{"id":1925,"date":"2018-01-30T22:30:44","date_gmt":"2018-01-30T14:30:44","guid":{"rendered":"https:\/\/blog.liugon.com\/?p=1925"},"modified":"2022-03-03T11:03:34","modified_gmt":"2022-03-03T03:03:34","slug":"%e6%8e%a8%e8%8d%90%e7%b3%bb%e7%bb%9f%e7%bb%8f%e5%85%b8%e7%ae%97%e6%b3%95%e8%a7%a3%e6%9e%90%ef%bc%88%e4%bb%8a%e6%97%a5%e5%a4%b4%e6%9d%a1%e6%a1%88%e4%be%8b%ef%bc%89","status":"publish","type":"post","link":"http:\/\/www.liugon.com\/blog\/1925.html","title":{"rendered":"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\uff08\u4eca\u65e5\u5934\u6761\u6848\u4f8b\uff09"},"content":{"rendered":"<p>\u5982\u679c\u7f51\u7edc\u8425\u9500\u6709\u5206\u6c34\u5cad\uff0c\u90a3\u4e00\u5b9a\u662f\u572814\u5e74\u5de6\u53f3\uff0c\u5206\u522b\u4e3a\u5c55\u793a\u578b\u548c\u63a8\u8350\u578b\u3002\u4f20\u7edf\u7684\u56db\u5927\u95e8\u6237\u7f51\u7ad9\u4e3a\u7b2c\u4e00\u4ee3\u7f51\u7ad9\u4ee3\u8868\uff0c\u5305\u62ec\u4f01\u4e1a\u7f51\u7ad9\uff0c\u535a\u5ba2\uff0c\u751a\u81f3\u662f\u963f\u91cc\u5df4\u5df4\u8fd9\u6837\u7684\u5e73\u53f0\u7f51\u7ad9\u3002<\/p>\n<p>\u4e24\u8005\u7684\u533a\u522b\u662f\uff1a\u5c55\u793a\u578b\u662f\u7f51\u7ad9\u663e\u793a\u4ec0\u4e48\u7528\u6237\u770b\u4ec0\u4e48\uff0c\u63a8\u8350\u578b\u7cfb\u7edf\u7f51\u7ad9\u662f\u5e7f\u573a\u4e0a\u7b97\u547d\u5148\u751f\uff0c\u4f60\u559c\u6b22\u542c\u4ec0\u4e48\uff0c\u4ed6\u5520\u4ec0\u4e48\u55d1\u7ed9\u4f60\u542c\uff0c\u53d1\u5c55\u5230\u76ee\u524d\u6bd4\u4f60\u7239\u5988\u8fd8\u4e86\u89e3\u4f60\u3002\u6211\u5f88\u770b\u597d\u4eca\u65e5\u5934\u6761\u7cfb\u5217\u4ea7\u54c1\u7684\u672a\u6765\uff0c\u867d\u7136\u76ee\u524d\u7684\u5934\u4f4d\u662f\u817e\u8baf\u7cfb\u5bb6\u65cf\uff0c\u4f46\u5341\u5e74\u540e\uff0c\u6211\u9884\u8a00\u4f1a\u662f\u4eca\u65e5\u5934\u6761(\u5b57\u8282\u8df3\u52a8)\u7cfb\u7edf\u80dc\u51fa\uff01\u90a3\u5b83\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u725b\uff1f<\/p>\n<p>\u4e00\u3001\u7cfb\u7edf\u6982\u89c8<\/p>\n<p>\u63a8\u8350\u7cfb\u7edf\uff0c\u5982\u679c\u7528\u5f62\u5f0f\u5316\u7684\u65b9\u5f0f\u53bb\u63cf\u8ff0\u5b9e\u9645\u4e0a\u662f\u62df\u5408\u4e00\u4e2a\u7528\u6237\u5bf9\u5185\u5bb9\u6ee1\u610f\u5ea6\u7684\u51fd\u6570\uff0c\u8fd9\u4e2a\u51fd\u6570\u9700\u8981\u8f93\u5165\u4e09\u4e2a\u7ef4\u5ea6\u7684\u53d8\u91cf\u3002<\/p>\n<p><img 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loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/04.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u524d\u9762\u63d0\u5230\u7684\u516c\u5f0fy = F(Xi ,Xu ,Xc)\uff0c\u662f\u4e00\u4e2a\u5f88\u7ecf\u5178\u7684\u76d1\u7763\u5b66\u4e60\u95ee\u9898\u3002\u53ef\u5b9e\u73b0\u7684\u65b9\u6cd5\u6709\u5f88\u591a\uff0c\u6bd4\u5982\u4f20\u7edf\u7684\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\uff0c\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5Logistic Regression\u6a21\u578b\uff0c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6a21\u578b\uff0cFactorization 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src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/05.