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Law\uff09<\/strong>\u4e2d\u7684\u597d\u5546\u54c1\u4ecb\u7ecd\u7ed9\u53ef\u80fd\u4f1a\u5bf9\u4ed6\u4eec\u611f\u5174\u8da3\u7684\u7528\u6237\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u628a\u4e3b\u89c2\u4e0a\u7684\u5224\u65ad\u611f\u53d7\u8f6c\u6362\u6210\u5ba2\u89c2\u7684\u8bc4\u4ef7\u6307\u6807\u3002<\/p>\n\n\n\n<ul><li><strong>\u7528\u6237\u6ee1\u610f\u5ea6<\/strong>\u3002\u6211\u4eec\u53ef\u4ee5\u7528\u70b9\u51fb\u7387\u3001\u7528\u6237\u505c\u7559\u65f6\u95f4\u548c\u8f6c\u6362\u7387\u7b49\u6307\u6807\u5ea6\u91cf\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/li><li><strong>\u9884\u6d4b\u51c6\u786e\u5ea6<\/strong>\u3002\u8fd9\u662f\u5ea6\u91cf\u4e00\u4e2a\u63a8\u8350\u7cfb\u7edf\u9884\u6d4b\u7528\u6237\u884c\u4e3a\u7684\u80fd\u529b\u3002<\/li><li><strong>\u8986\u76d6\u7387<\/strong>\u3002\u8fd9\u6307\u7684\u662f\u63a8\u8350\u7cfb\u7edf\u5bf9\u7269\u54c1\u957f\u5c3e\u7684\u53d1\u6398\u80fd\u529b\u3002\u7b80\u5355\u6765\u8bf4\u5c31\u662f\u63a8\u8350\u7cfb\u7edf\u80fd\u591f\u63a8\u8350\u51fa\u6765\u7684\u7269\u54c1\u5360\u603b\u7269\u54c1\u96c6\u5408\u7684\u6bd4\u4f8b\u3002<\/li><li><strong>\u591a\u6837\u6027<\/strong>\u3002\u4e5f\u4e0d\u80fd\u8001\u662f\u53ea\u63a8\u8350\u6211\u6700\u559c\u6b22\u7684\u4e1c\u897f\u7ed9\u6211\u3002\u5047\u8bbe\u621180%\u7684\u65f6\u95f4\u90fd\u5728\u770b\u559c\u5267\u7247\uff0c20%\u7684\u65f6\u95f4\u5728\u770b\u52a8\u753b\u7247\u3002\u90a3\u63a8\u8350\u7ed9\u6211\u768410\u90e8\u5f71\u7247\u4e2d\u6700\u597d8\u90e8\u559c\u5267\uff0c2\u90e8\u52a8\u753b\u3002<\/li><li><strong>\u65b0\u9896\u6027<\/strong>\u3002\u8fd9\u6307\u7684\u662f\u7ed9\u7528\u6237\u63a8\u8350\u90a3\u4e9b\u4ed6\u4eec\u4ee5\u524d\u6ca1\u6709\u542c\u8bf4\u8fc7\u7684\u7269\u54c1\u3002<\/li><li><strong>\u4fe1\u4efb\u5ea6<\/strong>\u3002\u4ee5\u8ba9\u7528\u6237\u4fe1\u4efb\u7684\u65b9\u5f0f\u63a8\u8350\u7ed9\u7528\u6237\u66f4\u80fd\u8ba9\u7528\u6237\u4ea7\u751f\u8d2d\u4e70\u6b32\u3002\u6bd4\u5982\u62fc\u591a\u591a\u7684\u597d\u53cb\u5e2e\u5fd9\u780d\u4e00\u5200\u3002\u5982\u679c\u63a8\u8350\u5546\u54c1\u662f\u597d\u53cb\u8ba9\u81ea\u5df1\u5e2e\u5fd9\u780d\u8fc7\u7684\uff0c\u8bf4\u660e\u597d\u53cb\u4e70\u8fc7\uff0c\u7528\u6237\u5c31\u4f1a\u5bf9\u63a8\u8350\u7ed3\u679c\u66f4\u52a0\u4fe1\u4efb\u3002<\/li><li><strong>\u5b9e\u65f6\u6027<\/strong>\u3002\u63a8\u8350\u7cfb\u7edf\u9700\u8981\u5b9e\u65f6\u5730\u66f4\u65b0\u63a8\u8350\u5217