95ee\u9898\u548c\u4e0d\u80fd\u89e3\u51b3\u7684\u95ee\u9898\u3002\u5176\u5b9e\u6211\u4eec\u5f88\u96be\u4fdd\u8bc1\u6bcf\u4e00\u6b21\u65e0\u76d1\u7763\u8f93\u51fa\u7684\u5f02\u5e38\u90fd\u662f\u771f\u7684\u5f02\u5e38\u3002\u5de6\u4e0a\u89d2\u7684\u56fe\u5c31\u6807\u6ce8\u4e3a\u5f02\u5e38\u3002\u5de6\u4e0b\u89d2\u7684\u56fe\uff0c\u7531\u4e8e\u6bcf\u5929\u6216\u8005\u6bcf\u5468\u90fd\u662f\u8fd9\u6837\uff0c\u6211\u4eec\u5c31\u6807\u6ce8\u4e3a\u6b63\u5e38\uff0c\u540e\u9762\u4f1a\u8fdb\u884c\u4eba\u5de5\u6807\u6ce8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/dbc2206e614b4c5089c2836ac235c041.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5b64\u7acb\u68ee\u6797\u662f\u4e00\u4e2a\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u7b97\u6cd5\uff0c\u7531\u5357\u4eac\u5927\u5b66\u6559\u6388\u63d0\u51fa\u7684\u3002\u8fd9\u91cc\u9002\u7528\u4e8e\u8fde\u7eed\u6570\u91cf\u7684\u5f02\u5e38\u68c0\u6d4b\uff0c\u75c5\u4eba\u4f7f\u7528\u591a\u68f5\u6811\u5f62\u6210\u68ee\u6797\u6765\u5224\u65ad\u662f\u5426\u5f02\u5e38\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u53f3\u4e0a\u89d2\u8fd9\u5e45\u56fe\uff0c\u4e2d\u95f4\u7684\u70b9\u8ba4\u4e3a\u662f\u6b63\u5e38\u70b9\uff0c\u5916\u56f4\u7684\u662f\u5f02\u5e38\u70b9\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7528\u5b64\u7acb\u68ee\u6797\u53ef\u4ee5\u5f88\u8f7b\u677e\u7684\u5206\u79bb\u5f00\uff0c\u8ba4\u4e3a\u8fd9\u4e9b\u662f\u5f02\u5e38\u70b9\u3002\u800c\u540e\u7aef\u5c31\u5f88\u96be\u5206\u5f00\uff0c\u6211\u4eec\u8ba4\u4e3a\u540e\u7aef\u662f\u5f88\u96be\u88ab\u53d1\u73b0\u7684\u5f02\u5e38\u3002<\/p>\n\n\n\n<p>\u8fd9\u5c31\u662f\u65e0\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\uff0c\u8fd9\u4e00\u5757\u4e5f\u6709\u4e00\u4e9b\u5e94\u7528\u573a\u666f\u548c\u4f7f\u7528\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/00ad3d2e7d2f4eadb19458c23d929f0d.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e0\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\uff0c\u8fdc\u8fdc\u4e0d\u53ea\u662f\u5b64\u7acb\u68ee\u6797\uff0c\u8fd8\u6709\u4e00\u4e9b\u5468\u8fb9\u7684\u7b97\u6cd5\uff0c\u5982SVM\u3002<\/p>\n\n\n\n<p>SVM\u662f\u4f5c\u4e3a\u7ebf\u6027\u7684\u65b9\u6cd5\uff0c\u4f46\u662f\u4f7f\u7528\u4e86\u8d85\u5e73\u9762\u7684\u601d\u60f3\u3002\u5c31\u662f\u628a\u4e00\u4e2a\u70b9\u8fdb\u884c\u63d0\u5347\u6216\u8005\u5e73\u9762\u52a0\u56fa\uff0c\u7528\u8d85\u5e73\u9762\u7684\u601d\u60f3\u628a\u70b9\u548c\u70b9\u4e4b\u95f4\u533a\u5206\u5f00\u3002<\/p>\n\n\n\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6bd4\u5982\u8bf4\u684c\u9762\u4e0a\u6709\u5f88\u591a\u82f9\u679c\u3001\u68a8\u3001\u4e52\u4e53\u7403\u548c\u897f\u74dc\uff0c\u7528\u76f8\u540c\u7684\u529b\u5ea6\u5404\u81ea\u62cd\u4e00\u4e0b\uff0c\u7531\u4e8e\u82f9\u679c\u3001\u68a8\u3001\u4e52\u4e53\u7403\u548c\u897f\u74dc\u7684\u91cd\u91cf\u4e0d\u4e00\u6837\uff0c\u5f39\u51fa\u6765\u7684\u9ad8\u5ea6\u4e5f\u4e0d\u4e00\u6837\uff0c\u53ef\u4ee5\u5229\u7528\u5f39\u51fa\u6765\u7684\u9ad8\u5ea6\u4f7f\u7528\u4e00\u4e2a\u5e73\u9762\u533a\u5206\u5f00\uff0cSVM\u5c31\u662f\u7528\u4e86\u8fd9\u6837\u4e00\u4e2a\u601d\u60f3\u3002<\/p>\n\n\n\n<p>\u53f3\u8fb9\u8fd9\u526f\u56fe\u91cc\uff0c\u8fd9\u4e2a\u5706\u6216\u8005\u8fd9\u4e9b\u7ea2\u70b9\uff0c\u5f88\u96be\u627e\u5230\u4e00\u4e2a\u5e73\u9762\u628a\u5b83\u533a\u5206\u5f00\u3002\u5e73\u9762\u4e2d\u53ea\u80fd\u627e\u5230\u5706\u5f62\u7684\u6846\u67b6\uff0c\u9ad8\u7ef4\u7a7a\u95f4\u6216\u8005\u7279\u5f81\u7a7a\u95f4\u91cc\u9762\u53ef\u4ee5\u5bb9\u6613\u7684\u627e\u5230\u4e00\u4e2a\u9ad8\u7ef4\u5e73\u9762\u533a\u5206\u5f00\uff0c\u8fd9\u662f\u4e00\u4e2a\u65e0\u76d1\u7763\u7684\u601d\u60f3\uff0c\u901a\u8fc7\u5b83\u4ee5\u628a\u627e\u51fa\u5f02\u5e38\u70b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/3e52106ea7e84c88b240406fce55af4e.