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" 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loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/06.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" 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loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/07.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u4f46\u56e0\u4e3a\u5934\u6761\u76ee\u524d\u7684\u5185\u5bb9\u91cf\u975e\u5e38\u5927\uff0c\u52a0\u4e0a\u5c0f\u89c6\u9891\u5185\u5bb9\u6709\u5343\u4e07\u7ea7\u522b\uff0c\u63a8\u8350\u7cfb\u7edf\u4e0d\u53ef\u80fd\u6240\u6709\u5185\u5bb9\u5168\u90e8\u7531\u6a21\u578b\u9884\u4f30\u3002\u6240\u4ee5\u9700\u8981\u8bbe\u8ba1\u4e00\u4e9b\u53ec\u56de\u7b56\u7565\uff0c\u6bcf\u6b21\u63a8\u8350\u65f6\u4ece\u6d77\u91cf\u5185\u5bb9\u4e2d\u7b5b\u9009\u51fa\u5343\u7ea7\u522b\u7684\u5185\u5bb9\u5e93\u3002\u53ec\u56de\u7b56\u7565\u6700\u91cd\u8981\u7684\u8981\u6c42\u662f\u6027\u80fd\u8981\u6781\u81f4\uff0c\u4e00\u822c\u8d85\u65f6\u4e0d\u80fd\u8d85\u8fc750\u6beb\u79d2\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/08.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u53ec\u56de\u7b56\u7565\u79cd\u7c7b\u6709\u5f88\u591a\uff0c\u6211\u4eec\u4e3b\u8981\u7528\u7684\u662f\u5012\u6392\u7684\u601d\u8def\u3002\u79bb\u7ebf\u7ef4\u62a4\u4e00\u4e2a\u5012\u6392\uff0c\u8fd9\u4e2a\u5012\u6392\u7684key\u53ef\u4ee5\u662f\u5206\u7c7b\uff0ctopic\uff0c\u5b9e\u4f53\uff0c\u6765\u6e90\u7b49\uff0c\u6392\u5e8f\u8003\u8651\u70ed\u5ea6\u3001\u65b0\u9c9c\u5ea6\u3001\u52a8\u4f5c\u7b49\u3002\u7ebf\u4e0a\u53ec\u56de\u53ef\u4ee5\u8fc5\u901f\u4ece\u5012\u6392\u4e2d\u6839\u636e\u7528\u6237\u5174\u8da3\u6807\u7b7e\u5bf9\u5185\u5bb9\u505a\u622a\u65ad\uff0c\u9ad8\u6548\u7684\u4ece\u5f88\u5927\u7684\u5185\u5bb9\u5e93\u4e2d\u7b5b\u9009\u6bd4\u8f83\u9760\u8c31\u7684\u4e00\u5c0f\u90e8\u5206\u5185\u5bb9\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/09.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u4e8c\u3001\u5185\u5bb9\u5206\u6790<\/p>\n<p>\u5185\u5bb9\u5206\u6790\u5305\u62ec\u6587\u672c\u5206\u6790\uff0c\u56fe\u7247\u5206\u6790\u548c\u89c6\u9891\u5206\u6790\u3002\u5934\u6761\u4e00\u5f00\u59cb\u4e3b\u8981\u505a\u8d44\u8baf\uff0c\u4eca\u5929\u6211\u4eec\u4e3b\u8981\u8bb2\u4e00\u4e0b\u6587\u672c\u5206\u6790\u3002\u6587\u672c\u5206\u6790\u5728\u63a8\u8350\u7cfb\u7edf\u4e2d\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