{"id":204835,"date":"2025-05-29T11:30:52","date_gmt":"2025-05-29T03:30:52","guid":{"rendered":"https:\/\/server.hk\/cnblog\/204835\/"},"modified":"2025-05-29T11:30:52","modified_gmt":"2025-05-29T03:30:52","slug":"%e4%bd%bf%e7%94%a8%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e8%bf%9b%e8%a1%8c%e5%bc%82%e5%b8%b8%e6%a3%80%e6%b5%8b","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/204835\/","title":{"rendered":"\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u8fdb\u884c\u5f02\u5e38\u68c0\u6d4b"},"content":{"rendered":"<p><b><\/b>     <\/p>\n<h1>\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u8fdb\u884c\u5f02\u5e38\u68c0\u6d4b<\/h1>\n<p>\u54c8\u55bd\uff01\u5927\u5bb6\u597d\uff0c\u5f88\u9ad8\u5174\u53c8\u89c1\u9762\u4e86\uff0c\u6211\u662f\u7684\u4e00\u540d\u4f5c\u8005\uff0c\u4eca\u5929\u7531\u6211\u7ed9\u5927\u5bb6\u5e26\u6765\u4e00\u7bc7<span style=\"color: #FF6600;, Helvetica, Arial, sans-serif;font-size: 14px;background-color: #FFFFFF\">\u300a\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u8fdb\u884c\u5f02\u5e38\u68c0\u6d4b\u300b<\/span>\uff0c\u672c\u6587\u4e3b\u8981\u4f1a\u8bb2\u5230<span style=\"color: #FF6600;, Helvetica, Arial, sans-serif;font-size: 14px;background-color: #FFFFFF\"><\/span>\u7b49\u7b49\u77e5\u8bc6\u70b9\uff0c\u5e0c\u671b\u5927\u5bb6\u4e00\u8d77\u5b66\u4e60\u8fdb\u6b65\uff0c\u4e5f\u6b22\u8fce\u5927\u5bb6\u5173\u6ce8\u3001\u70b9\u8d5e\u3001\u6536\u85cf\u3001\u8f6c\u53d1! \u4e0b\u9762\u5c31\u4e00\u8d77\u6765\u770b\u770b\u5427\uff01<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241117\/1731828104673999881d043.jpg\" class=\"aligncenter\"><\/p>\n<p>\u5728\u5f53\u4eca\u6570\u636e\u9a71\u52a8\u7684\u4e16\u754c\u4e2d\uff0c\u6bcf\u79d2\u90fd\u4f1a\u751f\u6210\u5927\u91cf\u4fe1\u606f\uff0c\u68c0\u6d4b\u5f02\u5e38\u5df2\u6210\u4e3a\u91d1\u878d\u3001\u7f51\u7edc\u5b89\u5168\u3001\u533b\u7597\u4fdd\u5065\u7b49\u5404\u4e2a\u884c\u4e1a\u7684\u5173\u952e\u3002\u5f02\u5e38\u68c0\u6d4b\u6d89\u53ca\u8bc6\u522b\u663e\u7740\u504f\u79bb\u89c4\u8303\u7684\u6a21\u5f0f\u6216\u6570\u636e\u70b9\uff0c\u8868\u660e\u6f5c\u5728\u95ee\u9898\u3001\u6b3a\u8bc8\u6216\u673a\u4f1a\u3002\u4f20\u7edf\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u65b9\u6cd5\u5f88\u96be\u8ddf\u4e0a\u73b0\u4ee3\u6570\u636e\u96c6\u7684\u590d\u6742\u6027\u548c\u89c4\u6a21\u3002\u5728\u8fd9\u91cc\uff0c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6210