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>RNN\u662f\u590d\u5236\u7684\u795e\u7ecf\u7f51\u7edc\u3002\u53f3\u8fb9\u8fd9\u526f\u56fe\u662f\u5de6\u8fb9\u8f93\u5165\uff0c\u53f3\u8fb9\u662f\u8f93\u51fa\u3002\u8bad\u7ec3\u8fd9\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u5de6\u8fb9\u7684\u8f93\u5165\u548c\u53f3\u8fb9\u7684\u8f93\u51fa\u662f\u4e00\u6837\uff0c\u4e2d\u95f4\u7684\u8282\u70b9\u8fdc\u5c0f\u4e8e\u5de6\u8fb9\u548c\u53f3\u8fb9\u7684\u8282\u70b9\u4e2a\u6570\u3002\u6bd4\u5982\u8bf4\u5de6\u8fb9\u7684\u8f93\u51fa\u7b49\u4e8e\u53f3\u8fb9\u7684\u8f93\u51fa\uff0c\u4e2d\u95f4\u505a\u4e86\u4e00\u4e2a\u4fe1\u606f\u538b\u7f29\u7684\u8fc7\u7a0b\uff0c\u63d0\u70bc\u4e86\u5173\u952e\u7684\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u4e00\u4e9b\u6b63\u5e38\u70b9\u548c\u5927\u90e8\u5206\u70b9\uff0c\u8f93\u5165\u548c\u8f93\u51fa\u7684\u8bef\u5dee\u4e0d\u4f1a\u53d8\u5f97\u7279\u522b\u5927\uff0c\u4f46\u662f\u5bf9\u4e8e\u4e00\u4e9b\u5f02\u5e38\u70b9\u6765\u8bf4\uff0c\u5b83\u7684\u7279\u5f81\u8ddf\u6b63\u5e38\u70b9\u6709\u660e\u663e\u533a\u522b\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u8fd9\u4e2a\u8bad\u7ec3\u597d\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u8f93\u5165\u548c\u8f93\u51fa\u7684\u8bef\u5dee\u4f1a\u76f8\u5bf9\u504f\u5927\u4e00\u70b9\u3002\u5728\u76f8\u5bf9\u504f\u5927\u7684\u8fc7\u7a0b\u4e2d\uff0c\u8ba4\u4e3a\u8bef\u5dee\u504f\u5927\u7684\u8fd9\u4e9b\u70b9\u5c31\u662f\u6211\u4eec\u8981\u5bfb\u627e\u7684\u5f02\u5e38\u70b9\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u8981\u505a\u7279\u5f81\u5de5\u7a0b\u7684\u5de5\u4f5c\uff0c\u5224\u65ad\u4e00\u4e9b\u7591\u4f3c\u5f02\u5e38\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/86dc747b4ae245d3bd49dd4e8654fe56.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e0\u76d1\u7763\u7b97\u6cd5\u4e5f\u5e76\u4e0d\u80fd\u89e3\u51b3\u6240\u6709\u95ee\u9898\u3002\u6bd4\u5982\u4e2d\u4e0b\u56fe\uff0c\u7528\u65e0\u76d1\u7763\u7b97\u6cd5\uff0c\u84dd\u8272\u7684\u70b9\u90fd\u4f1a\u8ba4\u4e3a\u5f02\u5e38\u70b9\uff0c\u56e0\u4e3a\u7528\u62df\u5408\u90fd\u8ba4\u4e3a\u5b83\u80af\u5b9a\u662f\u9ad8\u5f02\u5e38\u3002\u57fa\u4e8e\u5468\u671f\u6027\u6216\u8005\u56fe\u50cf\u6765\u770b\u53ef\u80fd\u662f\u65e0\u5f02\u5e38\u7684\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u628a\u4eba\u5de5\u6807\u6ce8\u8fc7\u7684\u5f02\u5e38\u6216\u8005\u7591\u4f3c\u5f02\u5e38\u6837\u672c\u8fdb\u884c\u8bad\u7ec3\uff0c\u901a\u8fc7\u51b3\u7b56\u6811\u6216\u8005RF\u3001GBDT\u7684\u6a21\u578b\uff0c\u5f97\u5230\u6211\u4eec\u60f3\u8981\u7684\u503c\uff0c\u7136\u540e\u518d\u901a\u8fc7\u8fd9\u4e2a\u6837\u672c\u5c31\u53ef\u4ee5\u5f97\u5230\u8bad\u7ec3\u548c\u9884\u6d4b\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/e933dd7cc37e44638aa04e370b81d43f.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65f6\u95f4\u5e8f\u5217\u662f\u53ef\u4ee5\u505a\u7279\u5f81\u7684\u3002\u65f6\u95f4\u5e8f\u5217\u7684\u7279\u5f81\u53ef\u4ee5\u5927\u6982\u5206\u4e3a\u4e09\u7c7b\uff1a<\/p>\n\n\n\n<ul><li>\u65f6\u95f4\u5e8f\u5217\u7684\u7edf\u8ba1\u7279\u5f81<\/li><li>\u65f6\u95f4\u5e8f\u5217\u7684\u62df\u5408\u7279\u5f81<\/li><li>\u65f6\u95f4\u5e8f\u5217\u7684\u5206\u7c7b\u7279\u5f81\uff0c\u5982\u5f62\u72b6\u6216\u8d70\u52bf\u7684\u5206\u7c7b\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/0a383a8277434bf0a95f90808a54ab33.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65f6\u95f4\u5e8f\u5217\u7684\u7edf\u8ba1\u7279\u5f81\u3002\u53f3\u8fb9\u8fd9\u5e45\u56fe\u662f\u4e00\u4e2a\u65f6\u95f4\u5e8f\u5217\uff0c\u5927\u5bb6\u5c31\u7b97\u6ca1\u6709\u505a\u8fc7\u673a\u5668\u5b66\u4e60\u4e5f\u77e5\u9053\u6700\u5927\u503c\u3001\u6700\u5c0f\u503c\u7b49\u7b49\u6307\u6807\uff0c\u4e5f\u53ef\u4ee5\u5199\u51fa\u6765\uff0c\u8fd9\u4e9b\u516c\u5f0f\u6211\u4eec\u4e4b\u524d\u90fd\u6709\u63a5\u89e6\u8fc7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/cc6ae5db7fa94b3da4d1f017050578d8.