\u8868\uff0c\u5e76\u4e14\u80fd\u591f\u5c06\u65b0\u52a0\u5165\u7684\u7269\u54c1\u63a8\u8350\u7ed9\u7528\u6237\u3002<\/li><li><strong>\u5065\u58ee\u6027<\/strong>\u3002\u8fd9\u6307\u7684\u662f\u63a8\u8350\u7cfb\u7edf\u6297\u51fb\u4f5c\u5f0a\u7684\u80fd\u529b\u3002<\/li><li><strong>\u5546\u4e1a\u76ee\u6807<\/strong>\u3002\u63a8\u8350\u7cfb\u7edf\u66f4\u52a0\u6ce8\u91cd\u7f51\u7ad9\u7684\u5546\u4e1a\u76ee\u6807\u662f\u5426\u8fbe\u6210\u3002<\/li><\/ul>\n\n\n\n<h2>\u4e09\u3001\u63a8\u8350\u7cfb\u7edf\u600e\u4e48\u77e5\u9053\u6211\u559c\u6b22\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<h3>\u57fa\u4e8e\u7528\u6237\u884c\u4e3a\u5206\u6790\u7684\u63a8\u8350\u7b97\u6cd5<\/h3>\n\n\n\n<p>\u7b11\u6b7b\u3002\u6211\u81ea\u5df1\u90fd\u4e0d\u77e5\u9053\u81ea\u5df1\u4f1a\u559c\u6b22\u4ec0\u4e48\u3002\u800c\u4e14\u5c31\u7b97\u77e5\u9053\u4f1a\u559c\u6b22\u4ec0\u4e48\uff0c\u5e94\u8be5\u4e5f\u5f88\u96be\u7528\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u51fa\u6765\u3002\u66f4\u4f55\u51b5\u4eba\u7684\u5174\u8da3\u662f\u4f1a\u968f\u7740\u65f6\u95f4\u53d8\u5316\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u5f88\u96be\u5c06\u6211\u4eec\u7684\u5174\u8da3\u975e\u5e38\u7cbe\u51c6\u5730\u8868\u8fbe\u7ed9\u7cfb\u7edf\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u9700\u8981\u901a\u8fc7\u7b97\u6cd5\u81ea\u52a8\u53d1\u6398<strong>\u7528\u6237\u884c\u4e3a\u6570\u636e<\/strong>\uff0c\u4ece\u7528\u6237\u7684\u884c\u4e3a\u4e2d\u63a8\u6d4b\u51fa\u7528\u6237\u7684\u5174\u8da3\uff0c\u4ece\u800c\u7ed9\u7528\u6237\u63a8\u8350\u6ee1\u8db3\u4ed6\u4eec\u5174\u8da3\u7684\u7269\u54c1\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u7528\u6237\u884c\u4e3a\u7684\u5e94\u7528\u6700\u5177\u4ee3\u8868\u6027\u7684\u5c31\u662f<strong>\u6392\u884c\u699c<\/strong>\u548c<strong>\u8d2d\u7269\u8f66 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Law\u7684\u5206\u5e03\uff0c\u5728\u4e92\u8054\u7f51\u9886\u57df\u4e5f\u53eb<strong>\u957f\u5c3e\u5206\u5e03<\/strong>\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u70ed\u95e8\u7684\u4e1c\u897f\u56e0\u4e3a\u70ed\u95e8\u6240\u4ee5\u4f1a\u88ab\u66f4\u591a\u7684\u4eba\u5173\u6ce8\uff0c\u6240\u4ee5\u5b83\u5c31\u66f4\u70ed\u95e8\u4e86\u3002\u800c\u4e14\u4e00\u822c\u6765\u8bf4\uff0c\u65b0\u7528\u6237\u503e\u5411\u4e8e\u6d4f\u89c8\u70ed\u95e8\u7684\u7269\u54c1\u3002\u56e0\u4e3a\u4ed6\u4eec\u5bf9\u7f51\u7ad9\u8fd8\u4e0d\u719f\u6089\uff1b\u800c\u8001\u7528\u6237\