\u4e3a\u81ea\u52a8\u5316\u5f02\u5e38\u68c0\u6d4b\u8fc7\u7a0b\u7684\u5f3a\u5927\u5de5\u5177\uff0c\u4f7f\u7ec4\u7ec7\u80fd\u591f\u9ad8\u6548\u3001\u51c6\u786e\u5730\u7b5b\u9009\u5927\u91cf\u6570\u636e\u96c6\u3002\u672c\u6307\u5357\u5c06\u7b80\u8981\u63a2\u8ba8\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u8fdb\u884c\u5f02\u5e38\u68c0\u6d4b\uff0c\u63a2\u7d22\u5176\u6280\u672f\u3001\u5e94\u7528\u3001\u6311\u6218\u548c\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n<p>\u5f02\u5e38\u68c0\u6d4b\uff0c\u4e5f\u79f0\u4e3a\u5f02\u5e38\u503c\u68c0\u6d4b\uff0c\u53ef\u8bc6\u522b\u4e0e\u5927\u591a\u6570\u6570\u636e\u663e\u7740\u504f\u5dee\u7684\u7f55\u89c1\u9879\u76ee\u3001\u4e8b\u4ef6\u6216\u89c2\u5bdf\u7ed3\u679c\u3002\u8fd9\u4e9b\u5f02\u5e38\u53ef\u4ee5\u6709\u4e0d\u540c\u7684\u7c7b\u578b\uff0c\u5305\u62ec\u70b9\u5f02\u5e38\u3001\u4e0a\u4e0b\u6587\u5f02\u5e38\u548c\u96c6\u4f53\u5f02\u5e38\u3002\u70b9\u5f02\u5e38\u662f\u6307\u4e0e\u5176\u4ed6\u6570\u636e\u70b9\u663e\u7740\u4e0d\u540c\u7684\u5355\u4e2a\u6570\u636e\u70b9\u3002\u4e0a\u4e0b\u6587\u5f02\u5e38\u53d1\u751f\u5728\u7279\u5b9a\u4e0a\u4e0b\u6587\u6216\u6570\u636e\u5b50\u96c6\u5185\u3002\u96c6\u4f53\u5f02\u5e38\u6d89\u53ca\u76f8\u5173\u6570\u636e\u70b9\u7684\u96c6\u5408\uff0c\u5171\u540c\u5f62\u6210\u5f02\u5e38\u3002<\/p>\n<p>\u7531\u4e8e\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\u548c\u5f02\u5e38\u7684\u4e0d\u540c\u7279\u5f81\uff0c\u5f02\u5e38\u68c0\u6d4b\u63d0\u51fa\u4e86\u4e00\u4e9b\u6311\u6218\u3002\u4e00\u4e9b\u5e38\u89c1\u7684\u6311\u6218\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u4e0d\u5e73\u8861\u6570\u636e\uff1a\u4e0e\u6b63\u5e38\u5b9e\u4f8b\u76f8\u6bd4\uff0c\u5f02\u5e38\u60c5\u51b5\u901a\u5e38\u5f88\u5c11\u89c1\uff0c\u5bfc\u81f4\u6570\u636e\u96c6\u4e0d\u5e73\u8861\uff0c\u4ece\u800c\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002<\/li>\n<li>\u9ad8\u7ef4\u5ea6\uff1a\u5177\u6709\u4f17\u591a\u7279\u5f81\u7684\u6570\u636e\u96c6\u5bf9\u4f20\u7edf\u7684\u5f02\u5e38\u68c0\u6d4b\u6280\u672f\u63d0\u51fa\u4e86\u6311\u6218\uff0c\u9700\u8981\u964d\u7ef4\u6216\u7279\u5f81\u9009\u62e9\u65b9\u6cd5\u3002<\/li>\n<li>\u6982\u5ff5\u6f02\u79fb\uff1a\u5f02\u5e38\u53ef\u80fd\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u53d8\u5316\uff0c\u5bfc\u81f4\u6982\u5ff5\u6f02\u79fb\uff0c\u5373\u6570\u636e\u4e2d\u7684\u5e95\u5c42\u6a21\u5f0f\u6216\u5206\u5e03\u53d1\u751f\u53d8\u5316\uff0c