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8bb2\u4e00\u4e0b\u65f6\u95f4\u5e8f\u5217\u7684\u62df\u5408\u7279\u5f81\uff0c\u8fd9\u91cc\u9762\u4f7f\u7528\u4e86\u5b50\u7684\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\uff0c\u53bb\u63d0\u70bc\u4e00\u4e9b\u7279\u5f81\uff0c\u53ef\u4ee5\u4f7f\u7528\u5e26\u6743\u91cd\u7684\u79fb\u52a8\u5e73\u5747\u7b97\u6cd5\u6216\u8005EWMA\u7b49\u7b49\u7b97\u6cd5\u3002<\/p>\n\n\n\n<p>\u5de6\u8fb9\u7684\u56fe\u662f\u65f6\u95f4\u5e8f\u5217\uff0c\u7ea2\u8272\u7684\u70b9\u662f\u60f3\u8981\u63d0\u53d6\u7684\u65f6\u95f4\u5e8f\u5217\u7279\u5f81\u7684\u7247\u6bb5\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u73b0\u5728\u8fdb\u884c\u5e73\u5747\u7684\u8fc7\u7a0b\uff0c\u901a\u8fc7\u539f\u59cb\u7684\u65f6\u95f4\u5e8f\u5217\uff0c\u53ef\u4ee5\u5f97\u5230\u5149\u6ed1\u540e\u7684\u65f6\u95f4\u5e8f\u5217\uff0c\u81ea\u7136\u5c31\u6709\u4e00\u4e2a\u5149\u6ed1\u503c\uff0c\u5149\u6ed1\u503c\u53ef\u4ee5\u4f5c\u4e3a\u6211\u4eec\u7684\u4e00\u4e2a\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u7528EWMA\u6216\u8005Double EWMA\u7b97\u6cd5\uff0c\u628a\u65f6\u95f4\u5e8f\u5217\u8fdb\u884c\u5e73\u6ed1\u64cd\u4f5c\uff0c\u5e73\u6ed1\u540e\u7684\u503c\u53ef\u4ee5\u4f5c\u4e3a\u7279\u5f81\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u8fd9\u4e9b\u503c\uff0c\u57fa\u4e8e\u6d77\u91cf\u65f6\u95f4\u5e8f\u5217\u5f88\u96be\u901a\u8fc7\u4e00\u79cd\u6a21\u578b\uff0c\u5982EWMA\u3002\u4f46\u662f\uff0c\u53ef\u4ee5\u628a\u65f6\u95f4\u5e8f\u5217\u8f93\u51fa\u7684\u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u7279\u5f81\uff0c\u901a\u8fc7\u8fd9\u4e2a\u7279\u5f81\u4f5c\u4e3a\u4e00\u4e2a\u96c6\u6210\u5b66\u4e60\u7684\u601d\u60f3\uff0c\u7528\u5b64\u7acb\u68ee\u6797\u7684\u6a21\u578b\u5bf9\u8fd9\u4e9b\u7279\u5f81\u8fdb\u884c\u5b66\u4e60\uff0c\u76f8\u5f53\u4e8e\u628a\u5f88\u591a\u4e2a\u65f6\u95f4\u5e8f\u5217\u7684\u6a21\u578b\u878d\u5408\u5230\u6700\u7ec8\u7684\u4e00\u4e2a\u5927\u7684\u6a21\u578b\u91cc\u9762\uff0c\u8fd9\u6837\u5c31\u80fd\u89e3\u51b3\u5f88\u5927\u4e00\u90e8\u5206\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5982\u6b64\u7684\u8bdd\uff0c\u8fd9\u4e2a\u6a21\u578b\u5177\u6709\u66f4\u597d\u7684\u901a\u7528\u6027\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u68c0\u6d4b\u4e00\u4e9bDAU\u6216\u8005\u518d\u73b0\u7528\u6237\u91cf\uff0c\u540c\u6837\u4e5f\u53ef\u4ee5\u68c0\u6d4b\u4e00\u4e9b\u4e3b\u673a\u4fe1\u606f\u6216\u8005\u5b9a\u65f6\u4efb\u52a1\u7684\u4e00\u4e9b\u6307\u6807\u3002\u8fd9\u5c31\u662f\u65f6\u95f4\u5e8f\u5217\u63d0\u53d6\u7279\u5f81\u7684\u8fc7\u7a0b\uff0c\u4f7f\u7528\u4e86\u96c6\u6210\u5b66\u4e60\u7684\u601d\u60f3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/8e0b661430d14ddbac5e5db63eb22dca.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u9664\u4e86\u65f6\u95f4\u5e8f\u5217\u63d0\u53d6\u62df\u5408\u7279\u5f81\uff0c\u8fd8\u53ef\u4ee5\u5f97\u5230\u5206\u7c7b\u7279\u5f81\u3002\u53f3\u8fb9\u8fd9\u4e9b\u56fe\u662f\u5f88\u591a\u65f6\u95f4\u5e8f\u5217\uff0c\u4e0a\u9762\u8fd9\u4e9b\u56fe\u662f\u6628\u5929\u653e\u91cf\u578b\u7684\uff0c\u5f00\u59cb\u6709\u8d70\u52bf\uff0c\u4eca\u5929\u663e\u793a\u6bd4\u8f83\u5e73\u7a33\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u90e8\u5206\u662f\u6bdb\u523a\u578b\u7684\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e09\u90e8\u5206\u662f\u5e73\u7a33\u8d70\u52bf\u578b\u7684\u3002\u6211\u4eec\u53ef\u4ee5\u63d0\u53d6\u5176\u4ed6\u503c\u7684\u7279\u5f81\uff0c\u628a\u5e8f\u5217\u7b80\u5355\u7684\u5927\u6982\u5206\u6210\u51e0\u7c7b\u3002\u901a\u8fc7\u8fd9\u4e00\u5757\uff0c\u6211\u4eec\u4e0d\u4ec5\u505a\u4e86\u805a\u7c7b\uff0c\u4e5f\u505a\u4e86\u5206\u7c7b\u3002\u8fd9\u4e2a\u65f6\u95f4\u5e8f\u5217\uff0c\u901a\u8fc7\u8d70\u52bf\u5c31\u53ef\u4ee5\u7b80\u5355\u7684\u8fdb\u884c\u5206\u7c7b\u7684\u64cd\u4f5c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/5b3c6013009d48acb2874af8eb65377d.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>AIOps\u667a\u80fd\u76d1\u63a7\uff0c\u9664\u4e86\u51c6\u786e\u7387\u3001\u673a\u5668\u5b66\u4e60\u6846\u67b6\u8fd8\u6709\u53ec\u56de\u7387\u3002\u7ec7\u4e91\u53ea\u80fd\u76d1\u63a7\u7684\u51c6\u786e\u7387\u8fbe90%\u3002\u901a\u8fc7\u8ba1\u7b97\u53ec\u56de\u7387\u4e5f\u5f97\u5230\u4e86\u76f8\u5e94\u6bd4\u8f83\u9ad8\u7684\u503c\u8fbe70%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/252f099d04b049b2b413adc0e45552c2.