u4f1a\u9010\u6e10\u5f00\u59cb\u6d4f\u89c8\u51b7\u95e8\u7684\u7269\u54c1\u3002<\/p>\n\n\n\n<p><strong>\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5<\/strong>\uff0c\u5373\u57fa\u4e8e\u7528\u6237\u884c\u4e3a\u5206\u6790\u7684\u63a8\u8350\u7b97\u6cd5\uff0c\u6709\u8bb8\u591a\u5b9e\u73b0\u65b9\u6cd5\u3002\u4f8b\u5982\u57fa\u4e8e\u90bb\u57df\u7684\u65b9\u6cd5\uff08neighborhood-based\uff09\u3001\u9690\u8bed\u4e49\u6a21\u578b\uff08Latent Factor Model\uff0cLFM\uff09\u3001\u57fa\u4e8e\u56fe\u7684\u968f\u673a\u6e38\u8d70\u7b97\u6cd5\u7b49\u3002\u5176\u4e2d\uff0c\u57fa\u4e8e\u9886\u57df\u7684\u65b9\u6cd5\u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u4e3a\u6839\u636e\u5468\u56f4\u6570\u636e\u7684\u63a8\u8350\u7b97\u6cd5\uff0c\u4e3b\u8981\u5305\u542b<\/p>\n\n\n\n<ul><li><strong>\u57fa\u4e8e\u7528\u6237\u7684\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5\uff08User Collaboration Filter\uff0cUserCF\uff09<\/strong>\u3002\u7ed9\u7528\u6237\u63a8\u8350\u548c\u4ed6\u5174\u8da3\u76f8\u4f3c\u7684\u5176\u4ed6\u7528\u6237\u559c\u6b22\u7684\u7269\u54c1\u3002<\/li><li><strong>\u57fa\u4e8e\u7269\u54c1\u7684\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5\uff08Item Collaboration Filter\uff0cItemCF\uff09<\/strong>\u3002\u7ed9\u7528\u6237\u63a8\u8350\u548c\u4ed6\u4e4b\u524d\u559c\u6b22\u7684\u7269\u54c1\u76f8\u4f3c\u7684\u7269\u54c1\u3002<\/li><\/ul>\n\n\n\n<p>\u8457\u540d\u7684\u6587\u7ae0\u5206\u4eab\u7f51\u7ad9Digg\u4f7f\u7528<strong>UserCF<\/strong>\uff0c\u56e0\u4e3aUserCF\u7684\u63a8\u8350\u7ed3\u679c\u7740\u91cd\u4e8e\u53cd\u5e94\u548c\u7528\u6237\u5174\u8da3\u76f8\u4f3c\u7684\u5c0f\u7fa4\u4f53\u7684\u70ed\u70b9\uff1b\u800c\u4e9a\u9a6c\u900a\u7f51\u4f7f\u7528<strong>ItemCF\uff0c<\/strong>\u56e0\u4e3aItemCF\u7684\u63a8\u8350\u7ed3\u679c\u7740\u91cd\u4e8e\u7ef4\u62a4\u7528\u6237\u7684\u5386\u53f2\u5174\u8da3\u3002\u7b80\u5355\u6765\u8bf4\uff0cUserCF\u66f4<strong>\u793e\u4f1a\u5316<\/strong>\uff0c\u53cd\u6620\u5c0f\u578b\u5174\u8da3\u7fa4\u4f53\u4e2d\u7269\u54c1\u7684\u70ed\u95e8\u7a0b\u5ea6\uff1b\u800cItemCF\u66f4<strong>\u4e2a\u6027\u5316<\/strong>\uff0c\u53cd\u6620\u7528\u6237\u81ea\u5df1\u7684\u5174\u8da3\u4f20\u627f\u3002<\/p>\n\n\n\n<h3>\u9690\u8bed\u4e49\u6a21\u578b<\/h3>\n\n\n\n<p>\u5728\u5b9e\u9645\u63a8\u8350\u7684\u8fc7\u7a0b\u4e2d\uff0cUserCF\u5f88\u597d\u5b9e\u73b0\uff0c\u63a8\u8350\u7cfb\u7edf\u53ea\u9700\u8981\u628a\u8d2d\u4e70\u8fc7\u8be5\u7528\u6237\u76f8\u540c\u7269