\u5f3a\u5316\u5b66\u4e60\u6a21\u578b<\/strong>\u8868\u73b0\u5728\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u6765\u5b66\u4e60\u5982\u4f55\u8fbe\u5230\u76ee\u6807\uff0c\u8fd9\u79cd\u5b66\u4e60\u65b9\u5f0f\u662f\u6700\u4e3a\u63a5\u8fd1\u4eba\u7c7b\u5b66\u4e60\u65b9\u5f0f\u7684\uff0c\u5b83\u4e0d\u76f4\u63a5\u5b66\u4e60\u8f93\u5165\u5230\u8f93\u51fa\u7684\u6620\u5c04\uff0c\u800c\u662f\u901a\u8fc7\u8bd5\u9519\u7684\u65b9\u6cd5\uff0c\u5b66\u4e60\u5728\u7ed9\u5b9a\u73af\u5883\u4e0b\u91c7\u53d6\u4ec0\u4e48\u884c\u52a8\u80fd\u591f\u6700\u5927\u5316\u5956\u52b1\u3002\u8fd9\u91cc\u6211\u4eec\u91cd\u70b9\u8bb2\u8ff0\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\uff0c\u5b83\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\u6a21\u578b\u4e3b\u4f53\u5fc5\u987b\u80fd\u591f\u8bc4\u4f30\u73af\u5883\u72b6\u6001\uff0c\u5e76\u4f5c\u51fa\u51b3\u7b56\u4ee5\u83b7\u5f97\u6700\u5927\u5956\u52b1\uff0c\u8fd9\u6d89\u53ca\u7b56\u7565\u5b66\u4e60\u3001\u5956\u52b1\u9884\u6d4b\u3001\u6a21\u578b\u4f18\u5316\u7b49\u591a\u4e2a\u65b9\u9762\uff0c\u5176\u7b97\u6cd5\u548c\u5e94\u7528\u573a\u666f\u6781\u4e3a\u5e7f\u6cdb\uff0c\u4ece\u7b80\u5355\u7684\u6e38\u620f\u5230\u590d\u6742\u7684\u673a\u5668\u4eba\u63a7\u5236\uff0c\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u90fd\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n<\/p>\n\u4e00\u3001\u76d1\u7763\u5b66\u4e60\u6a21\u578b<\/h3>\n<\/p>\n
\u76d1\u7763\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u4e2d\u6700\u5e38\u89c1\u7684\u8303\u5f0f\u4e4b\u4e00\uff0c\u5176\u5b66\u4e60\u8fc7\u7a0b\u662f\u901a\u8fc7\u8f93\u5165-\u8f93\u51fa\u5bf9\u6765\u8bad\u7ec3\u7b97\u6cd5\uff0c\u4ece\u800c\u8ba9\u6a21\u578b\u80fd\u591f\u5bf9\u672a\u77e5\u6570\u636e\u505a\u51fa\u9884\u6d4b\u6216\u51b3\u7b56\u3002\u5728\u76d1\u7763\u5b66\u4e60\u4e2d\uff0c\u5b58\u5728\u4e24\u5927\u7c7b\u6700\u4e3b\u8981\u7684\u6a21\u578b\uff1a\u56de\u5f52\u6a21\u578b\u548c\u5206\u7c7b\u6a21\u578b\u3002<\/p>\n<\/p>\n
\u56de\u5f52\u6a21\u578b<\/h4>\n<\/p>\n
\u56de\u5f52\u5206\u6790\u662f\u7528\u4e8e\u9884\u6d4b\u6570\u503c\u578b\u6570\u636e\u7684\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u3002\u7ebf\u6027\u56de\u5f52\u662f\u5176\u4e2d\u6700\u57fa\u672c\u7684\u4e00\u79cd\uff0c\u5b83\u5047\u8bbe\u7279\u5f81\u548c\u76ee\u6807\u503c\u4e4b\u95f4\u5b58\u5728\u7ebf\u6027\u5173\u7cfb\uff0c\u901a\u8fc7\u6700\u5c0f\u5316\u8bef\u5