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u9664\u4e86\u524d\u9762\u6240\u63d0\u5230\u7684\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u7684\u805a\u7c7b\u548c\u5173\u8054\u5206\u6790\u3001\u76f8\u4f3c\u5224\u65ad\u5206\u6790\u4e0e\u63d0\u53d6\uff0c\u6211\u4eec\u73b0\u5728\u505a\u7684\u662f\u65f6\u95f4\u5e8f\u5217\u7684\u5f02\u5e38\u68c0\u6d4b\u548c\u8054\u52a8\u5206\u6790\u6846\u67b6\uff0c\u5305\u62ec\u65f6\u95f4\u5e8f\u5217\u7684\u672a\u6765\u8d8b\u52bf\u9884\u6d4b\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u73b0\u5728\u57fa\u4e8e\u5386\u53f2\u6570\u636e\uff0c\u5b66\u4e60\u5386\u53f2\u6570\u636e\uff0c\u9884\u6d4b\u672a\u6765\u6570\u636e\uff0c\u8fd9\u662f\u65f6\u95f4\u5e8f\u5217\u76f8\u5173\u6280\u672f\u7684\u6574\u4f53\u89c4\u5212\u3002<\/p>\n\n\n\n<p>2. \u667a\u80fd\u591a\u7ef4\u4e0b\u94bb\u5206\u6790<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/dd980aae00d24435a75f9daae08416f1.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e2\u7136\u53d1\u73b0\u5b8c\u95ee\u9898\uff0c\u81ea\u7136\u8981\u6709\u5206\u6790\u95ee\u9898\u7684\u8fc7\u7a0b\u3002\u8fd9\u5e45\u56fe\u5c31\u662f\u4e00\u4e2a\u65f6\u95f4\u5e8f\u5217\uff0c\u5c55\u793a\u6210\u529f\u91cf\u6216\u8005\u64ad\u653e\u6210\u529f\u7387\uff0c\u901a\u8fc7\u4e1a\u52a1\u57cb\u70b9\u6216\u8005\u76d1\u63a7\u7cfb\u7edf\uff0c\u53ef\u4ee5\u6c47\u805a\u5230\u76f8\u5173\u6570\u636e\uff0c\u7edf\u8ba1\u7684\u7ef4\u5ea6\u6709IOS\u3001\u5b89\u5353\uff0c\u5ba2\u6237\u7aef\u7248\u672c\uff0c\u6210\u529f\u91cf\u3001\u5931\u8d25\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/cc0dccfe3c1b47a1ab2e5695c146d21c.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u4eba\u5de5\u5de1\u68c0\u6216\u8005\u4eba\u5de5\u914d\u7f6e\u9608\u503c\u7684\u65b9\u5f0f\u5224\u65ad\u6210\u529f\u7387\u662f\u5426\u4e0b\u8dcc\uff0c\u7531\u4e8e\u4e1a\u52a1\u53d8\u5316\uff0c\u786e\u5b9e\u4e0d\u4e00\u6837\uff0c\u4ee5\u524d\u5f02\u5e38\u4e0d\u4ee3\u8868\u672a\u6765\u4e5f\u5f02\u5e38\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u6b65\u662f\u4eba\u5de5\u67e5\u627e\u53ef\u7591\u7ef4\u5ea6\uff0c\u67e5\u770b\u6210\u529f\u7387\u548c\u6210\u529f\u6570\uff0c\u770b\u53ef\u7591\u7684\u7ef4\u5ea6\u3002<\/p>\n\n\n\n<p>\u4eba\u7684\u7cbe\u529b\u6bd5\u7adf\u6709\u9650\uff0c\u6bcf\u6b21\u6545\u969c\u90fd\u4eba\u529b\u5206\u6790\uff0c\u6ca1\u6709\u8fd9\u4e48\u591a\u4eba\u529b\uff0c\u800c\u4e14\u57fa\u672c\u4e0a\u5148\u5206\u6790\u5355\u4e2a\u7ef4\u5ea6\uff0c\u518d\u5206\u6790\u591a\u4e2a\u7ef4\u5ea6\uff0c\u968f\u7740\u7ef4\u5ea6\u7684\u589e\u52a0\uff0c\u6709\u4e00\u4e2a\u7ec4\u5408\u662f\u4e8c\u5143\u6b21\u65b9\uff0c\u6839\u672c\u5c31\u4e0d\u5728\u8ba4\u5f97\u641c\u7d22\u80fd\u529b\u8303\u56f4\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\u6211\u4eec\u5fc5\u987b\u5f15\u5165\u673a\u5668\u5b66\u4e60\u6216\u8005\u5176\u4ed6\u7684\u601d\u60f3\u6765\u89e3\u51b3\u8fd9\u4e9b\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/920cc398eccb4b2892dcea50b91cd345.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u6839\u56e0\u5206\u6790\u5206\u4e24\u5c42\uff1a<\/p>\n\n\n\n<ul><li>\u7b2c\u4e00\u6b65\uff0c\u53d1\u73b0\u95ee\u9898\u3002\u6570\u636e\u5b58\u50a8\u6216\u8005\u65f6\u95f4\u5e8f\u5217\u7684\u5f02\u5e38\u7b49\u7b49\uff1b<\/li><li>\u7b2c\u4e8c\u6b65\uff0c\u5206\u6790\u95ee\u9898\u3002\u6211\u4eec\u81ea\u7136\u8981\u62c9\u53d6\u6b63\u8d1f\u6837\u672c\uff0c\u4ee5\u4e00\u4e2a\u5de5\u7a0b\u6765\u5206\u6790\u6839\u56e0\u3002<\/li><\/ul>\n\n\n\n<p>\u5de6\u8fb9\u7684\u53d1\u73b0\u95ee\u9898\u76f8\u5f53\u4e8e\u5355\u70b9\u5e94\u7528\uff0c\u662f\u5f02\u5e38\u68c0\u6d4b\u7684\u6a21\u578b\u3002\u53f3\u8fb9\u7684\u5206\u6790\u95ee\u9898\u662f\u53e6\u5916\u4e00\u4e2a\u5b66\u754c\uff0c\u662f\u5206\u6790\u6216\u8005\u5b9a\u4f4d\u6545\u969c\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e24\u4e2a\u8fc7\u7a0b\u4e32\u8054\u8d77\u6765\u5c31\u662f\u767d\u76ae\u4e66\u91cc\u9762\u5199\u7684\u4e32\u8054\u5e94\u7528\uff0c\u6211\u4eec\u4e5f\u5728\u505a\u8fd9\u4e00\u5757\u5de5\u4f5c\uff0c\u628a\u4e24\u4e2a\u6a21\u5757\u6253\u901a\u5230\u7b2c\u4e00\u5c42\u4e0a\uff0c\u662f\u4e00\u4e2a\u53d1\u73b0\u95ee\u9898\u3001\u5b9a\u4f4d\u95ee\u9898\u3001\u5206\u6790\u95ee\u9898\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/964c562dac844ccd99b312268606a705.