\u54c1\u7684\u5176\u4ed6\u7269\u54c1\u63a8\u8350\u7ed9\u7528\u6237\u5373\u53ef\uff0c\u4f46\u662f\u5728ItemCF\u4e2d\uff0c\u63a8\u8350\u7cfb\u7edf\u9700\u8981\u63a8\u8350\u8be5\u7528\u6237\u8d2d\u4e70\u8fc7\u7684\u5546\u54c1\u7684\u540c\u7c7b\u5546\u54c1\u3002\u5206\u7c7b\uff0c\u53c8\u662f\u4e00\u4e2a\u96be\u70b9\u3002\u6211\u4eec\u53ef\u4ee5\u628a\u81ea\u7136\u8bed\u8a00\u3001\u673a\u5668\u5b66\u4e60\u548c\u6a21\u5f0f\u8bc6\u522b\u90fd\u5206\u5230\u4e00\u7c7b\u5417\uff1f\u4e0d\u80fd\uff0c\u56e0\u4e3a\u4ed6\u4eec\u867d\u7136\u6709\u5173\u8054\uff0c\u4f46\u4e0d\u540c\u3002\u90a3\u4e48\u6211\u4eec\u53c8\u8be5\u5982\u4f55\u5c06\u548c\u5b83\u4eec\u76f8\u5173\u7684\u5546\u54c1\u5206\u7c7b\u5462\uff1f<\/p>\n\n\n\n<p><strong>\u9690\u542b\u8bed\u4e49\u5206\u6790\u6280\u672f\uff08Latent Variable Analysis\uff09<\/strong>\u51fa\u73b0\u4e86\uff0c\u8fd9\u79cd\u5206\u6790\u6280\u672f\u4f1a\u4e3a\u4f60\u751f\u6210<strong>\u9690\u8bed\u4e49\u6a21\u578b\uff08Latent Factor Model\uff0cLFM\uff09<\/strong>\u3002\u9690\u542b\u8bed\u4e49\u7684\u610f\u601d\u662f\u4f60\u5728\u6d4f\u89c8\u7f51\u7ad9\u65f6\u505a\u4e86\u4ec0\u4e48\u4e8b\u60c5\u90fd\u4f1a\u88ab\u8bb0\u5f55\u4e0b\u6765\uff0c\u5176\u4e2d\u5305\u62ec\u90a3\u4e9b\u4f60\u6ca1\u6709\u660e\u786e\u8868\u660e\u51fa\u81ea\u5df1\u559c\u597d\u7684\u52a8\u4f5c\uff0c\u4f8b\u5982\u70b9\u51fb\u3001\u6d4f\u89c8\u65f6\u957f\u3002\u5b83\u57fa\u4e8e\u7528\u6237\u884c\u4e3a\u7edf\u8ba1\u7684\u81ea\u52a8\u805a\u7c7b\uff0c\u4f7f\u5f97\u5206\u7c7b\u6548\u679c\u8fdc\u8fdc\u9ad8\u4e8e\u8ba9\u5546\u54c1\u7f16\u8f91\u4eba\u6765\u5bf9\u5546\u54c1\u8fdb\u884c\u5206\u7c7b\u3002\u800c\u9690\u542b\u8bed\u4e49\u5206\u6790\u6280\u672f\u6709\u5f88\u591a\u8457\u540d\u7684\u6a21\u578b\u548c\u65b9\u6cd5\uff0c\u5176\u4e2d\u5305\u62ecpLSA\u3001LDA\u3001\u9690\u542b\u7c7b\u522b\u6a21\u578b\uff08Latent Class Model\uff09\u3001\u9690\u542b\u4e3b\u9898\u6a21\u578b\uff08Latent Topic Model\uff09\u548c\u77e9\u9635\u5206\u89e3\uff08Matrix Factorization\uff09\u3002\u8fd9\u4e9b\u6280\u672f\u548c\u65b9\u6cd5\u5728\u672c\u8d28\u4e0a\u662f\u76f8\u540c\u7684\uff0c\u4f60\u53ef\u4ee5\u7b80\u5355\u7684\u7406\u89e3\u4e3a\u964d\u7ef4\u3002<\/p>\n\n\n\n<p>\u9690\u542b\u8bed\u4e49\u5206\u6790\u6280\u672f\u662f\u57fa\u4e8e\u9690\u6027\u53cd\u9988\u6570\u636e\u96c6\u7684\uff0c\u8fd9\u79cd\u6570\u636e\u96c6\u7684\u7279\u70b9\u662f\u53ea\u6709<strong>\u6b63\u6837\u672c<\/strong>\uff08\u7528\u6237\u559c\u6b22\u4ec0\u4e48