{"id":695310,"date":"2024-07-20T06:45:14","date_gmt":"2024-07-19T22:45:14","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/695310.html"},"modified":"2024-07-20T06:45:16","modified_gmt":"2024-07-19T22:45:16","slug":"%e4%bb%80%e4%b9%88%e6%98%af%e5%8d%8f%e4%bd%9c%e5%88%86%e7%b1%bb","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/695310.html","title":{"rendered":"\u4ec0\u4e48\u662f\u534f\u4f5c\u5206\u7c7b"},"content":{"rendered":"

\"\u4ec0\u4e48\u662f\u534f\u4f5c\u5206\u7c7b\"<\/p>\n

\u534f\u4f5c\u5206\u7c7b<\/strong>\uff0c\u4e5f\u88ab\u79f0\u4e3a\u534f\u540c\u8fc7\u6ee4<\/strong>\uff0c\u662f\u4e00\u79cd\u63a8\u8350\u7cfb\u7edf\u7684\u6838\u5fc3\u6280\u672f\u3002\u5b83\u662f\u57fa\u4e8e\u5927\u91cf\u7528\u6237\u7684\u884c\u4e3a\u6570\u636e\uff0c\u901a\u8fc7\u6316\u6398\u7528\u6237\u7684\u884c\u4e3a\u6a21\u5f0f\u548c\u504f\u597d\uff0c\u9884\u6d4b\u7528\u6237\u672a\u6765\u7684\u884c\u4e3a\u548c\u559c\u597d\uff0c\u4ece\u800c\u8fdb\u884c\u4e2a\u6027\u5316\u63a8\u8350\u3002\u5927\u4f53\u4e0a\uff0c\u534f\u4f5c\u5206\u7c7b\u53ef\u4ee5\u5206\u4e3a\u4e24\u5927\u7c7b\uff1a\u57fa\u4e8e\u7528\u6237\u7684\u534f\u4f5c\u5206\u7c7b<\/strong>\u548c\u57fa\u4e8e\u9879\u76ee\u7684\u534f\u4f5c\u5206\u7c7b<\/strong>\u3002<\/p>\n<\/p>\n

\u57fa\u4e8e\u7528\u6237\u7684\u534f\u4f5c\u5206\u7c7b\uff08User-based Collaborative Filtering\uff09\u7684\u6838\u5fc3\u601d\u60f3\u662f\u201c\u4eba\u4ee5\u7fa4\u5206\u201d\u3002\u8be5\u65b9\u6cd5\u9996\u5148\u6839\u636e\u7528\u6237\u7684\u884c\u4e3a\u6570\u636e\uff0c\u8ba1\u7b97\u7528\u6237\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff0c\u627e\u5230\u4e0e\u76ee\u6807\u7528\u6237\u5174\u8da3\u76f8\u4f3c\u7684\u7528\u6237\u7fa4\u4f53\uff0c\u7136\u540e\u5c06\u8fd9\u4e2a\u7fa4\u4f53\u4e2d\u7528\u6237\u559c\u6b22\u7684\u3001\u800c\u76ee\u6807\u7528\u6237\u6ca1\u6709\u884c\u4e3a\u7684\u7269\u54c1\u63a8\u8350\u7ed9\u76ee\u6807\u7528\u6237\u3002<\/p>\n<\/p>\n

\u57fa\u4e8e\u9879\u76ee\u7684\u534f\u4f5c\u5206\u7c7b\uff08Item-based Collaborative Filtering\uff09\u7684\u6838\u5fc3\u601d\u60f3\u662f\u201c\u7269\u4ee5\u7c7b\u805a\u201d\u3002\u8be5\u65b9\u6cd5\u9996\u5148\u6839\u636e\u7528\u6237\u7684\u884c\u4e3a\u6570\u636e\uff0c\u8ba1\u7b97\u7269\u54c1\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff0c\u7136\u540e\u6839\u636e\u7528\u6237\u7684\u5386\u53f2\u884c\u4e3a\uff0c\u627e\u5230\u7528\u6237\u559c\u6b22\u7684\u7269\u54c1\uff0c\u518d\u627e\u5230\u548c\u8fd9\u4e9b\u7269\u54c1\u76f8\u4f3c\u7684\u7269\u54c1\u63a8\u8350\u7ed9\u7528\u6237\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u534f\u4f5c\u5206\u7c7b\u7684\u57fa\u672c\u539f\u7406<\/strong><\/p>\n<\/p>\n