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u63d0\u5230\u6839\u56e0\u5206\u6790\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u6211\u4eec\u4e5f\u6709\u5176\u4ed6\u60f3\u6cd5\uff0c\u53ef\u4ee5\u628a\u521a\u624d\u8bf4\u7684JSD\u6216\u8005\u5176\u4ed6\u6846\u67b6\u63d0\u70bc\u51fa\u6765\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u901a\u8fc7\u4e00\u4e9b\u8c03\u7814\uff0c\u65e2\u7136\u63d0\u5230\u6839\u56e0\u5206\u6790\uff0c\u5c31\u8981\u8f93\u51fa\u4e00\u4e2a\u5f02\u5e38\u7684\u5b9a\u4f4d\u6216\u8005\u89e3\u91ca\u3002<\/p>\n\n\n\n<p>\u9996\u5148\u8fd9\u4e2a\u6a21\u578b\u5fc5\u987b\u8981\u6709\u89e3\u91ca\u6027\uff0c\u4e0d\u53ef\u80fd\u7528\u4e00\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6216\u8005\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u8fd9\u4e2a\u867d\u597d\uff0c\u4f46\u662f\u6ca1\u6709\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n<p>\u5b83\u8981\u6c42\u7684\u7ed3\u679c\u662f\u8f93\u51fa\u4e00\u4e2a\u89c4\u5219\u6216\u8005\u8f93\u51fa\u4e00\u4e2a\u89e3\u91ca\u3002\u6bd4\u5982\u8bf4\u88f4\u6559\u6388\u8bba\u6587\u91cc\u9762\u5199\u4e86\uff0c\u7528\u201c\u51b3\u7b56\u6811\u201d\u7684\u6280\u5de7\uff0c\u53ef\u4ee5\u7528\u51cf\u652f\u7684\u65b9\u6848\u6765\u505a\u3002\u8fd9\u4e2a\u6a21\u578b\u7684\u6027\u8d28\u662f\u89e3\u91ca\u6027\u597d\uff0c\u53ef\u4ee5\u8fdb\u884c\u79bb\u7ebf\u5206\u6790\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/89726c468cf246c8bc9030dfb3808a6a.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u51b3\u7b56\u6811\u7684\u6a21\u578b\u7684\u5927\u6982\u60f3\u6cd5\u548c\u6846\u67b6\u5927\u6982\u5982\u4e0a\u56fe\u6240\u793a\u3002\u6210\u529f\u7387\u4e0b\u8dcc\u4e86\u53ef\u4ee5\u4f5c\u4e3a\u5f02\u5e38\u6837\u672c\uff0c\u6210\u529f\u7387\u4fdd\u6301\u7a33\u5b9a\u7684\u662f\u6b63\u5e38\u6837\u672c\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u4e00\u5b9a\u7684\u6bd4\u4f8b\u6216\u8005\u7279\u5f81\u5de5\u7a0b\u53ef\u4ee5\u5f97\u5230\u5f88\u591a\u7279\u5f81\uff0c\u4ee5\u8fd9\u4e9b\u7279\u5f81\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5f97\u5230\u6709\u76d1\u7763\u7684\u6a21\u578b\u5b66\u4e60\uff0c\u6700\u540e\u8f93\u51fa\u4e00\u4e2a\u89c4\u5219\u4f53\u6216\u8005\u7591\u4f3c\u5f02\u5e38\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/4f2c78d9db814aeb95ded06b7d4f2ff5.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u6a21\u578b\uff0c\u9996\u5148\u6211\u4eec\u8981\u9009\u62e9\u4e00\u4e9b\u6837\u672c\uff0c\u5e76\u4e14\u5f97\u5230\u76f8\u5e94\u7684\u7279\u5f81\uff0c\u4f7f\u7528\u8fd9\u6837\u4e00\u68f5\u51b3\u7b56\u6811\u3002\u5efa\u6811\u65f6\u95f4\u6bd4\u8f83\u957f\uff0c\u4e5f\u9700\u8981\u4e00\u5b9a\u7684\u8bad\u7ec3\u65f6\u95f4\uff0c\u968f\u7740\u4e1a\u52a1\u7684\u8fc1\u79fb\uff0c\u5f53\u524d\u7684\u8fd9\u68f5\u51b3\u7b56\u6811\u73b0\u5728\u8bad\u7ec3\u597d\u4e86\uff0c\u534a\u4e2a\u6708\u540e\u53ef\u80fd\u5c31\u4e0d\u592a\u9002\u7528\u4e86\uff0c\u56e0\u6b64\u6211\u4eec\u8fdb\u884c\u4e86\u5176\u4ed6\u65b9\u6848\u7684\u8c03\u7814\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/164a59948c4c4f2891ec65922b33e3b6.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u627e\u5230\u4e00\u4e9b\u5173\u952e\u8282\u70b9\uff0c\u7136\u540e\u901a\u8fc7\u5173\u952e\u8282\u70b9\u56de\u6eaf\u5230\u6839\u8282\u70b9\uff0c\u81ea\u7136\u5c31\u4f1a\u6253\u51fa\u6839\u56e0\uff0c\u6211\u4eec\u8fdb\u884c\u5197\u4f59\u89c4\u5219\u7684\u5408\u5e76\uff0c\u6700\u540e\u53ef\u4ee5\u8f93\u51fa\u6700\u7ec8\u7684\u5f02\u5e38\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\u7684\u5f02\u5e38\u7684\u89e3\u91ca\u5c31\u662f\u6211\u4eec\u521a\u521a\u6240\u8bf4\u7684\u53d1\u73b0\u95ee\u9898\uff0c\u4e5f\u5c31\u662f\u53d1\u73b0\u5f02\u5e38\uff0c\u8fd9\u5c31\u662f\u6700\u5927\u53ef\u5bb9\u7684\u95ee\u9898\u3002\u51b3\u7b56\u6811\u7684\u5efa\u6811\u89c4\u6a21\u4f1a\u5f88\u5927\uff0c\u7279\u5f81\u5de5\u7a0b\u4e5f\u4f1a\u5f88\u590d\u6742\uff0c\u5bf9\u4e8e\u8fd9\u4e00\u5757\u6211\u4eec\u4e5f\u5c1d\u8bd5\u4e86\u5176\u4ed6\u7684\u65b9\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/180a23f5471449228f2ccc5b9f295edc.