{"id":34120,"date":"2025-03-10T16:42:06","date_gmt":"2025-03-10T08:42:06","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34120"},"modified":"2025-03-10T16:42:06","modified_gmt":"2025-03-10T08:42:06","slug":"%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8%e7%bd%91%e7%bb%9c%e5%8f%af%e8%a7%86%e5%8c%96%e5%88%86%e6%9e%90%e7%94%a8%e6%88%b7%e8%a1%8c%e4%b8%ba%e6%95%b0%e6%8d%ae%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34120.html","title":{"rendered":"\u5982\u4f55\u5229\u7528\u7f51\u7edc\u53ef\u89c6\u5316\u5206\u6790\u7528\u6237\u884c\u4e3a\u6570\u636e\uff1f"},"content":{"rendered":"

\n

\"\u5982\u4f55\u5229\u7528\u7f51\u7edc\u53ef\u89c6\u5316\u5206\u6790\u7528\u6237\u884c\u4e3a\u6570\u636e\uff1f\"<\/p>\n<\/p>\n

\n

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\n

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Gartner\u62a5\u544a\u663e\u793a\uff0c\u91c7\u7528\u53ef\u89c6\u5316\u5206\u6790\u7684\u4f01\u4e1a\u51b3\u7b56\u6548\u7387\u5e73\u5747\u63d0\u534740%\u3002\u67d0\u89c6\u9891\u5e73\u53f0\u901a\u8fc7\u65f6\u5e8f\u884c\u4e3a\u6d41\u5206\u6790\u56fe<\/em><\/strong>\uff0c\u53d1\u73b0\u7528\u6237\u5728\u89c2\u770b\u79d1\u666e\u7c7b\u5185\u5bb9\u65f6\uff0c\u62d6\u52a8\u8fdb\u5ea6\u6761\u56de\u770b\u7684\u6982\u7387\u662f\u5a31\u4e50\u5185\u5bb9\u76842.3\u500d\uff0c\u7531\u6b64\u5f00\u521b\u4e86”\u77e5\u8bc6\u70b9\u5206\u6bb5\u6807\u8bb0”\u529f\u80fd\uff0c\u7528\u6237\u7559\u5b58\u65f6\u957f\u589e\u52a026\u5206\u949f\/\u65e5\u3002<\/p>\n