\u534f\u4f5c\u5206\u7c7b\u7684\u57fa\u672c\u539f\u7406\u662f\u57fa\u4e8e\u5927\u91cf\u7528\u6237\u7684\u884c\u4e3a\u6570\u636e\uff0c\u901a\u8fc7\u6316\u6398\u7528\u6237\u7684\u884c\u4e3a\u6a21\u5f0f\u548c\u504f\u597d\uff0c\u9884\u6d4b\u7528\u6237\u672a\u6765\u7684\u884c\u4e3a\u548c\u559c\u597d\u3002\u5728\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0c\u7528\u6237\u7684\u884c\u4e3a\u88ab\u89c6\u4e3a\u5bf9\u7269\u54c1\u7684\u9690\u5f0f\u8bc4\u4ef7\uff0c\u8fd9\u4e9b\u8bc4\u4ef7\u53ef\u4ee5\u7528\u6765\u9884\u6d4b\u7528\u6237\u53ef\u80fd\u7684\u672a\u6765\u884c\u4e3a\u3002<\/p>\n<\/p>\n

\u4f8b\u5982\uff0c\u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e2a\u5728\u7ebf\u7535\u5f71\u63a8\u8350\u7cfb\u7edf\u3002\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230\u7528\u6237\u5bf9\u7535\u5f71\u7684\u8bc4\u4ef7\u548c\u89c2\u770b\u8bb0\u5f55\uff0c\u7136\u540e\u901a\u8fc7\u8fd9\u4e9b\u4fe1\u606f\u9884\u6d4b\u7528\u6237\u53ef\u80fd\u559c\u6b22\u7684\u5176\u4ed6\u7535\u5f71\u3002\u5982\u679c\u4e00\u4e2a\u7528\u6237A\u770b\u8fc7\u5e76\u559c\u6b22\u4e86\u7535\u5f71X\u3001Y\u548cZ\uff0c\u800c\u53e6\u4e00\u4e2a\u7528\u6237B\u770b\u8fc7\u5e76\u559c\u6b22\u4e86\u7535\u5f71X\u548cY\uff0c\u90a3\u4e48\u6211\u4eec\u53ef\u4ee5\u63a8\u65ad\u7528\u6237B\u53ef\u80fd\u4e5f\u4f1a\u559c\u6b22\u7535\u5f71Z\u3002<\/p>\n<\/p>\n

\u4e8c\u3001\u57fa\u4e8e\u7528\u6237\u7684\u534f\u4f5c\u5206\u7c7b<\/strong><\/p>\n<\/p>\n

\u57fa\u4e8e\u7528\u6237\u7684\u534f\u4f5c\u5206\u7c7b\u662f\u4e00\u79cd\u65e9\u671f\u7684\u534f\u4f5c\u5206\u7c7b\u65b9\u6cd5\uff0c\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\u627e\u51fa\u5177\u6709\u76f8\u4f3c\u559c\u597d\u7684\u7528\u6237\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u57fa\u672c\u6b65\u9aa4\u662f\uff1a<\/p>\n<\/p>\n

    \n
  1. \n

    \u8ba1\u7b97\u7528\u6237\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff1a\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u5ea6\u91cf\u65b9\u6cd5\uff0c\u5982\u76ae\u5c14\u68ee\u76f8\u5173\u7cfb\u6570\u3001\u4f59\u5f26\u76f8\u4f3c\u5ea6\u7b49\u3002<\/p>\n<\/p>\n<\/li>\n