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6839\u56e0\u5206\u6790\u7684\u4e00\u822c\u6d41\u7a0b\u662f\u6570\u636e\u5904\u7406\u3001\u526a\u679d\u64cd\u4f5c\u3001\u7ef4\u5ea6\u7ec4\u5408\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u8981\u505a\u7684\u662f\u79fb\u9664\u6b63\u5e38\u7ef4\u5ea6\uff0c\u805a\u7126\u5f02\u5e38\u7ef4\u5ea6\u3002\u5bf9\u51b3\u7b56\u6811\u7b49\u6a21\u578b\u9009\u62e9\u5408\u9002\u7684\u573a\u666f\uff0c\u5c31\u9700\u8981\u5bf9\u51b3\u7b56\u6811\u7684\u7406\u5ff5\u548c\u7406\u8bba\u8981\u6709\u66f4\u52a0\u7ec6\u81f4\u7684\u4e86\u89e3\u3002<\/p>\n\n\n\n<p>\u51b3\u7b56\u6811\u6b63\u5982\u6211\u4eec\u521a\u521a\u6240\u8bf4\u7684\uff0c\u6700\u7ec8\u4f1a\u7528\u5230\u71b5\u548cGini\u7cfb\u6570\u6765\u505a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/f1a4551eb9594e4ca4e0058fb9a0906e.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5de6\u8fb9\u8fd9\u526f\u56fe\u7537\u5973\u5206\u5e03\u60c5\u51b5\uff0c\u5982\u679c\u5bf9\u8fd9\u6b3eAPP\u6765\u8bf4\uff0c\u7537\u6027\u4e0b\u8f7d\u91cf\u5927\uff0c\u5973\u6027\u4e0b\u8f7d\u91cf\u5c0f\uff0c\u662f\u4e0d\u662f\u53ef\u4ee5\u5f97\u51fa\u7ed3\u8bba\u8fd9\u6b3eAPP\u7537\u6027\u53d7\u6b22\u8fce\u5ea6\u5927\uff0c\u5973\u6027\u53d7\u6b22\u8fce\u5ea6\u5c0f\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u8bf4\u97f3\u4e50\uff0c\u7537\u5973\u559c\u597d\u6bd4\u4f8b\u5e76\u4e0d\u662f1\uff1a1\uff0c\u5982\u679c\u7537\u5973\u5206\u5e03\u672c\u6765\u4e0d\u5747\u8861\uff0c\u4f60\u4ece\u5f97\u5230\u7684\u4e0b\u8f7d\u91cf\u5224\u65ad\u51fa\u8fd9\u4e2aAPP\u662f\u5426\u53d7\u7537\u5973\u6b22\u8fce\u3002<\/p>\n\n\n\n<p>\u4e2d\u95f4\u8fd9\u5e45\u56fe\u662fAPP1\u7684\u4e0b\u8f7d\u91cf\uff0c\u4eceAPP1\u7684\u4e0b\u8f7d\u91cf\u548c\u7537\u5973\u5206\u5e03\u60c5\u51b5\u6765\u770b\uff0c\u51e0\u4e4e\u4fdd\u6301\u4e00\u81f4\uff0c\u4f46\u662fAPP2\u7684\u4e0b\u8f7d\u91cf\u5dee\u5f02\u6bd4\u8f83\u5927\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u672c\u8d28\u4e0a\u662f\u5e0c\u671b\u505a\u4e00\u4e2a\u6982\u7387\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u5176\u5b9e\u70b9\u548c\u70b9\u4e4b\u95f4\u662f\u53ef\u4ee5\u63cf\u8ff0\u8ddd\u79bb\u7684\uff0c\u540c\u6837\u6982\u7387\u548c\u6982\u7387\u5206\u5e03\u4e4b\u95f4\u4e5f\u6709\u8ddd\u79bb\u3002<\/p>\n\n\n\n<p>\u6982\u7387\u4e4b\u95f4\u7684\u8ddd\u79bb\u53ef\u4ee5\u7528KL\u6563\u5ea6\u6765\u505a\uff0cKL\u6563\u5ea6\u5177\u6709\u4e0d\u5bf9\u79f0\u6027\u3002<\/p>\n\n\n\n<p>\u6982\u7387\u5206\u5e03\u4e4b\u95f4\u7684\u8ddd\u79bb\u53ef\u4ee5\u7528Jensen Shannon Entropy\u5bf9\u79f0\u6a21\u578b\u6765\u505a\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u8bf4\u5de6\u8fb9\u7684\u56fe\u548c\u4e2d\u95f4\u7684\u56fe\uff0c\u5b83\u4eec\u4e24\u4e2a\u6982\u7387\u5206\u5e03\u51e0\u4e4e\u4e3a\u96f6\uff0c\u53ef\u5f97\u51faAPP1\u7684\u4e0b\u8f7d\u91cf\u662f\u7537\u5973\u540c\u7b49\u53d7\u6b22\u8fce\u7684\u3002<\/p>\n\n\n\n<p>\u5de6\u8fb9\u8fd9\u5e45\u56fe\u548c\u53f3\u8fb9\u8fd9\u5e45\u56feAPP\u4e0b\u8f7d\u91cf\u548c\u7537\u5973\u5206\u5e03\u60c5\u51b5\u5dee\u5f02\u5f88\u5927\uff0c\u53ef\u5f97\u51faAPP2\u53ef\u80fd\u66f4\u53d7\u67d0\u4e00\u7c7b\u4eba\u7fa4\u7684\u6b22\u8fce\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/b9d623725ec047d0a7ce915047f53ff7.