\uff09\uff0c\u800c\u6ca1\u6709<strong>\u8d1f\u6837\u672c<\/strong>\uff08\u7528\u6237\u4e0d\u559c\u6b22\u4ec0\u4e48\uff09\u3002\u8fd9\u4e5f\u662f\u4e00\u4e2a\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002\u7cfb\u7edf\u5bf9\u6bcf\u4e2a\u7528\u6237\u91c7\u96c6\u8d1f\u6837\u672c\u65f6\uff0c\u8981\u91c7\u53d6\u90a3\u4e9b\u5f88\u70ed\u95e8\uff0c\u800c\u7528\u6237\u5374\u6ca1\u6709\u884c\u4e3a\u7684\u7269\u54c1\u3002\u540c\u65f6\uff0c\u8981\u4fdd\u8bc1\u6b63\u8d1f\u884c\u4e3a\u6837\u672c\u7684\u6570\u91cf\u5e73\u8861\u3002<\/p>\n\n\n\n<p><strong>\u9690\u8bed\u4e49\u6a21\u578bLFM<\/strong>\u548c<strong>\u57fa\u4e8e\u90bb\u57df\u7684\u65b9\u6cd5<\/strong>\u54ea\u4e2a\u66f4\u597d\u5462\uff1f\u7b54\u6848\u662f\u4ed6\u4eec\u5404\u6709\u4f18\u52bf\u3002<\/p>\n\n\n\n<ul><li>LFM\u662f\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u6709\u66f4\u597d\u7684\u7406\u8bba\u57fa\u7840\uff1b\u800c\u57fa\u4e8e\u90bb\u57df\u7684\u65b9\u6cd5\u662f\u57fa\u4e8e\u7edf\u8ba1\u65b9\u6cd5\uff0c\u6ca1\u6709\u5b66\u4e60\u8fc7\u7a0b\u3002<\/li><li>\u57fa\u4e8e\u90bb\u57df\u7684\u65b9\u6cd5\u9700\u8981\u7ef4\u62a4\u4e00\u5f20\u79bb\u7ebf\u7684\u76f8\u5173\u8868\uff0c\u9700\u8981\u5360\u636e\u5f88\u5927\u7684\u5185\u5b58\uff1b\u800cLFM\u5728\u5efa\u6a21\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5982\u679cFactor\u662f\u4e00\u4e2a\u9690\u7c7b\uff0c\u5c31\u53ef\u4ee5\u5f88\u597d\u5730\u8282\u7701\u79bb\u7ebf\u8ba1\u7b97\u7684\u5185\u5b58\u3002<\/li><li>LFM\u548c\u57fa\u4e8e\u90bb\u57df\u7684\u65b9\u6cd5\u7684\u7b97\u6cd5\u65f6\u95f4\u590d\u6742\u5ea6\u603b\u4f53\u4e0a\u6ca1\u6709\u672c\u8d28\u533a\u522b\u3002LFM\u7a0d\u9ad8\u4e9b\uff0c\u56e0\u4e3a\u8be5\u7b97\u6cd5\u9700\u8981\u591a\u6b21\u8fed\u4ee3\u3002<\/li><li>\u57fa\u4e8e\u90bb\u57df\u7684\u65b9\u6cd5\u9700\u8981\u5c06\u76f8\u5173\u8868\u7f13\u5b58\u5728\u5185\u5b58\u4e2d\uff0c\u4ece\u800c\u53ef\u4ee5\u5728\u7ebf\u8fdb\u884c\u5b9e\u65f6\u9884\u6d4b\uff1b\u800cLFM\u5728\u751f\u6210\u4e00\u4e2a\u7528\u6237\u63a8\u8350\u5217\u8868\u65f6\u901f\u5ea6\u592a\u6162\uff0c\u56e0\u6b64\u4e0d\u80fd\u5728\u7ebf\u5b9e\u65f6\u8ba1\u7b97\u548c\u63a8\u8350\u3002<\/li><li>\u57fa\u4e8e\u90bb\u57df\u7684\u65b9\u6cd5\u53ef\u4ee5\u5f88\u597d\u5730\u7ed9\u51fa\u63a8\u8350\u89e3\u91ca\uff0c\u5373\u4e3a\u4ec0\u4e48\u8981\u63a8\u8350\u4f60\u8fd9\u4e9b\u5546\u54c1\uff1b\u800cLFM\u65e0\u6cd5\u63d0\u4f9b\u8fd9\u6837\u7684\u89e3\u91ca\u3002<\/li><\/ul>\n\n\n\