dee\u7684\u5e73\u65b9\u548c\u6765\u5bfb\u627e\u6700\u4f73\u62df\u5408\u7ebf\u3002\u9664\u4e86\u7ebf\u6027\u56de\u5f52\u5916\uff0c\u8fd8\u6709\u591a\u9879\u5f0f\u56de\u5f52\u3001\u5cad\u56de\u5f52\u3001Lasso\u56de\u5f52\u7b49\u591a\u79cd\u56de\u5f52\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5728\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u65f6\u6709\u5176\u7279\u5b9a\u7684\u9002\u7528\u573a\u666f\u3002<\/p>\n<\/p>\n
\u5206\u7c7b\u6a21\u578b<\/h4>\n<\/p>\n
\u5206\u7c7b\u662f\u53e6\u4e00\u79cd\u5e38\u89c1\u7684\u76d1\u7763\u5b66\u4e60\u4efb\u52a1\uff0c\u5b83\u7684\u76ee\u6807\u662f\u9884\u6d4b\u76ee\u6807\u53d8\u91cf\u7684\u7c7b\u522b\u6807\u7b7e\u3002\u51b3\u7b56\u6811\u662f\u7b80\u5355\u6613\u61c2\u7684\u5206\u7c7b\u7b97\u6cd5\uff0c\u901a\u8fc7\u9012\u5f52\u5730\u521b\u5efa\u5206\u652f\u6765\u5f62\u6210\u6811\u72b6\u7ed3\u6784\uff0c\u7528\u4e8e\u5206\u7c7b\u51b3\u7b56\u3002\u968f\u673a\u68ee\u6797\u548c\u68af\u5ea6\u63d0\u5347\u6811\u662f\u57fa\u4e8e\u51b3\u7b56\u6811\u7684\u96c6\u6210\u5b66\u4e60\u65b9\u6cd5\uff0c\u901a\u8fc7\u6784\u5efa\u591a\u4e2a\u51b3\u7b56\u6811\u7684\u96c6\u5408\u6765\u6539\u8fdb\u5355\u4e00\u51b3\u7b56\u6811\u7684\u6027\u80fd\u3002\u652f\u6301\u5411\u91cf\u673a(SVM)\u3001K\u6700\u8fd1\u90bb(KNN)\u548c\u903b\u8f91\u56de\u5f52\u4e5f\u662f\u5e7f\u6cdb\u4f7f\u7528\u7684\u5206\u7c7b\u6a21\u578b\uff0c\u5404\u81ea\u6709\u7740\u4e0d\u540c\u7684\u7279\u70b9\u548c\u4f18\u52bf\u3002<\/p>\n<\/p>\n
\u4e8c\u3001\u65e0\u76d1\u7763\u5b66\u4e60\u6a21\u578b<\/h3>\n<\/p>\n
\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u4efb\u52a1\u662f\u5728\u6ca1\u6709\u4efb\u4f55\u6807\u7b7e\u7684\u60c5\u51b5\u4e0b\uff0c\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u7ed3\u6784\u3002\u805a\u7c7b\u548c\u964d\u7ef4\u662f\u65e0\u76d1\u7763\u5b66\u4e60\u4e2d\u7684\u4e24\u4e2a\u4e3b\u8981\u4efb\u52a1\u3002<\/p>\n<\/p>\n
\u805a\u7c7b\u6a21\u578b<\/h4>\n<\/p>\n
\u805a\u7c7b\u65e8\u5728\u5c06\u6570\u636e\u96c6\u4e2d\u7684\u6837\u672c\u5206\u7ec4\uff0c\u7ec4\u5185\u6837\u672c\u76f8\u4f3c\u5ea6\u9ad8\uff0c\u7ec4\u95f4\u6837\u672c\u76f8\u4f3c\u5ea6\u4f4e\u3002K-\u5747\u503c\u805a\u7c7b\u662f\u6700\u8457\u540d\u7684\u805a\u7c7b\u7b97\u6cd5\u4e4b\u4e00\uff0c\u901a\u8fc7\u8fed\u4ee3\u8c03\u6574\u805a\u7c7b\u4e2d\u5fc3\uff0c\u76f4\u5230\u6ee1\u8db3\u6536\u655b\u6761\u4ef6\u3002\u6b64\u5916\uff0c\u5c42\u6b21\u805a\u7c7b\u3001DBSCAN\u3001\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u7b49\u4e5f\u662f\u7ecf\u5e38\u88ab\u4f7f\u7528\u7684\u805a\u7c7b\u65b9\u6cd5\u3002<\/p>\n<\/p>\n