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u63d0\u5230\u6839\u56e0\u5206\u6790\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u6211\u4eec\u4e5f\u6709\u5176\u4ed6\u60f3\u6cd5\uff0c\u53ef\u4ee5\u628a\u521a\u624d\u8bf4\u7684JSE\u6216\u8005\u5176\u4ed6\u6846\u67b6\u63d0\u70bc\u51fa\u6765\u3002<\/p>\n\n\n\n<p>\u8981\u8ba1\u7b97\u6982\u7387\u5206\u5e03\uff0c\u9996\u5148\u8981\u8003\u8651\u91cf\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u8bf4\u67d0\u4e2a\u4eba\u7fa4\u57fa\u6570\u5f88\u5c11\u6216\u8005\u5728\u67d0\u4e2a\u65f6\u95f4\u70b9\u4eba\u7fa4\u6570\u91cf\u5f88\u5c11\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u603b\u91cf\u6216\u8005\u5176\u4ed6\u6ce2\u52a8\u5f88\u5927\uff0c\u6709\u53ef\u80fd\u4e00\u4e2a\u7528\u6237\u6ca1\u6709\u767b\u5f55\u4e0a\u6210\u529f\u7387\u5c31\u76f4\u63a5\u4e3a\u96f6\u4e86\u3002<\/p>\n\n\n\n<p>\u53ea\u4f7f\u7528\u6982\u7387\u5206\u5e03\u4e0d\u80fd\u89e3\u51b3\u6240\u6709\u95ee\u9898\uff0c\u9664\u4e86\u603b\u91cf\u6216\u8005\u6210\u529f\u91cf\uff0c\u8fd8\u8981\u8003\u8651\u4e00\u4e9b\u603b\u91cf\u6216\u8005\u8d21\u732e\u503c\u7684\u6307\u6807\u3002\u56e0\u6b64\u6211\u4eec\u4f7f\u7528\u4e86\u5fae\u8f6f\u63d0\u51fa\u7684JSD\u7684\u65b9\u6848\uff0c\u4e0d\u4ec5\u8981\u8003\u8651\u6982\u7387\u5206\u5e03\uff0c\u8fd8\u8981\u8003\u8651\u91cf\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u8bf4\u5931\u8d25\u7387\u9661\u5347\u6216\u8005\u6210\u529f\u7387\u4e0b\u8dcc\u4e86\uff0c\u51e0\u4e2a\u91cf\u4ea4\u53c9\u5728\u4e00\u5757\uff0c\u5982\u679c\u90fd\u53d1\u751f\u5f02\u5e38\uff0c\u6211\u4eec\u624d\u8ba4\u4e3a\u662f\u5f02\u5e38\u3002\u5982\u679c\u53ea\u662f\u6982\u7387\u5206\u5e03\u8ddd\u79bb\u53d1\u751f\u4e86\u5f02\u5e38\uff0c\u505a\u7684\u91cf\u5c0f\uff0c\u8fd9\u4e2a\u5dee\u8ddd\u8fd8\u662f\u5f88\u5927\u7684\u3002<\/p>\n\n\n\n<p>3. \u544a\u8b66\u6536\u655b\u6839\u6e90\u5206\u6790<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/4b969e973a9a481a90bffd1095c29c6a.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65f6\u95f4\u5e8f\u5217\u5f02\u5e38\u68c0\u6d4b\u662f\u53d1\u73b0\u95ee\u9898\uff0c\u53d1\u73b0\u95ee\u9898\u4e32\u8054\u8d77\u6765\u5c31\u662f\u5206\u6790\u95ee\u9898\u3002\u5176\u5b9e\u62a5\u8b66\u6839\u6e90\u5206\u6790\u4e5f\u662f\u76f8\u5f53\u4e8e\u4e32\u8054\u5e94\u7528\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u5728\u6d77\u91cf\u7684\u65f6\u95f4\u5e8f\u5217\u544a\u8b66\u60c5\u51b5\u4e0b\uff0c\u54ea\u4e00\u4e9b\u5c5e\u4e8e\u5f02\u5e38\uff1f<\/p>\n\n\n\n<p>\u6709\u4e00\u4e9b\u53ef\u80fd\u662f\u7f51\u7edc\u6296\u52a8\uff0c\u6709\u4e00\u4e9b\u662f\u673a\u623f\u6545\u969c\uff0c\u6709\u4e00\u4e9b\u662f\u7a0b\u5e8f\u5f02\u5e38\u6216\u8005\u6709\u4e00\u4e9b\u65e5\u5fd7\u53d8\u66f4\uff0c\u5bfc\u81f4\u4e86\u6211\u4eec\u65f6\u95f4\u5e8f\u5217\u5f02\u5e38\uff0c\u8fd9\u65f6\u5019\u53ef\u4ee5\u901a\u8fc7\u62a5\u8b66\u6839\u6e90\u6765\u5206\u6790\u54ea\u4e9b\u53d1\u751f\u5f02\u5e38\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/7c8eb899b16748f99101a3715c576bf9.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u662f\u4e00\u4e2a\u4e32\u8054\u5e94\u7528\u573a\u666f\uff0c\u5b83\u7684\u6311\u6218\u96be\u5ea6\u6bd4\u65f6\u95f4\u5e8f\u5217\u8fd8\u8981\u5927\u3002\u65f6\u95f4\u5e8f\u5217\u9996\u5148\u8981\u544a\u8b66\u76f8\u5bf9\u51c6\uff0c\u4e0d\u53ef\u80fd\u524d\u9762\u65f6\u95f4\u5e8f\u5217\u544a\u8b66\u51c6\u786e\u7387\u53ea\u670920%\uff0c\u540e\u9762\u5e0c\u671b\u505a\u5230100%\uff0c\u8fd9\u662f\u4e0d\u53ef\u80fd\u7684\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u4eec\u8981\u89e3\u51b3\u5386\u53f2\u5305\u88b1\uff0c\u5982\u8bef\u544a\u90ae\u4ef6\u591a\u3001\u8bef\u544a\u6d88\u606f\u591a\u6216\u8005\u544a\u8b66\u7535\u8bdd\u591a\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u8bf4\u641e\u6d3b\u52a8\uff0c\u6d77\u91cf\u7684\u65f6\u95f4\u5e8f\u5217\u53ef\u80fd\u4e5f\u4f1a\u53d1\u73b0\u8d70\u52bf\u8ddf\u4e4b\u524d\u4e0d\u4e00\u6837\uff0c\u6211\u4eec\u80fd\u5426\u901a\u8fc7\u6839\u672c\u7684\u539f\u56e0\u6765\u53d1\u73b0\u5b83\u662f\u641e\u6d3b\u52a8\u8fd8\u662f\u7a0b\u5e8f\u53d1\u5e03\u5bfc\u81f4\u7684\u5f02\u5e38\uff0c\u8fd9\u662f\u6211\u4eec\u5f53\u524d\u5728\u60f3\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/264e5cab36ca453196bf56be0599cbfc.