  2. \n

    \u6839\u636e\u76f8\u4f3c\u5ea6\u627e\u51fa\u76ee\u6807\u7528\u6237\u7684\u8fd1\u90bb\u7528\u6237\uff1a\u8fd1\u90bb\u7528\u6237\u662f\u6307\u5728\u76f8\u4f3c\u5ea6\u5ea6\u91cf\u4e0b\uff0c\u4e0e\u76ee\u6807\u7528\u6237\u6700\u76f8\u4f3c\u7684\u4e00\u7ec4\u7528\u6237\u3002<\/p>\n<\/p>\n<\/li>\n

  3. \n

    \u6839\u636e\u8fd1\u90bb\u7528\u6237\u7684\u8bc4\u4ef7\u9884\u6d4b\u76ee\u6807\u7528\u6237\u7684\u8bc4\u4ef7\uff1a\u8fd1\u90bb\u7528\u6237\u5bf9\u67d0\u4e00\u7269\u54c1\u7684\u8bc4\u4ef7\u53ef\u4ee5\u88ab\u89c6\u4e3a\u76ee\u6807\u7528\u6237\u5bf9\u8be5\u7269\u54c1\u7684\u6f5c\u5728\u8bc4\u4ef7\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

    \u4e09\u3001\u57fa\u4e8e\u9879\u76ee\u7684\u534f\u4f5c\u5206\u7c7b<\/strong><\/p>\n<\/p>\n

    \u57fa\u4e8e\u9879\u76ee\u7684\u534f\u4f5c\u5206\u7c7b\u662f\u4e00\u79cd\u66f4\u4e3a\u73b0\u4ee3\u7684\u534f\u4f5c\u5206\u7c7b\u65b9\u6cd5\uff0c\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\u627e\u51fa\u5177\u6709\u76f8\u4f3c\u6027\u8d28\u7684\u7269\u54c1\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u57fa\u672c\u6b65\u9aa4\u662f\uff1a<\/p>\n<\/p>\n

      \n
    1. \n

      \u8ba1\u7b97\u7269\u54c1\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff1a\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u5ea6\u91cf\u65b9\u6cd5\uff0c\u5982\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3001\u6770\u5361\u5fb7\u76f8\u4f3c\u5ea6\u7b49\u3002<\/p>\n<\/p>\n<\/li>\n

    2. \n

      \u6839\u636e\u76f8\u4f3c\u5ea6\u627e\u51fa\u76ee\u6807\u7528\u6237\u559c\u6b22\u7684\u7269\u54c1\u7684\u8fd1\u90bb\u7269\u54c1\uff1a\u8fd1\u90bb\u7269\u54c1\u662f\u6307\u5728\u76f8\u4f3c\u5ea6\u5ea6\u91cf\u4e0b\uff0c\u4e0e\u76ee\u6807\u7528\u6237\u559c\u6b22\u7684\u7269\u54c1\u6700\u76f8\u4f3c\u7684\u4e00\u7ec4\u7269\u54c1\u3002<\/p>\n<\/p>\n<\/li>\n

    3. \n

      \u6839\u636e\u8fd1\u90bb\u7269\u54c1\u7684\u8bc4\u4ef7\u9884\u6d4b\u76ee\u6807\u7528\u6237\u7684\u8bc4\u4ef7\uff1a\u8fd1\u90bb\u7269\u54c1\u88ab\u76ee\u6807\u7528\u6237\u559c\u6b22\u7684\u6982\u7387\u53ef\u4ee5\u88ab\u89c6\u4e3a\u76ee\u6807\u7528\u6237\u5bf9\u5176\u4ed6\u76f8\u4f3c\u7269\u54c1\u7684\u6f5c\u5728\u559c\u597d\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