\u964d\u7ef4\u6a21\u578b<\/h4>\n<\/p>\n
\u964d\u7ef4\u662f\u6307\u5728\u4fdd\u7559\u6570\u636e\u5927\u90e8\u5206\u91cd\u8981\u4fe1\u606f\u7684\u524d\u63d0\u4e0b\uff0c\u51cf\u5c11\u6570\u636e\u7684\u7ef4\u5ea6\u6570\u76ee\u3002\u4e3b\u6210\u5206\u5206\u6790(PCA)\u662f\u6700\u5e38\u7528\u7684\u964d\u7ef4\u6280\u672f\uff0c\u5b83\u901a\u8fc7\u7ebf\u6027\u53d8\u6362\u5c06\u6570\u636e\u6295\u5f71\u5230\u4f4e\u7ef4\u7a7a\u95f4\u4e2d\u3002\u9664PCA\u5916\uff0c\u7ebf\u6027\u5224\u522b\u5206\u6790(LDA)\u3001t-\u5206\u5e03\u968f\u673a\u90bb\u57df\u5d4c\u5165(t-SNE)\u548c\u81ea\u52a8\u7f16\u7801\u5668\u7b49\u4e5f\u5e7f\u6cdb\u7528\u4e8e\u964d\u7ef4\u4efb\u52a1\u3002<\/p>\n<\/p>\n
\u4e09\u3001\u534a\u76d1\u7763\u5b66\u4e60\u6a21\u578b<\/h3>\n<\/p>\n
\u534a\u76d1\u7763\u5b66\u4e60\u662f\u6307\u540c\u65f6\u4f7f\u7528\u6807\u7b7e\u6570\u636e\u548c\u5927\u91cf\u672a\u6807\u7b7e\u6570\u636e\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u7684\u5b66\u4e60\u65b9\u6cd5\u3002\u8fd9\u7c7b\u65b9\u6cd5\u5728\u6807\u7b7e\u6570\u636e\u7a00\u7f3a\u6216\u6807\u8bb0\u6210\u672c\u9ad8\u6602\u65f6\u7279\u522b\u6709\u7528\u3002<\/p>\n<\/p>\n
\u81ea\u8bad\u7ec3\u6a21\u578b<\/h4>\n<\/p>\n
\u81ea\u8bad\u7ec3\u6a21\u578b\u9996\u5148\u4f7f\u7528\u5c11\u91cf\u6807\u7b7e\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u57fa\u672c\u6a21\u578b\uff0c\u7136\u540e\u8be5\u6a21\u578b\u9884\u6d4b\u672a\u6807\u7b7e\u6570\u636e\u7684\u6807\u7b7e\uff0c\u9009\u62e9\u81ea\u4fe1\u5ea6\u9ad8\u7684\u9884\u6d4b\u7ed3\u679c\u5c06\u5176\u52a0\u5165\u8bad\u7ec3\u96c6\uff0c\u8fed\u4ee3\u6b64\u8fc7\u7a0b\u4ee5\u4e0d\u65ad\u4f18\u5316\u6a21\u578b\u3002\u8fd9\u79cd\u65b9\u6cd5\u7b80\u5355\u800c\u6709\u6548\uff0c\u662f\u534a\u76d1\u7763\u5b66\u4e60\u4e2d\u7ecf\u5e38\u4f7f\u7528\u7684\u6280\u672f\u4e4b\u4e00\u3002<\/p>\n<\/p>\n
\u56fe\u6a21\u578b<\/h4>\n<\/p>\n
\u56fe\u6a21\u578b\u662f\u53e6\u4e00\u79cd\u5e38\u89c1\u7684\u534a\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\uff0c\u5c06\u6570\u636e\u9879\u8868\u793a\u4e3a\u56fe\u7ed3\u70b9\uff0c\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u8868\u793a\u4e3a\u8fb9\u3002\u901a\u8fc7\u56fe\u7684\u7ed3\u6784\u53ef\u4ee5\u6709\u6548\u5730\u4f20\u64ad\u6807\u7b7e\u4fe