u4f5c\u7528\u662f\u7528\u6237\u5174\u8da3\u5efa\u6a21\u3002\u6ca1\u6709\u5185\u5bb9\u53ca\u6587\u672c\u6807\u7b7e\uff0c\u65e0\u6cd5\u5f97\u5230\u7528\u6237\u5174\u8da3\u6807\u7b7e\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u53ea\u6709\u77e5\u9053\u6587\u7ae0\u6807\u7b7e\u662f\u4e92\u8054\u7f51\uff0c\u7528\u6237\u770b\u4e86\u4e92\u8054\u7f51\u6807\u7b7e\u7684\u6587\u7ae0\uff0c\u624d\u80fd\u77e5\u9053\u7528\u6237\u6709\u4e92\u8054\u7f51\u6807\u7b7e\uff0c\u5176\u4ed6\u5173\u952e\u8bcd\u4e5f\u4e00\u6837\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/10.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u6587\u672c\u5185\u5bb9\u7684\u6807\u7b7e\u53ef\u4ee5\u76f4\u63a5\u5e2e\u52a9\u63a8\u8350\u7279\u5f81\uff0c\u6bd4\u5982\u9b45\u65cf\u7684\u5185\u5bb9\u53ef\u4ee5\u63a8\u8350\u7ed9\u5173\u6ce8\u9b45\u65cf\u7684\u7528\u6237\uff0c\u8fd9\u662f\u7528\u6237\u6807\u7b7e\u7684\u5339\u914d\u3002\u5982\u679c\u67d0\u6bb5\u65f6\u95f4\u63a8\u8350\u4e3b\u9891\u9053\u6548\u679c\u4e0d\u7406\u60f3\uff0c\u51fa\u73b0\u63a8\u8350\u7a84\u5316\uff0c\u7528\u6237\u4f1a\u53d1\u73b0\u5230\u5177\u4f53\u7684\u9891\u9053\u63a8\u8350(\u5982\u79d1\u6280\u3001\u4f53\u80b2\u3001\u5a31\u4e50\u3001\u519b\u4e8b\u7b49)\u4e2d\u9605\u8bfb\u540e\uff0c\u518d\u56de\u4e3bfeed,\u63a8\u8350\u6548\u679c\u4f1a\u66f4\u597d\u3002\u56e0\u4e3a\u6574\u4e2a\u6a21\u578b\u662f\u6253\u901a\u7684\uff0c\u5b50\u9891\u9053\u63a2\u7d22\u7a7a\u95f4\u8f83\u5c0f\uff0c\u66f4\u5bb9\u6613\u6ee1\u8db3\u7528\u6237\u9700\u6c42\u3002\u53ea\u901a\u8fc7\u5355\u4e00\u4fe1\u9053\u53cd\u9988\u63d0\u9ad8\u63a8\u8350\u51c6\u786e\u7387\u96be\u5ea6\u4f1a\u6bd4\u8f83\u5927\uff0c\u5b50\u9891\u9053\u505a\u7684\u597d\u5f88\u91cd\u8981\u3002\u800c\u8fd9\u4e5f\u9700\u8981\u597d\u7684\u5185\u5bb9\u5206\u6790\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/11.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" 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loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/12.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" 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src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/13.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" 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loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/14.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u4e0a\u56fe\u662f\u5934\u6761\u8bed\u4e49\u6807\u7b7e\u7684\u7279\u5f81\u548c\u4f7f\u7528\u573a\u666f\u3002\u4ed6\u4eec\u4e4b\u95f4\u5c42\u7ea7\u4e0d\u540c\uff0c\u8981\u6c42\u4e0d\u540c\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/15.