\u9700\u8981\u81ea\u9002\u5e94\u6a21\u578b\u3002<\/li>\n<li>\u6807\u8bb0\u5f02\u5e38\uff1a\u4e3a\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u6ce8\u91ca\u5f02\u5e38\u53ef\u80fd\u6210\u672c\u9ad8\u6602\u4e14\u4e0d\u5207\u5b9e\u9645\uff0c\u7279\u522b\u662f\u5728\u5f02\u5e38\u7f55\u89c1\u6216\u672a\u77e5\u7684\u60c5\u51b5\u4e0b\u3002<\/li>\n<li>\u53ef\u89e3\u91ca\u6027\uff1a\u89e3\u91ca\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\u505a\u51fa\u7684\u51b3\u7b56\u5bf9\u4e8e\u7406\u89e3\u68c0\u6d4b\u5230\u7684\u5f02\u5e38\u5e76\u91c7\u53d6\u9002\u5f53\u7684\u884c\u52a8\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<\/ul>\n<p>\u673a\u5668\u5b66\u4e60\u63d0\u4f9b\u4e86\u591a\u79cd\u5f02\u5e38\u68c0\u6d4b\u6280\u672f\uff0c\u6bcf\u79cd\u6280\u672f\u90fd\u9002\u5408\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u548c\u5e94\u7528\u7a0b\u5e8f\u3002\u7528\u4e8e\u5f02\u5e38\u68c0\u6d4b\u7684\u4e00\u4e9b\u6d41\u884c\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><\/li>\n<li>\n<p>\u57fa\u4e8e\u5bc6\u5ea6\u7684\u65b9\u6cd5\uff1a\u4f8b\u5982\u9ad8\u65af\u6df7\u5408\u6a21\u578b\uff08GMM\uff09\u3001\u6838\u5bc6\u5ea6\u4f30\u8ba1\uff08KDE\uff09\u548c\u5c40\u90e8\u79bb\u7fa4\u56e0\u5b50\uff08LOF\uff09\uff0c\u5b83\u4eec\u5c06\u4f4e\u6570\u636e\u5bc6\u5ea6\u7684\u533a\u57df\u8bc6\u522b\u4e3a\u5f02\u5e38\u3002\u805a\u7c7b\u7b97\u6cd5\uff1a\u5982 k -\u8868\u793a\u805a\u7c7b\u548c DBSCAN\uff0c\u5c06\u5f02\u5e38\u68c0\u6d4b\u4e3a\u7a00\u758f\u805a\u7c7b\u4e2d\u7684\u6570\u636e\u70b9\u6216\u8fdc\u79bb\u805a\u7c7b\u8d28\u5fc3\u7684\u70b9\u3002<\/p>\n<\/li>\n<li>\n<p>One-Class SVM \u662f\u4e00\u79cd\u4ec5\u5728\u6b63\u5e38\u6570\u636e\u70b9\u4e0a\u8bad\u7ec3\u7684\u652f\u6301\u5411\u91cf\u673a\u7b97\u6cd5\u3002\u5b83\u5c06\u5f02\u5e38\u503c\u8bc6\u522b\u4e3a\u8fdc\u79bb\u51b3\u7b56\u8fb9\u754c\u7684\u6570\u636e\u70b9\u3002<\/p>\n<\/li>\n<li><\/li>\n<li>\n<p>\u81ea\u52a8\u7f16\u7801\u5668\uff1a\u7ecf\u8fc7\u8bad\u7ec3\u53ef\u91cd\u5efa\u8f93\u5165\u6570\u636e\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u5176\u4e2d\u91cd\u5927\u91cd\u5efa\u9519\u8bef\u8868\u660e\u5b58\u5728\u5f02\u5e38\u3002<\/p>\n<\/li>\n<li>\n<p>\u751f\u6210\u5bf9\u6297\u7f51\u7edc (GAN)\uff1a\u53ef\u4ee5\u8bad\u7ec3 GAN 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\u5206\u6570\u6216 ROC \u66f2\u7ebf\u4e0b\u9762\u79ef 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