\n

\u4e8c\u3001\u6784\u5efa\u7528\u6237\u884c\u4e3a\u53ef\u89c6\u5316\u7684\u56db\u7ef4\u6846\u67b6<\/h3>\n
    \n
  1. \u6570\u636e\u91c7\u96c6\u5c42<\/strong>\uff1a\u6574\u5408\u57cb\u70b9\u6570\u636e\u3001\u65e5\u5fd7\u6587\u4ef6\u3001\u7b2c\u4e09\u65b9API\u7b49\u591a\u6e90\u4fe1\u606f\uff0c\u7279\u522b\u6ce8\u610f\u8de8\u8bbe\u5907\u7528\u6237ID\u6620\u5c04<\/strong>\u7684\u6280\u672f\u5b9e\u73b0\u3002\u67d0\u96f6\u552eApp\u91c7\u7528\u6a21\u7cca\u5339\u914d\u7b97\u6cd5\uff0c\u5c06\u7ebf\u4e0b\u4f1a\u5458\u5361\u6d88\u8d39\u4e0e\u7ebf\u4e0a\u6d4f\u89c8\u6570\u636e\u5173\u8054\uff0c\u6784\u5efa\u51fa\u5b8c\u6574\u7684\u7528\u6237\u5168\u6e20\u9053\u65c5\u7a0b\u56fe\u3002\n<\/li>\n
  2. \u6e05\u6d17\u5efa\u6a21\u5c42<\/strong>\uff1a\u8fd0\u7528\u5173\u8054\u89c4\u5219\u6316\u6398\uff08Apriori\u7b97\u6cd5\uff09<\/em><\/strong>\u8bc6\u522b\u9ad8\u9891\u884c\u4e3a\u7ec4\u5408\uff0c\u901a\u8fc7PageRank\u7b97\u6cd5\u91cf\u5316\u9875\u9762\u91cd\u8981\u6027\u3002\u91d1\u878d\u884c\u4e1a\u5e38\u7528\u6539\u8fdb\u578bFP-Growth\u7b97\u6cd5\uff0c\u4ece\u6d77\u91cf\u4ea4\u6613\u6570\u636e\u4e2d\u53d1\u73b0\u5f02\u5e38\u64cd\u4f5c\u94fe\u3002\n<\/li>\n
  3. \u53ef\u89c6\u5316\u6620\u5c04\u5c42<\/strong>\uff1a\u6839\u636e\u5206\u6790\u76ee\u6807\u9009\u62e9\u6700\u4f73\u5c55\u73b0\u5f62\u5f0f\uff1a\n<\/li>\n<\/ol>\n
      \n
    • \u6851\u57fa\u56fe<\/strong>\uff1a\u9002\u7528\u4e8e\u8f6c\u5316\u6f0f\u6597\u5206\u6790\n<\/li>\n
    • \u529b\u5bfc\u5411\u56fe<\/strong>\uff1a\u64c5\u957f\u63ed\u793a\u793e\u7fa4\u5173\u7cfb\n<\/li>\n
    • \u5730\u7406\u70ed\u529b\u56fe<\/strong>\uff1a\u76f4\u89c2\u663e\u793a\u533a\u57df\u504f\u597d\u5dee\u5f02\n<\/li>\n<\/ul>\n
        \n
      1. \u52a8\u6001\u4ea4\u4e92\u5c42<\/strong>\uff1a\u5f15\u5165\u65f6\u95f4\u8f74\u63a7\u4ef6\u5b9e\u73b0\u5386\u53f2\u56de\u6eaf\uff0c\u67d0\u653f\u52a1\u5e73\u53f0\u901a\u8fc7\u591a\u56fe\u5c42\u53e0\u52a0\u6280\u672f<\/em><\/strong>\uff0c\u5c06\u529e\u4e8b\u6d41\u7a0b\u70b9\u51fb\u6d41\u4e0e\u6ee1\u610f\u5ea6\u8bc4\u5206\u6570\u636e\u52a8\u6001\u5173\u8054\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u670d\u52a1\u65ad\u70b9\u3002\n<\/li>\n<\/ol>\n
        \n

        \u4e09\u3001\u4e3b\u6d41\u5de5\u5177\u7684\u5b9e\u6218\u6548\u80fd\u5bf9\u6bd4<\/h3>\n

        \u5de5\u5177\u9009\u578b\u9700\u5e73\u8861\u6613\u7528\u6027\u4e0e\u4e13\u4e1a\u6027\uff1a<\/p>\n

          \n
        • Tableau<\/strong>\uff1a\u9002\u5408\u5feb\u901f\u751f\u6210\u4ea4\u4e92\u5f0f\u4eea\u8868\u76d8\uff0c\u4f46\u5904\u7406\u5343\u4e07\u7ea7\u884c\u4e3a\u4e8b\u4ef6\u6570\u636e\u65f6\u6027\u80fd\u53d7\u9650\n<\/li>\n
        • Gephi<\/strong>\uff1a\u5f00\u6e90\u7f51\u7edc\u5206\u6790\u5229\u5668\uff0c\u793e\u7fa4\u68c0\u6d4b\u6a21\u5757\u53ef\u81ea\u52a8\u8bc6\u522b\u7528\u6237\u805a\u7c7b\n<\/li>\n
        • \u81ea\u5b9a\u4e49\u5f00\u53d1<\/strong>\uff1aD3.js+Echarts\u7ec4\u5408\u80fd\u6ee1\u8db3\u6df1\u5ea6\u5b9a\u5236\u9700\u6c42\uff0c\u67d0\u6e38\u620f\u516c\u53f8\u501f\u6b64\u6784\u5efa\u4e86\u4e09\u7ef4\u7528\u6237\u6d41\u5931\u9884\u8b66\u6a21\u578b<\/em><\/strong>\uff0c\u901a\u8fc7\u89d2\u8272\u79fb\u52a8\u8f68\u8ff9\u9884\u6d4b\u4ed8\u8d39\u610f\u613f\n<\/li>\n<\/ul>\n