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" 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alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" 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src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/17.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u4eca\u65e5\u5934\u6761\u63a8\u8350\u7cfb\u7edf\u7684\u7ebf\u4e0a\u5206\u7c7b\u91c7\u7528\u5178\u578b\u7684\u5c42\u6b21\u5316\u6587\u672c\u5206\u7c7b\u7b97\u6cd5\u3002\u6700\u4e0a\u9762Root\uff0c\u4e0b\u9762\u7b2c\u4e00\u5c42\u7684\u5206\u7c7b\u662f\u50cf\u79d1\u6280\u3001\u4f53\u80b2\u3001\u8d22\u7ecf\u3001\u5a31\u4e50\uff0c\u4f53\u80b2\u8fd9\u6837\u7684\u5927\u7c7b\uff0c\u518d\u4e0b\u9762\u7ec6\u5206\u8db3\u7403\u3001\u7bee\u7403\u3001\u4e52\u4e53\u7403\u3001\u7f51\u7403\u3001\u7530\u5f84\u3001\u6e38\u6cf3&#8230;\uff0c\u8db3\u7403\u518d\u7ec6\u5206\u56fd\u9645\u8db3\u7403\u3001\u4e2d\u56fd\u8db3\u7403\uff0c\u4e2d\u56fd\u8db3\u7403\u53c8\u7ec6\u5206\u4e2d\u7532\u3001\u4e2d\u8d85\u3001\u56fd\u5bb6\u961f&#8230;\uff0c\u76f8\u6bd4\u5355\u72ec\u7684\u5206\u7c7b\u5668\uff0c\u5229\u7528\u5c42\u6b21\u5316\u6587\u672c\u5206\u7c7b\u7b97\u6cd5\u80fd\u66f4\u597d\u5730\u89e3\u51b3\u6570\u636e\u503e\u659c\u7684\u95ee\u9898\u3002\u6709\u4e00\u4e9b\u4f8b\u5916\u662f\uff0c\u5982\u679c\u8981\u63d0\u9ad8\u53ec\u56de\uff0c\u53ef\u4ee5\u770b\u5230\u6211\u4eec\u8fde\u63a5\u4e86\u4e00\u4e9b\u98de\u7ebf\u3002\u8fd9\u5957\u67b6\u6784\u901a\u7528\uff0c\u4f46\u6839\u636e\u4e0d\u540c\u7684\u95ee\u9898\u96be\u5ea6\uff0c\u6bcf\u4e2a\u5143\u5206\u7c7b\u5668\u53ef\u4ee5\u5f02\u6784\uff0c\u50cf\u6709\u4e9b\u5206\u7c7bSVM\u6548\u679c\u5f88\u597d\uff0c\u6709\u4e9b\u8981\u7ed3\u5408CNN\uff0c\u6709\u4e9b\u8981\u7ed3\u5408RNN\u518d\u5904\u7406\u4e00\u4e0b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/18.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u4e0a\u56fe\u662f\u4e00\u4e2a\u5b9e\u4f53\u8bcd\u8bc6\u522b\u7b97\u6cd5\u7684case\u3002\u57fa\u4e8e\u5206\u8bcd\u7ed3\u679c\u548c\u8bcd\u6027\u6807\u6ce8\u9009\u53d6\u5019\u9009\uff0c\u671f\u95f4\u53ef\u80fd\u9700\u8981\u6839\u636e\u77e5\u8bc6\u5e93\u505a\u4e00\u4e9b\u62fc\u63a5\uff0c\u6709\u4e9b\u5b9e\u4f53\u662f\u51e0\u4e2a\u8bcd\u7684\u7ec4\u5408\uff0c\u8981\u786e\u5b9a\u54ea\u51e0\u4e2a\u8bcd\u7ed3\u5408\u5728\u4e00\u8d77\u80fd\u6620\u5c04\u5b9e\u4f53\u7684\u63cf\u8ff0\u3002\u5982\u679c\u7ed3\u679c\u6620\u5c04\u591a\u4e2a\u5b9e\u4f53\u8fd8\u8981\u901a\u8fc7\u8bcd\u5411\u91cf\u3001topic\u5206\u5e03\u751a\u81f3\u8bcd\u9891\u672c\u8eab\u7b49\u53bb\u6b67\uff0c\u6700\u540e\u8ba1\u7b97\u4e00\u4e2a\u76f8\u5173\u6027\u6a21\u578b\u3002<\/p>\n<p>\u4e09\u3001\u7528\u6237\u6807\u7b7e<\/p>\n<p>\u5185\u5bb9\u5206\u6790\u548c\u7528\u6237\u6807\u7b7e\u662f\u63a8\u8350\u7cfb\u7edf\u7684\u4e24\u5927\u57fa\u77f3\u3002\u5185\u5bb9\u5206\u6790\u6d89\u53ca\u5230\u673a\u5668\u5b66\u4e60\u7684\u5185\u5bb9\u591a\u4e00\u4e9b\uff0c\u76f8\u6bd4\u800c\u8a00\uff0c\u7528\u6237\u6807\u7b7e\u5de5\u7a0b\u6311\u6218\u66f4\u5927\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/19.