      \u56db\u3001\u534f\u4f5c\u5206\u7c7b\u7684\u4f18\u7f3a\u70b9<\/strong><\/p>\n<\/p>\n

      \u534f\u4f5c\u5206\u7c7b\u6709\u4e00\u4e9b\u663e\u8457\u7684\u4f18\u70b9\u3002\u9996\u5148\uff0c\u5b83\u662f\u4e00\u79cd\u57fa\u4e8e\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u4e0d\u9700\u8981\u5bf9\u7269\u54c1\u7684\u5185\u5bb9\u8fdb\u884c\u6df1\u5165\u7684\u7406\u89e3\u3002\u8fd9\u4f7f\u5f97\u5b83\u53ef\u4ee5\u88ab\u5e7f\u6cdb\u5730\u5e94\u7528\u5728\u5404\u79cd\u9886\u57df\u3002\u5176\u6b21\uff0c\u7531\u4e8e\u534f\u4f5c\u5206\u7c7b\u662f\u57fa\u4e8e\u7528\u6237\u7684\u884c\u4e3a\u6570\u636e\uff0c\u56e0\u6b64\u5b83\u53ef\u4ee5\u6355\u6349\u5230\u7528\u6237\u7684\u4e2a\u6027\u5316\u559c\u597d\uff0c\u63d0\u4f9b\u66f4\u4e3a\u7cbe\u51c6\u7684\u63a8\u8350\u3002<\/p>\n<\/p>\n

      \u7136\u800c\uff0c\u534f\u4f5c\u5206\u7c7b\u4e5f\u6709\u4e00\u4e9b\u7f3a\u70b9\u3002\u9996\u5148\uff0c\u5b83\u4f9d\u8d56\u4e8e\u5927\u91cf\u7684\u7528\u6237\u884c\u4e3a\u6570\u636e\u3002\u5bf9\u4e8e\u65b0\u7528\u6237\u6216\u65b0\u7269\u54c1\uff0c\u7531\u4e8e\u7f3a\u4e4f\u8db3\u591f\u7684\u884c\u4e3a\u6570\u636e\uff0c\u534f\u4f5c\u5206\u7c7b\u7684\u6548\u679c\u53ef\u80fd\u4f1a\u53d7\u5230\u5f71\u54cd\uff0c\u8fd9\u88ab\u79f0\u4e3a\u51b7\u542f\u52a8\u95ee\u9898\u3002\u5176\u6b21\uff0c\u534f\u4f5c\u5206\u7c7b\u53ef\u80fd\u4f1a\u9677\u5165\u8fc7\u5ea6\u4e2a\u6027\u5316\u7684\u95ee\u9898\uff0c\u5bfc\u81f4\u63a8\u8350\u7684\u7ed3\u679c\u8fc7\u4e8e\u72ed\u7a84\uff0c\u7f3a\u4e4f\u591a\u6837\u6027\u3002\u6700\u540e\uff0c\u534f\u4f5c\u5206\u7c7b\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u8f83\u9ad8\uff0c\u5bf9\u4e8e\u5927\u89c4\u6a21\u7684\u7528\u6237\u548c\u7269\u54c1\uff0c\u53ef\u80fd\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<\/p>\n

      \u4e94\u3001\u5982\u4f55\u4f18\u5316\u534f\u4f5c\u5206\u7c7b<\/strong><\/p>\n<\/p>\n

      \u9488\u5bf9\u534f\u4f5c\u5206\u7c7b\u7684\u7f3a\u70b9\uff0c\u6211\u4eec\u53ef\u4ee5\u91c7\u53d6\u4ee5\u4e0b\u7b56\u7565\u8fdb\u884c\u4f18\u5316\uff1a<\/p>\n<\/p>\n