          \u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0cPython\u53ef\u89c6\u5316\u751f\u6001<\/strong>\u6b63\u5728\u5d1b\u8d77\u3002Matplotlib\u7684\u96f7\u8fbe\u56fe\u53ef\u5bf9\u6bd4\u4e0d\u540c\u7528\u6237\u7fa4\u7279\u5f81\u5206\u5e03\uff0cPyVis\u751f\u6210\u7684\u52a8\u6001\u5173\u7cfb\u56fe\u80fd\u5b9e\u65f6\u53cd\u6620\u76f4\u64ad\u95f4\u7528\u6237\u4e92\u52a8\u6001\u52bf\u3002\u67d0MCN\u673a\u6784\u4f7f\u7528NetworkX\u5e93\u5206\u6790\u7f51\u7ea2\u7c89\u4e1d\u7684\u8de8\u5e73\u53f0\u4f20\u64ad\u8def\u5f84\uff0c\u4f7f\u5185\u5bb9\u6295\u653eROI\u63d0\u53473\u500d\u3002<\/p>\n

          \n

          \u56db\u3001\u4ece\u53ef\u89c6\u5316\u5230\u4ef7\u503c\u8f6c\u5316\u7684\u5173\u952e\u8def\u5f84<\/h3>\n
            \n
          1. \u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u5728\u7535\u4fe1\u884c\u4e1a\uff0c\u8702\u7a9d\u72b6\u62d3\u6251\u56fe<\/em><\/strong>\u80fd\u76f4\u89c2\u663e\u793a\u5f02\u5e38\u6d41\u91cf\u5206\u5e03\uff0c\u67d0\u8fd0\u8425\u5546\u66fe\u636e\u6b64\u53d1\u73b0\u51cc\u66683\u70b9\u7684\u96c6\u4e2d\u8bdd\u52a1\u5f02\u5e38\uff0c\u53ca\u65f6\u963b\u65ad\u9ed1\u4ea7\u5957\u5229\u884c\u4e3a\n<\/li>\n
          2. \u4f53\u9a8c\u4f18\u5316<\/strong>\uff1a\u6559\u80b2\u5e73\u53f0\u901a\u8fc7\u773c\u52a8\u70ed\u529b\u56fe<\/em><\/strong>\u4e0e\u884c\u4e3a\u8f68\u8ff9\u53e0\u52a0\uff0c\u53d1\u73b0\u8bfe\u7a0b\u9875\u9762\u5173\u952e\u5185\u5bb9\u533a\u57df\u7684\u5e73\u5747\u6ce8\u89c6\u65f6\u95f4\u4e0d\u8db31.2\u79d2\uff0c\u8fdb\u800c\u91cd\u6784\u4fe1\u606f\u5c42\u7ea7\u8bbe\u8ba1\n<\/li>\n
          3. \u7cbe\u51c6\u8425\u9500<\/strong>\uff1a\u7ed3\u5408RFM\u6a21\u578b\u4e0e\u5730\u7406\u4fe1\u606f\u53ef\u89c6\u5316\uff0c\u67d0\u7f8e\u5986\u54c1\u724c\u7ed8\u5236\u51fa\u9ad8\u51c0\u503c\u7528\u6237\u5bc6\u5ea6\u5730\u56fe<\/em><\/strong>\uff0c\u6307\u5bfc\u7ebf\u4e0b\u4f53\u9a8c\u5e97\u9009\u5740\uff0c\u5355\u5e97\u576a\u6548\u63d0\u534742%\n<\/li>\n<\/ol>\n