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" 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loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/20.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u5f53\u7136\u6700\u7b80\u5355\u7684\u7528\u6237\u6807\u7b7e\u662f\u6d4f\u89c8\u8fc7\u7684\u5185\u5bb9\u6807\u7b7e\u3002\u4f46\u8fd9\u91cc\u6d89\u53ca\u5230\u4e00\u4e9b\u6570\u636e\u5904\u7406\u7b56\u7565\u3002\u4e3b\u8981\u5305\u62ec\uff1a\u4e00\u3001\u8fc7\u6ee4\u566a\u58f0\u3002\u901a\u8fc7\u505c\u7559\u65f6\u95f4\u77ed\u7684\u70b9\u51fb\uff0c\u8fc7\u6ee4\u6807\u9898\u515a\u3002\u4e8c\u3001\u70ed\u70b9\u60e9\u7f5a\u3002\u5bf9\u7528\u6237\u5728\u4e00\u4e9b\u70ed\u95e8\u6587\u7ae0(\u5982\u524d\u6bb5\u65f6\u95f4PG One\u7684\u65b0\u95fb)\u4e0a\u7684\u52a8\u4f5c\u505a\u964d\u6743\u5904\u7406\u3002\u7406\u8bba\u4e0a\uff0c\u4f20\u64ad\u8303\u56f4\u8f83\u5927\u7684\u5185\u5bb9\uff0c\u7f6e\u4fe1\u5ea6\u4f1a\u4e0b\u964d\u3002\u4e09\u3001\u65f6\u95f4\u8870\u51cf\u3002\u7528\u6237\u5174\u8da3\u4f1a\u53d1\u751f\u504f\u79fb\uff0c\u56e0\u6b64\u7b56\u7565\u66f4\u504f\u5411\u65b0\u7684\u7528\u6237\u884c\u4e3a\u3002\u56e0\u6b64\uff0c\u968f\u7740\u7528\u6237\u52a8\u4f5c\u7684\u589e\u52a0\uff0c\u8001\u7684\u7279\u5f81\u6743\u91cd\u4f1a\u968f\u65f6\u95f4\u8870\u51cf\uff0c\u65b0\u52a8\u4f5c\u8d21\u732e\u7684\u7279\u5f81\u6743\u91cd\u4f1a\u66f4\u5927\u3002\u56db\u3001\u60e9\u7f5a\u5c55\u73b0\u3002\u5982\u679c\u4e00\u7bc7\u63a8\u8350\u7ed9\u7528\u6237\u7684\u6587\u7ae0\u6ca1\u6709\u88ab\u70b9\u51fb\uff0c\u76f8\u5173\u7279\u5f81(\u7c7b\u522b\uff0c\u5173\u952e\u8bcd\uff0c\u6765\u6e90)\u6743\u91cd\u4f1a\u88ab\u60e9\u7f5a\u3002\u5f53\u7136\u540c\u65f6\uff0c\u4e5f\u8981\u8003\u8651\u5168\u5c40\u80cc\u666f\uff0c\u662f\u4e0d\u662f\u76f8\u5173\u5185\u5bb9\u63a8\u9001\u6bd4\u8f83\u591a\uff0c\u4ee5\u53ca\u76f8\u5173\u7684\u5173\u95ed\u548cdislike\u4fe1\u53f7\u7b49\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/21.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u7528\u6237\u6807\u7b7e\u6316\u6398\u603b\u4f53\u6bd4\u8f83\u7b80\u5355\uff0c\u4e3b\u8981\u8fd8\u662f\u521a\u521a\u63d0\u5230\u7684\u5de5\u7a0b\u6311\u6218\u3002\u5934\u6761\u7528\u6237\u6807\u7b7e\u7b2c\u4e00\u7248\u662f\u6279\u91cf\u8ba1\u7b97\u6846\u67b6\uff0c\u6d41\u7a0b\u6bd4\u8f83\u7b80\u5355\uff0c\u6bcf\u5929\u62bd\u53d6\u6628\u5929\u7684\u65e5\u6d3b\u7528\u6237\u8fc7\u53bb\u4e24\u4e2a\u6708\u7684\u52a8\u4f5c\u6570\u636e\uff0c\u5728Hadoop\u96c6\u7fa4\u4e0a\u6279\u91cf\u8ba1\u7b97\u7ed3\u679c\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/22.