        \n
      1. \n

        \u5bf9\u4e8e\u51b7\u542f\u52a8\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u7ed3\u5408\u4f7f\u7528\u5176\u4ed6\u7684\u63a8\u8350\u65b9\u6cd5\uff0c\u5982\u57fa\u4e8e\u5185\u5bb9\u7684\u63a8\u8350\uff0c\u6216\u8005\u4f7f\u7528\u4e00\u4e9b\u542f\u52a8\u7b56\u7565\uff0c\u5982\u6700\u70ed\u95e8\u7684\u7269\u54c1\u63a8\u8350\u7b49\u3002<\/p>\n<\/p>\n<\/li>\n

      2. \n

        \u5bf9\u4e8e\u8fc7\u5ea6\u4e2a\u6027\u5316\u7684\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u5f15\u5165\u4e00\u4e9b\u591a\u6837\u6027\u7684\u7b56\u7565\uff0c\u5982\u589e\u52a0\u4e00\u4e9b\u63a2\u7d22\u6027\u7684\u63a8\u8350\uff0c\u6216\u8005\u4f7f\u7528\u4e00\u4e9b\u591a\u6837\u6027\u7684\u5ea6\u91cf\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<\/li>\n

      3. \n

        \u5bf9\u4e8e\u8ba1\u7b97\u590d\u6742\u5ea6\u7684\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u4f18\u5316\u7684\u7b97\u6cd5\u548c\u6570\u636e\u7ed3\u6784\uff0c\u5982\u77e9\u9635\u5206\u89e3\u3001\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22\u7b49\uff0c\u6216\u8005\u4f7f\u7528\u5206\u5e03\u5f0f\u8ba1\u7b97\u6846\u67b6\uff0c\u5982Hadoop\u3001Spark\u7b49\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

        \u603b\u7684\u6765\u8bf4\uff0c\u534f\u4f5c\u5206\u7c7b\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u63a8\u8350\u65b9\u6cd5\uff0c\u901a\u8fc7\u6316\u6398\u7528\u6237\u7684\u884c\u4e3a\u6570\u636e\uff0c\u53ef\u4ee5\u63d0\u4f9b\u7cbe\u51c6\u7684\u4e2a\u6027\u5316\u63a8\u8350\u3002\u7136\u800c\uff0c\u5b83\u4e5f\u6709\u4e00\u4e9b\u6311\u6218\uff0c\u9700\u8981\u6211\u4eec\u4e0d\u65ad\u5730\u4f18\u5316\u548c\u6539\u8fdb\u3002<\/p>\n<\/p>\n

        \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n

        \u4ec0\u4e48\u662f\u534f\u4f5c\u5206\u7c7b\uff1f<\/strong><\/p>\n

        \u534f\u4f5c\u5206\u7c7b\u662f\u4e00\u79cd\u5c06\u5de5\u4f5c\u4efb\u52a1\u548c\u9879\u76ee\u5206\u4e3a\u4e0d\u540c\u7684\u7c7b\u522b\u6216\u7ec4\u522b\uff0c\u4ee5\u4fbf\u56e2\u961f\u6210\u5458\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u5408\u4f5c\u548c\u534f\u8c03\u5de5\u4f5c\u7684\u65b9\u6cd5\u3002<\/p>\n

        \u534f\u4f5c\u5206\u7c7b\u6709\u4ec0\u4e48\u4f5c\u7528\uff1f<\/strong><\/p>\n

        \u534f\u4f5c\u5206\u7c7b\u7684\u4f5c\u7528\u662f\u5e2e\u52a9\u56e2\u961f\u6210\u5458\u66f4\u6e05\u6670\u5730\u4e86\u89e3\u81ea\u5df1\u7684\u5de5\u4f5c\u804c\u8d23\u548c\u4efb\u52a1\uff0c\u5e76\u4f7f\u56e2\u961f\u6210\u5458\u66f4\u5bb9\u6613\u627e\u5230\u548c\u8bbf\u95ee\u76f8\u5173\u7684\u4fe1\u606f\u548c\u8d44\u6e90\u3002<\/p>\n

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