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u77e5\u9053\u4e86\u63a8\u8350\u7cfb\u7edf\u662f\u5982\u4f55\u63a8\u8350\u5546\u54c1\u7ed9\u7528\u6237\u7684\u3002\u90a3\u4e48\u6211\u4eec\u8be5\u5982\u4f55<strong>\u5b9e\u73b0<\/strong>\u8fd9\u4e9b\u7b97\u6cd5\u5462\uff1f<\/p>\n\n\n\n<p>\u7528\u6237\u884c\u4e3a\u5176\u5b9e\u5f88\u5bb9\u6613\u7528<strong>\u4e8c\u5206\u56fe<\/strong>\u8868\u793a\uff0c\u6240\u4ee5\u6211\u4eec\u5f80\u5f80\u4e5f\u628a\u57fa\u4e8e\u90bb\u57df\u7684\u6a21\u578b\u6210\u4e3a\u57fa\u4e8e\u56fe\u7684\u6a21\u578b\u3002\u4e00\u7c7b\u9876\u70b9\u4ee3\u8868\u7528\u6237\uff0c\u4e00\u7c7b\u9876\u70b9\u4ee3\u8868\u5546\u54c1\u3002\u7814\u7a76\u4eba\u5458\u8bbe\u8ba1\u4e86\u5f88\u591a\u8ba1\u7b97\u56fe\u4e2d\u9876\u70b9\u4e4b\u95f4\u76f8\u5173\u6027\u7684\u65b9\u6cd5\uff0c\u8fd9\u91cc\u6211\u63d0\u4e00\u4e2a\u5f88\u6709\u4ee3\u8868\u6027\u7684\u65b9\u6cd5\u2014\u2014\u4e00\u79cd\u57fa\u4e8e\u968f\u673a\u6e38\u8d70\u7684<strong>PersonalRank\u7b97\u6cd5<\/strong>\u3002<\/p>\n\n\n\n<p>\u5047\u8bbe\u8981\u7ed9\u7528\u6237\u8fdb\u884c\u4e2a\u6027\u5316\u63a8\u8350\uff0c\u53ef\u4ee5\u4ece\u7528\u6237\u5bf9\u5e94\u7684\u8282\u70b9\u5f00\u59cb\u5728\u4e8c\u5206\u56fe\u4e0a\u968f\u673a\u6e38\u8d70\u3002\u6e38\u8d70\u5230\u4e00\u4e2a\u8282\u70b9\u65f6\uff0c\u53ef\u4ee5\u9009\u62e9\u6309\u7167\u7279\u5b9a\u6982\u7387\u51b3\u5b9a\u7ee7\u7eed\u6e38\u8d70\uff0c\u8fd8\u662f\u505c\u6b62\u8fd9\u6b21\u6e38\u8d70\u5e76\u56de\u5230\u6700\u521d\u7528\u6237\u8282\u70b9\u5e76\u91cd\u65b0\u5f00\u59cb\u6e38\u8d70\u3002\u5982\u679c\u7ee7\u7eed\u6e38\u8d70\uff0c\u90a3\u4e48\u5c31\u4ece\u8be5\u8282\u70b9\u7684\u76f8\u90bb\u8282\u70b9\u6309\u7167\u5747\u5300\u5206\u5e03\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u8282\u70b9\u4f5c\u4e3a\u4e0b\u6b21\u6e38\u8d70\u7684\u8282\u70b9\u3002\u7ecf\u8fc7\u591a\u6b21\u6e38\u8d70\u540e\uff0c\u6bcf\u4e2a\u7269\u54c1\u8282\u70b9\u7684\u88ab\u8bbf\u95ee\u6982\u7387\u4f1a\u6536\u655b\u5230\u4e00\u4e2a\u6570\u5b57\u3002\u8fd9\u4e2a\u6570\u5b57\u5c31\u662f\u6700\u7ec8\u7684\u63a8\u8350\u5217\u8868\u4e2d\u7269\u54c1\u7684\u6743\u91cd\u3002<\/p>\n\n\n\n<h2>\u56db\u3001\u5728\u6ca1\u6709\u5927\u91cf\u7528\u6237\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u5982\u4f55\u8bbe\u8ba1\u63a8\u8350\u7cfb\u7edf\u5462\uff1f<\/h2>\n\n\n\n<p>\u5bf9\u4e8e\u5f88\u591a\u5728\u5f00\u59cb\u9636\u6bb5\u5c31\u5e0c\u671b\u6709\u4e2a\u6027\u5316\u63a8\u8350\u5e94\u7528\u7684\u7f51\u7ad9\u6765