            \u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u53ef\u89c6\u5316\u9677\u9631<\/strong>\u53ef\u80fd\u5bfc\u81f4\u8bef\u5224\uff1a\u5f53\u5750\u6807\u8f74\u5c3a\u5ea6\u8bbe\u7f6e\u4e0d\u5f53\u65f6\uff0c\u7ec6\u5fae\u5dee\u5f02\u4f1a\u88ab\u653e\u5927\uff1b\u8fc7\u5ea6\u8ffd\u6c42\u89c6\u89c9\u6548\u679c\u53ef\u80fd\u63a9\u76d6\u6570\u636e\u672c\u8d28\u3002\u5efa\u8bae\u5efa\u7acb\u53ef\u89c6\u5316\u5ba1\u8ba1\u673a\u5236<\/em><\/strong>\uff0c\u5b9a\u671f\u6821\u9a8c\u56fe\u5f62\u8868\u8fbe\u4e0e\u539f\u59cb\u6570\u636e\u7684\u4e00\u81f4\u6027\u3002<\/p>\n

            \n

            \u4e94\u3001AI\u8d4b\u80fd\u4e0b\u7684\u8fdb\u5316\u65b9\u5411<\/h3>\n

            \u673a\u5668\u5b66\u4e60\u6b63\u5728\u91cd\u5851\u53ef\u89c6\u5316\u5206\u6790\u8303\u5f0f\uff1a<\/p>\n

              \n
            • \u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc<\/strong>\uff1a\u81ea\u52a8\u63d0\u53d6\u884c\u4e3a\u7279\u5f81\uff0cAirbnb\u7528\u6b64\u6280\u672f\u5c06\u641c\u7d22\u884c\u4e3a\u805a\u7c7b\u4e3a12\u79cd\u6f5c\u5728\u65c5\u884c\u8005\u753b\u50cf\n<\/li>\n
            • \u56fe\u5377\u79ef\u7f51\u7edc\uff08GCN\uff09<\/strong>\uff1a\u5728\u793e\u4ea4\u5173\u7cfb\u9884\u6d4b\u4e2d\uff0c\u51c6\u786e\u7387\u6bd4\u4f20\u7edf\u65b9\u6cd5\u63d0\u534728%\n<\/li>\n
            • \u8054\u90a6\u5b66\u4e60<\/strong>\uff1a\u5728\u4fdd\u62a4\u7528\u6237\u9690\u79c1\u524d\u63d0\u4e0b\uff0c\u591a\u5bb6\u533b\u7597\u673a\u6784\u8054\u5408\u6784\u5efa\u8de8\u673a\u6784\u5c31\u8bca\u884c\u4e3a\u77e5\u8bc6\u56fe\u8c31<\/em><\/strong>\n<\/li>\n<\/ul>\n

              \u67d0\u667a\u6167\u57ce\u5e02\u9879\u76ee\u8fd0\u7528\u65f6\u7a7a\u7acb\u65b9\u4f53\u53ef\u89c6\u5316\u6280\u672f<\/em><\/strong>\uff0c\u5c06\u516c\u4ea4\u5237\u5361\u3001\u5171\u4eab\u5355\u8f66\u3001\u7f51\u7ea6\u8f66\u8ba2\u5355\u6570\u636e\u878d\u5408\u5206\u6790\uff0c\u4f18\u5316\u540e\u7684\u4ea4\u901a\u8c03\u5ea6\u65b9\u6848\u4f7f\u9ad8\u5cf0\u62e5\u5835\u6307\u6570\u4e0b\u964d19%\u3002\u8fd9\u9884\u793a\u7740\uff0c\u5f535G+\u8fb9\u7f18\u8ba1\u7b97\u5168\u9762\u666e\u53ca\u65f6\uff0c\u5b9e\u65f6\u884c\u4e3a\u53ef\u89c6\u5316\u5c06\u50ac\u751f\u66f4\u591a\u573a\u666f\u9769\u547d\u3002<\/p>\n

              \n

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