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u968f\u7740\u7528\u6237\u9ad8\u901f\u589e\u957f\uff0c\u5174\u8da3\u6a21\u578b\u79cd\u7c7b\u548c\u5176\u4ed6\u6279\u91cf\u5904\u7406\u4efb\u52a1\u90fd\u5728\u589e\u52a0\uff0c\u6d89\u53ca\u5230\u7684\u8ba1\u7b97\u91cf\u592a\u5927\u30022014\u5e74\uff0c\u6279\u91cf\u5904\u7406\u4efb\u52a1\u51e0\u767e\u4e07\u7528\u6237\u6807\u7b7e\u66f4\u65b0\u7684Hadoop\u4efb\u52a1\uff0c\u5f53\u5929\u5b8c\u6210\u5df2\u7ecf\u5f00\u59cb\u52c9\u5f3a\u3002\u96c6\u7fa4\u8ba1\u7b97\u8d44\u6e90\u7d27\u5f20\u5f88\u5bb9\u6613\u5f71\u54cd\u5176\u5b83\u5de5\u4f5c\uff0c\u96c6\u4e2d\u5199\u5165\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\u7684\u538b\u529b\u4e5f\u5f00\u59cb\u589e\u5927\uff0c\u5e76\u4e14\u7528\u6237\u5174\u8da3\u6807\u7b7e\u66f4\u65b0\u5ef6\u8fdf\u8d8a\u6765\u8d8a\u9ad8\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/23.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u9762\u5bf9\u8fd9\u4e9b\u6311\u6218\u30022014\u5e74\u5e95\u4eca\u65e5\u5934\u6761\u4e0a\u7ebf\u4e86\u7528\u6237\u6807\u7b7eStorm\u96c6\u7fa4\u6d41\u5f0f\u8ba1\u7b97\u7cfb\u7edf\u3002\u6539\u6210\u6d41\u5f0f\u4e4b\u540e\uff0c\u53ea\u8981\u6709\u7528\u6237\u52a8\u4f5c\u66f4\u65b0\u5c31\u66f4\u65b0\u6807\u7b7e\uff0cCPU\u4ee3\u4ef7\u6bd4\u8f83\u5c0f\uff0c\u53ef\u4ee5\u8282\u770180%\u7684CPU\u65f6\u95f4\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u8ba1\u7b97\u8d44\u6e90\u5f00\u9500\u3002\u540c\u65f6\uff0c\u53ea\u9700\u51e0\u5341\u53f0\u673a\u5668\u5c31\u53ef\u4ee5\u652f\u6491\u6bcf\u5929\u6570\u5343\u4e07\u7528\u6237\u7684\u5174\u8da3\u6a21\u578b\u66f4\u65b0\uff0c\u5e76\u4e14\u7279\u5f81\u66f4\u65b0\u901f\u5ea6\u975e\u5e38\u5feb\uff0c\u57fa\u672c\u53ef\u4ee5\u505a\u5230\u51c6\u5b9e\u65f6\u3002\u8fd9\u5957\u7cfb\u7edf\u4ece\u4e0a\u7ebf\u4e00\u76f4\u4f7f\u7528\u81f3\u4eca\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/24.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u5f53\u7136\uff0c\u6211\u4eec\u4e5f\u53d1\u73b0\u5e76\u975e\u6240\u6709\u7528\u6237\u6807\u7b7e\u90fd\u9700\u8981\u6d41\u5f0f\u7cfb\u7edf\u3002\u50cf\u7528\u6237\u7684\u6027\u522b\u3001\u5e74\u9f84\u3001\u5e38\u9a7b\u5730\u70b9\u8fd9\u4e9b\u4fe1\u606f\uff0c\u4e0d\u9700\u8981\u5b9e\u65f6\u91cd\u590d\u8ba1\u7b97\uff0c\u5c31\u4ecd\u7136\u4fdd\u7559daily\u66f4\u65b0\u3002<\/p>\n<p>\u56db\u3001\u8bc4\u4f30\u5206\u6790<\/p>\n<p>\u4e0a\u9762\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u6574\u4f53\u67b6\u6784\uff0c\u90a3\u4e48\u5982\u4f55\u8bc4\u4f30\u63a8\u8350\u6548\u679c\u597d\u4e0d\u597d?