1\u606f\uff0c\u4f7f\u5f97\u672a\u6807\u7b7e\u6570\u636e\u4e5f\u80fd\u88ab\u5408\u7406\u5730\u9884\u6d4b\u3002\u56fe\u5377\u79ef\u7f51\u7edc\uff08GCN\uff09\u662f\u8fd1\u5e74\u6765\u7279\u522b\u53d7\u5173\u6ce8\u7684\u56fe\u6a21\u578b\u4e4b\u4e00\uff0c\u80fd\u591f\u6709\u6548\u5730\u5728\u56fe\u7ed3\u6784\u6570\u636e\u4e0a\u8fdb\u884c\u5b66\u4e60\u3002<\/p>\n<\/p>\n
\u56db\u3001\u5f3a\u5316\u5b66\u4e60\u6a21\u578b<\/h3>\n<\/p>\n
\u5f3a\u5316\u5b66\u4e60\u4e0e\u76d1\u7763\u5b66\u4e60\u548c\u65e0\u76d1\u7763\u5b66\u4e60\u622a\u7136\u4e0d\u540c\uff0c\u5b83\u901a\u8fc7\u8ba9\u6a21\u578b\u4e0e\u73af\u5883\u8fdb\u884c\u4ea4\u4e92\uff0c\u6839\u636e\u884c\u4e3a\u83b7\u5f97\u7684\u5956\u52b1\u6765\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u3002<\/p>\n<\/p>\n
\u57fa\u4e8e\u503c\u7684\u65b9\u6cd5<\/h4>\n<\/p>\n
\u4ef7\u503c\u51fd\u6570\u5b9a\u4e49\u4e86\u5728\u67d0\u72b6\u6001\u4e0b\u91c7\u53d6\u67d0\u884c\u4e3a\u83b7\u5f97\u7684\u9884\u671f\u5956\u52b1\u3002Q\u5b66\u4e60\u548c\u6df1\u5ea6Q\u7f51\u7edc\uff08DQN\uff09\u662f\u6700\u8457\u540d\u7684\u57fa\u4e8e\u503c\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u901a\u8fc7\u4e0d\u65ad\u66f4\u65b0\u4ef7\u503c\u51fd\u6570\u6765\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u3002<\/p>\n<\/p>\n
\u57fa\u4e8e\u7b56\u7565\u7684\u65b9\u6cd5<\/h4>\n<\/p>\n
\u8fd9\u7c7b\u65b9\u6cd5\u76f4\u63a5\u5728\u7b56\u7565\u7a7a\u95f4\u4e2d\u641c\u7d22\u6700\u4f18\u7b56\u7565\u3002\u7b56\u7565\u68af\u5ea6\u65b9\u6cd5\u662f\u5176\u4e2d\u7684\u5178\u578b\u4f8b\u5b50\uff0c\u901a\u8fc7\u4f18\u5316\u671f\u671b\u5956\u52b1\u6765\u76f4\u63a5\u5b66\u4e60\u7b56\u7565\u53c2\u6570\u3002\u76f8\u6bd4\u4e8e\u57fa\u4e8e\u503c\u7684\u65b9\u6cd5\uff0c\u57fa\u4e8e\u7b56\u7565\u7684\u65b9\u6cd5\u66f4\u76f4\u63a5\uff0c\u5e38\u7528\u4e8e\u5904\u7406\u9ad8\u7ef4\u6216\u8fde\u7eed\u52a8\u4f5c\u7a7a\u95f4\u7684\u95ee\u9898\u3002<\/p>\n<\/p>\n
\u673a\u5668\u5b66\u4e60\u7684\u6a21\u578b\u8303\u56f4\u5e7f\u6cdb\uff0c\u6bcf\u79cd\u6a21\u578b\u90fd\u6709\u5176\u7279\u5b9a\u7684\u5e94\u7528\u573a\u666f\u548c\u4f18\u52bf\u3002\u7406\u89e3\u8fd9\u4e9b\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\u548c\u4f7f\u7528\u65b9\u6cd5\uff0c\u5bf9\u4e8e\u89e3\u51b3\u7279\u5b9a\u7684\u673a\u5668\u5b66\u4e60\u95ee\u9898\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/p>\n
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