\u8bf4\uff0c\u5982\u4f55\u5728\u6ca1\u6709\u5927\u91cf\u7528\u6237\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u8bbe\u8ba1\u4e2a\u6027\u5316\u63a8\u8350\u7cfb\u7edf\u5e76\u4e14\u8ba9\u7528\u6237\u5bf9\u63a8\u8350\u7ed3\u679c\u6ee1\u610f\uff0c\u8fd9\u5c31\u662f<strong>\u51b7\u542f\u52a8<\/strong>\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u51b7\u542f\u52a8\u95ee\u9898\u4e3b\u8981\u5206\u4e3a\u4e09\u7c7b\u3002<\/p>\n\n\n\n<ul><li><strong>\u7528\u6237\u51b7\u542f\u52a8<\/strong>\u3002\u4e3b\u8981\u89e3\u51b3\u5982\u4f55\u7ed9\u65b0\u7528\u6237\u505a\u4e2a\u6027\u5316\u63a8\u8350\u3002<\/li><li><strong>\u7269\u54c1\u51b7\u542f\u52a8<\/strong>\u3002\u4e3b\u8981\u89e3\u51b3\u5982\u4f55\u5c06\u65b0\u7684\u7269\u54c1\u63a8\u8350\u7ed9\u53ef\u80fd\u5bf9\u5b83\u611f\u5174\u8da3\u7684\u7528\u6237\u3002<\/li><li><strong>\u7cfb\u7edf\u51b7\u542f\u52a8<\/strong>\u3002\u4e3b\u8981\u89e3\u51b3\u5728\u53d1\u5e03\u7f51\u7ad9\u7684\u521d\u671f\u5c31\u8ba9\u7528\u6237\u4f53\u9a8c\u5230\u4e2a\u6027\u5316\u63a8\u8350\u670d\u52a1\u3002<\/li><\/ul>\n\n\n\n<p>\u5bf9\u4e8e\u51b7\u542f\u52a8\u95ee\u9898\uff0c<strong>\u89e3\u51b3\u65b9\u6848<\/strong>\u4e5f\u6709\u5f88\u591a\u3002<\/p>\n\n\n\n<ul><li><strong>\u5229\u7528\u7528\u6237\u6ce8\u518c\u4fe1\u606f<\/strong>\u3002\u5305\u62ec\u4eba\u53e3\u7edf\u8ba1\u5b66\u4fe1\u606f\u3001\u7528\u6237\u81ea\u5df1\u63cf\u8ff0\u7684\u5174\u8da3\u3001\u4ece\u5176\u5b83\u7f51\u7ad9\u5bfc\u5165\u7684\u884c\u4e3a\u6570\u636e\u3002<\/li><li><strong>\u9009\u62e9\u5408\u9002\u7684\u7269\u54c1\u542f\u52a8\u7528\u6237\u7684\u5174\u8da3<\/strong>\u3002\u5728\u65b0\u7528\u6237\u7b2c\u4e00\u6b21\u8bbf\u95ee\u7f51\u7ad9\u65f6\uff0c\u5148\u7ed9\u7528\u6237\u63d0\u4f9b\u4e00\u4e9b\u7269\u54c1\uff0c\u8ba9\u7528\u6237\u53cd\u9988\u5bf9\u8fd9\u4e9b\u7269\u54c1\u7684\u5174\u8da3\uff0c\u7136\u540e\u6839\u636e\u53cd\u9988\u7ed3\u679c\u63d0\u4f9b\u4e2a\u6027\u5316\u63a8\u8350\u3002<\/li><li><strong>\u5229\u7528\u7269\u54c1\u7684\u5185\u5bb9\u4fe1\u606f<\/strong>\u3002\u4e3b\u8981\u89e3\u51b3\u65b0\u52a0\u5165\u7684\u7269\u54c1\u5982\u4f55\u63a8\u8350\u7ed9\u6f5c\u5728\u7684\u7528\u6237\u3002\u5bf9\u4e8eUserCF\uff0c\u53ef\u4ee5\u5c06\u7269\u54c1\u6295\u653e\u7ed9\u66fe\u7ecf\u559c\u6b22\u8fc7\u548c\u5b83\u5185\u5bb9\u76f8\u4f3c\u7684\u5176\u4ed6\u7528\u6237\uff1b\u5bf9\u4e8eItemCF\uff0c\u7269\u54c1\u51b7\u542f\u52a8\u7684\u95ee\u9898\u6bd4\u8f83\u4e25\u91cd\uff0c\u6211\u4eec\u53ea