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u7ec7\u4e91ROOT\u6839\u6e90\u5206\u6790\uff0c\u6211\u4eec\u901a\u8fc7\u6293\u5305\u6765\u5f97\u5230\u8c03\u7528\u5173\u7cfb\uff0c\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u7684\u601d\u60f3\u6765\u53d1\u73b0\u54ea\u4e9b\u5730\u65b9\u662f\u6211\u4eec\u6700\u60f3\u8981\u7684\u6839\u56e0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/7dc673d3f5e54b8f8961829110b672f0.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u62d3\u6251\u8c03\u7814\u5206\u6790\u6765\u5f97\u5230\u5173\u952e\u8282\u70b9\uff0c\u8fd9\u4e9b\u5173\u952e\u8282\u70b9\u5c31\u662f\u6211\u4eec\u91cd\u70b9\u8981\u5206\u6790\u7684\u4e1c\u897f\u3002\u5173\u952e\u8282\u70b9\u95f4\u7684\u8c03\u7528\u62d3\u6251\u5173\u7cfb\u53ef\u4ee5\u901a\u8fc7\u793e\u4ea4\u7f51\u7edc\u6280\u672f\u6765\u5b9e\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/d89a0237d6b348309e15291163905ba5.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u544a\u8b66\u6536\u655b\u6211\u4eec\u6b63\u5728\u505a\uff0c\u4e0d\u7ba1\u67d0\u4e2a\u7a0b\u5e8f\u662f\u5426\u53d1\u5e03\u4e86\uff0c\u5728\u8fd9\u6bb5\u65f6\u95f4\u6709\u4e24\u6761\u65f6\u95f4\u5e8f\u5217\u7ecf\u5e38\u4e00\u8d77\u53d1\u73b0\u5f02\u5e38\uff0c\u5176\u5b9e\u5c31\u6709\u67d0\u79cd\u5173\u8054\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u54ea\u4e9b\u544a\u8b66\u662f\u7ecf\u5e38\u4e00\u8d77\u544a\u8b66\u51fa\u6765\u7684\uff0c\u901a\u8fc7\u63d0\u70bc\u544a\u8b66\u89c4\u5219\u5f97\u5230\u4e00\u4e2a\u5173\u7cfb\uff0c\u7136\u540e\u6392\u67e5\u544a\u8b66\u7684\u65f6\u95f4\u5dee\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u8bf4A\u53d1\u751f\u544a\u8b66\uff0c\u968f\u540eB\u53d1\u751f\u544a\u8b66\u7684\u6982\u7387\u53ef\u4ee5\u8f7b\u6613\u7684\u7b97\u51fa\u6765\uff0c\u53ea\u8981\u80fd\u79ef\u7d2f\u76f8\u5e94\u7684\u6570\u636e\u548c\u62a5\u8b66\u6570\u636e\u51c6\u3002\u544a\u8b66\u6536\u655b\u53ef\u4ee5\u7b49\u5f85\u961f\u5217\uff0c\u6700\u540e\u628a\u544a\u8b66\u53d1\u9001\u51fa\u6765\u3002\u901a\u8fc7\u8fd9\u4e2a\u53ef\u4ee5\u505a\u5230\u544a\u8b66\u538b\u7f29\u548c\u6536\u655b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/907ea9dabdde4c84886f3c00f39e12ca.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u4e00\u4e9b\u68c0\u6d4b\u7684\u65b9\u5f0f\u5f97\u5230\u4e00\u4e2a0\u548c\u76841\u5e8f\u5217\uff0c\u5176\u4e2d0\u662f\u5f02\u5e38\uff0c1\u662f\u6b63\u5e38\u3002\u7ecf\u8fc7KPI\u6280\u672f\u5224\u65ad\u8fd9\u4e24\u6761\u544a\u8b66\u5e8f\u5217\u662f\u5426\u4e00\u81f4\uff0c\u544a\u8b66\u7684\u65f6\u5019\u4e00\u5757\u544a\u8b66\uff0c\u4e0d\u544a\u8b66\u7684\u65f6\u5019\u4e00\u5757\u4e0d\u544a\u8b66\u3002\u901a\u8fc7KPI\u7684\u7edf\u8ba1\u65b9\u6cd5\uff0c\u6765\u5224\u65ad\u8fd9\u4e24\u6761\u544a\u8b66\u5e8f\u5217\u7684\u76f8\u4f3c\u6027\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u76f8\u4f3c\u6027\u9ad8\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u4e24\u6761\u5e8f\u5217\u662f\u76f8\u5173\u7684\u3002\u5982\u679c\u544a\u8b66\u7684\u76f8\u5173\u6027\u5f88\u4f4e\uff0c\u6211\u4eec\u8ba4\u4e3a\u662f\u4e0d\u76f8\u5173\u7684\u3002\u57fa\u4e8e\u544a\u8b66\u7684\u5212\u5206\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u505a\u5230\u544a\u8b66\u6536\u655b\u548c\u538b\u7f29\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/d453a2d5621f4f5797d4618472ff8ce2.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/5b0988e595225.cdn.sohucs.com\/images\/20180829\/f4a71a151321477ab1f78ae3659c9d91.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u662f\u7ec7\u4e91ROOT\u7684\u6839\u6e90\u5206\u6790\u7684\u8fc7\u7a0b\u56fe\u3002\u6bd4\u5982\u6536\u53d6\u5230\u4e00\u4e2a\u6a21\u5757ID\uff0c\u628a\u544a\u8b66\u5e8f\u5217\u62c9\u53d6\u51fa\u6765\uff0c\u901a\u8fc7\u8c03\u7814\u5173\u7cfb\u8fdb\u884c\u6839\u6e90\u5206\u6790\u3002\u8fd9\u91cc\u9762\u6709\u4e00\u4e2a\u662f\u4e3b\u8c03\u544a\u8b66\uff0c\u6709\u4e00\u4e2a\u662f\u88ab\u8c03\u544a\u8b66\uff0c\u8fd9\u5c31\u662f\u6839\u6e90\u548c\u5f02\u5e38\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>4. 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