<\/p>\n<p>\u6709\u4e00\u53e5\u6211\u8ba4\u4e3a\u975e\u5e38\u6709\u667a\u6167\u7684\u8bdd\uff0c\u201c\u4e00\u4e2a\u4e8b\u60c5\u6ca1\u6cd5\u8bc4\u4f30\u5c31\u6ca1\u6cd5\u4f18\u5316\u201d\u3002\u5bf9\u63a8\u8350\u7cfb\u7edf\u4e5f\u662f\u4e00\u6837\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/25.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u5f88\u591a\u56e0\u7d20\u90fd\u4f1a\u5f71\u54cd\u63a8\u8350\u6548\u679c\u3002\u6bd4\u5982\u4faf\u9009\u96c6\u5408\u53d8\u5316\uff0c\u53ec\u56de\u6a21\u5757\u7684\u6539\u8fdb\u6216\u589e\u52a0\uff0c\u63a8\u8350\u7279\u5f81\u7684\u589e\u52a0\uff0c\u6a21\u578b\u67b6\u6784\u7684\u6539\u8fdb\u5728\uff0c\u7b97\u6cd5\u53c2\u6570\u7684\u4f18\u5316\u7b49\u7b49\uff0c\u4e0d\u4e00\u4e00\u4e3e\u4f8b\u3002\u8bc4\u4f30\u7684\u610f\u4e49\u5c31\u5728\u4e8e\uff0c\u5f88\u591a\u4f18\u5316\u6700\u7ec8\u53ef\u80fd\u662f\u8d1f\u5411\u6548\u679c\uff0c\u5e76\u4e0d\u662f\u4f18\u5316\u4e0a\u7ebf\u540e\u6548\u679c\u5c31\u4f1a\u6539\u8fdb\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/26.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" \/><\/p>\n<p>\u5168\u9762\u7684\u8bc4\u4f30\u63a8\u8350\u7cfb\u7edf\uff0c\u9700\u8981\u5b8c\u5907\u7684\u8bc4\u4f30\u4f53\u7cfb\u3001\u5f3a\u5927\u7684\u5b9e\u9a8c\u5e73\u53f0\u4ee5\u53ca\u6613\u7528\u7684\u7ecf\u9a8c\u5206\u6790\u5de5\u5177\u3002\u6240\u8c13\u5b8c\u5907\u7684\u4f53\u7cfb\u5c31\u662f\u5e76\u975e\u5355\u4e00\u6307\u6807\u8861\u91cf\uff0c\u4e0d\u80fd\u53ea\u770b\u70b9\u51fb\u7387\u6216\u8005\u505c\u7559\u65f6\u957f\u7b49\uff0c\u9700\u8981\u7efc\u5408\u8bc4\u4f30\u3002\u8fc7\u53bb\u51e0\u5e74\u6211\u4eec\u4e00\u76f4\u5728\u5c1d\u8bd5\uff0c\u80fd\u4e0d\u80fd\u7efc\u5408\u5c3d\u53ef\u80fd\u591a\u7684\u6307\u6807\u5408\u6210\u552f\u4e00\u7684\u8bc4\u4f30\u6307\u6807\uff0c\u4f46\u4ecd\u5728\u63a2\u7d22\u4e2d\u3002\u76ee\u524d\uff0c\u6211\u4eec\u4e0a\u7ebf\u8fd8\u662f\u8981\u7531\u5404\u4e1a\u52a1\u6bd4\u8f83\u8d44\u6df1\u7684\u540c\u5b66\u7ec4\u6210\u8bc4\u5ba1\u59d4\u5458\u4f1a\u6df1\u5165\u8ba8\u8bba\u540e\u51b3\u5b9a\u3002<\/p>\n<p>\u5f88\u591a\u516c\u53f8\u7b97\u6cd5\u505a\u7684\u4e0d\u597d\uff0c\u5e76\u975e\u662f\u5de5\u7a0b\u5e08\u80fd\u529b\u4e0d\u591f\uff0c\u800c\u662f\u9700\u8981\u4e00\u4e2a\u5f3a\u5927\u7684\u5b9e\u9a8c\u5e73\u53f0\uff0c\u8fd8\u6709\u4fbf\u6377\u7684\u5b9e\u9a8c\u5206\u6790\u5de5\u5177\uff0c\u53ef\u4ee5\u667a\u80fd\u5206\u6790\u6570\u636e\u6307\u6807\u7684\u7f6e\u4fe1\u5ea6\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.liugon.com\/blog\/wp-content\/uploads\/2018\/01\/27.jpg\" alt=\"\u63a8\u8350\u7cfb\u7edf\u7ecf\u5178\u7b97\u6cd5\u89e3\u6790\" width=\"720\" height=\"405\" class=\"aligncenter size-full wp-image-1932\" 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