\u80fd\u9891\u7e41\u66f4\u65b0\u7269\u54c1\u76f8\u4f3c\u5ea6\u8868\uff08\u6bd4\u5982\u534a\u5c0f\u65f6\u8ba1\u7b97\u4e00\u6b21\uff09\u3002<\/li><li><strong>\u53d1\u6325\u4e13\u5bb6\u7684\u4f5c\u7528<\/strong>\u3002\u4f8b\u5982\u4e2a\u6027\u5316\u7535\u53f0\u5e94\u7528Pandora\u96c7\u4f63\u4e86\u4e00\u6279\u4e13\u5bb6\uff0c\u4f7f\u7528400\u591a\u4e2a\u7279\u5f81\u6807\u6ce8\u4e86\u6240\u6709\u7684\u6b4c\u66f2\uff0c\u4ece\u800c\u8ba1\u7b97\u97f3\u4e50\u95f4\u7684\u76f8\u4f3c\u5ea6\u3002<\/li><\/ul>\n\n\n\n<h2>\u4e94\u3001\u63a8\u8350\u7cfb\u7edf\u4e2d\u5f88\u65b9\u4fbf\u5e76\u4e14\u5e38\u89c1\u7684\u5de5\u5177\u2014\u2014\u6807\u7b7e<\/h2>\n\n\n\n<p>\u63a8\u8350\u7cfb\u7edf\u7684\u76ee\u7684\u662f\u8054\u7cfb\u7528\u6237\u548c\u7269\u54c1\uff0c\u800c\u4e3b\u6d41\u7684\u8054\u7cfb\u7528\u6237\u548c\u7269\u54c1\u7684\u65b9\u5f0f\u6709\u4e09\u79cd\u3002<\/p>\n\n\n\n<ul><li>\u5229\u7528\u7528\u6237\u559c\u6b22\u8fc7\u7684\u7269\u54c1\uff0c\u7ed9\u5b83\u63a8\u8350\u76f8\u4f3c\u7684\u7269\u54c1\u3002\uff08ItemCF\uff09<\/li><li>\u5229\u7528\u548c\u7528\u6237\u5174\u8da3\u76f8\u4f3c\u7684\u5176\u4ed6\u7528\u6237\uff0c\u63a8\u8350\u8fd9\u4e9b\u7528\u6237\u559c\u6b22\u7684\u7269\u54c1\u3002\uff08UserCF\uff09<\/li><li>\u901a\u8fc7\u4e00\u4e9b\u7269\u54c1<strong>\u7279\u5f81\uff08Feature\uff09<\/strong>\u8054\u7cfb\u7528\u6237\u548c\u7269\u54c1\uff0c\u4e5f\u5c31\u662f\u7ed9\u7528\u6237\u63a8\u8350\u90a3\u4e9b\u5177\u6709\u7528\u6237\u559c\u6b22\u7684\u7279\u5f81\u7684\u7269\u54c1\u3002\u8fd9\u91cc\u7684\u7279\u5f81\u53ef\u4ee5\u8868\u73b0\u4e3a\u7269\u54c1\u7684\u5c5e\u6027\u96c6\u5408\uff0c\u4e5f\u53ef\u4ee5\u8868\u73b0\u4e3a\u9690\u8bed\u4e49\u6a21\u578b\uff0c\u6216\u8005\u8868\u73b0\u4e3a\u201d\u6807\u7b7e\u201c\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u6807\u7b7e<\/strong>\u7684\u5b98\u65b9\u5b9a\u4e49\u662f\u4e00\u79cd\u65e0\u5c42\u6b21\u5316\u7ed3\u6784\u7684\u3001\u7528\u6765\u63cf\u8ff0\u4fe1\u606f\u7684\u5173\u952e\u8bcd\uff0c\u53ef\u4ee5\u7528\u6765\u63cf\u8ff0\u7269\u54c1\u7684\u8bed\u4e49\u3002\u6807\u7b7e\u5e94\u7528\u5206\u4e3a\u4e24\u79cd\uff1a\u4e00\u79cd\u662f\u8ba9\u4f5c\u8005\u6216\u8005\u4e13\u5bb6\u7ed9\u7269\u54c1\u6253\u6807\u7b7e\uff1b\u53e6\u4e00\u79cd\u662f\u548c\u8ba9\u666e\u901a\u7528\u6237\u7ed9\u7269\u54c1\u6253\u6807\u7b7e\uff0c\u4e5f\u5c31\u662f<strong>\u7528\u6237\u751f\u6210\u5185\u5bb9\uff08User Generated 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