{"id":32285,"date":"2025-03-04T09:52:09","date_gmt":"2025-03-04T01:52:09","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32285"},"modified":"2025-03-04T09:52:09","modified_gmt":"2025-03-04T01:52:09","slug":"%e7%bd%91%e7%bb%9c%e5%8f%af%e8%a7%86%e5%8c%96%e5%b7%a5%e5%85%b7%e7%9a%84%e6%9c%80%e4%bd%b3%e9%80%89%e6%8b%a9%e6%98%af%e4%bb%80%e4%b9%88%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32285.html","title":{"rendered":"\u7f51\u7edc\u53ef\u89c6\u5316\u5de5\u5177\u7684\u6700\u4f73\u9009\u62e9\u662f\u4ec0\u4e48\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/pic.zadbj010.com\/2025\/3b11a6ed7adb0e3.jpg\" alt=\"\u7f51\u7edc\u53ef\u89c6\u5316\u5de5\u5177\u7684\u6700\u4f73\u9009\u62e9\u662f\u4ec0\u4e48\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u6570\u636e\u5df2\u6210\u4e3a\u9a71\u52a8\u51b3\u7b56\u7684\u6838\u5fc3\u71c3\u6599\u3002\u4f01\u4e1a\u6bcf\u5929\u4ea7\u751f\u7684\u6d77\u91cf\u4fe1\u606f\u5982\u540c\u661f\u7f57\u68cb\u5e03\u7684\u8282\u70b9\uff0c<strong>\u5982\u4f55\u5c06\u8fd9\u4e9b\u590d\u6742\u7684\u7f51\u7edc\u5173\u7cfb\u8f6c\u5316\u4e3a\u76f4\u89c2\u7684\u89c6\u89c9\u56fe\u8c31<\/strong>\uff0c\u6b63\u6210\u4e3a\u6280\u672f\u56e2\u961f\u4e0e\u7ba1\u7406\u8005\u5171\u540c\u9762\u4e34\u7684\u6311\u6218\u3002<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u7f51\u7edc\u53ef\u89c6\u5316<\/a>\u5de5\u5177\u7684\u4ef7\u503c\uff0c\u6070\u6070\u5728\u4e8e\u5b83\u80fd\u5c06\u62bd\u8c61\u7684\u6570\u636e\u62d3\u6251\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u7684\u52a8\u6001\u56fe\u8868\uff0c\u8ba9\u51b3\u7b56\u8005\u50cf\u89c2\u770b\u7535\u5f71\u822c\u7406\u89e3\u4e1a\u52a1\u903b\u8f91\u3002\u4f46\u9762\u5bf9\u5e02\u573a\u4e0a\u6570\u4ee5\u767e\u8ba1\u7684\u5de5\u5177\u9009\u9879\uff0c\u7528\u6237\u5e38\u5e38\u9677\u5165\u9009\u62e9\u56f0\u5883\u2014\u2014<em>\u7a76\u7adf\u54ea\u79cd\u5de5\u5177\u80fd\u771f\u6b63\u9002\u914d\u4e0d\u540c\u573a\u666f\u7684\u9700\u6c42\uff1f<\/em><\/p>\n<hr>\n<h3 id=\"\u4e00-\u7f51\u7edc\u53ef\u89c6\u5316\u5de5\u5177\u7684\u6838\u5fc3\u4ef7\u503c\u4e0e\u5e94\u7528\u573a\u666f\">\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u7f51\u7edc\u53ef\u89c6\u5316<\/a>\u5de5\u5177\u7684\u6838\u5fc3\u4ef7\u503c\u4e0e\u5e94\u7528\u573a\u666f<\/h3>\n<p>\u7f51\u7edc\u53ef\u89c6\u5316\u5e76\u975e\u7b80\u5355\u7684&rdquo;\u56fe\u8868\u751f\u6210\u5668&rdquo;\uff0c\u800c\u662f<strong>\u901a\u8fc7\u7b97\u6cd5\u89e3\u6790\u8282\u70b9\u5173\u7cfb\u3001\u52a8\u6001\u5448\u73b0\u4fe1\u606f\u6d41\u52a8\u7684\u667a\u80fd\u7cfb\u7edf<\/strong>\u3002\u4ece\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u5230\u4f9b\u5e94\u94fe\u8ffd\u8e2a\uff0c\u4ece\u7f51\u7edc\u5b89\u5168\u76d1\u63a7\u5230\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\uff0c\u8fd9\u7c7b\u5de5\u5177\u7684\u5e94\u7528\u6a2a\u8de8\u91d1\u878d\u3001\u533b\u7597\u3001\u6559\u80b2\u7b4920\u4f59\u4e2a\u9886\u57df\u3002\u4f8b\u5982\uff0c\u67d0\u56fd\u9645\u7269\u6d41\u4f01\u4e1a\u5229\u7528Cytoscape\u4f18\u5316\u5168\u7403\u8fd0\u8f93\u8def\u7ebf\uff0c\u5c06\u8d27\u7269\u8c03\u5ea6\u6548\u7387\u63d0\u5347\u4e8637%\uff1b\u800c\u79d1\u7814\u673a\u6784\u501f\u52a9Gephi\u5206\u6790\u57fa\u56e0\u4e92\u4f5c\u7f51\u7edc\uff0c\u6210\u529f\u5b9a\u4f4d\u4e86\u75be\u75c5\u9776\u70b9\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u9009\u62e9\u5de5\u5177\u7684\u4e94\u5927\u9ec4\u91d1\u6807\u51c6\">\u4e8c\u3001\u9009\u62e9\u5de5\u5177\u7684\u4e94\u5927\u9ec4\u91d1\u6807\u51c6<\/h3>\n<ol>\n<li><strong>\u6570\u636e\u5904\u7406\u80fd\u529b<\/strong>\uff1a\u652f\u6301\u767e\u4e07\u7ea7\u8282\u70b9\u7684\u5b9e\u65f6\u6e32\u67d3\n<\/li>\n<li><strong>\u4ea4\u4e92\u8bbe\u8ba1\u6df1\u5ea6<\/strong>\uff1a\u662f\u5426\u652f\u6301\u591a\u7ef4\u5ea6\u7b5b\u9009\u4e0e\u52a8\u6001\u94bb\u53d6\n<\/li>\n<li><strong>\u7b97\u6cd5\u4e30\u5bcc\u5ea6<\/strong>\uff1a\u5e03\u5c40\u5f15\u64ce\u662f\u5426\u5305\u542b\u529b\u5bfc\u5411\u3001\u5206\u5c42\u5e03\u5c40\u7b49\u7b97\u6cd5\n<\/li>\n<li><strong>\u534f\u4f5c\u517c\u5bb9\u6027<\/strong>\uff1a\u80fd\u5426\u4e0ePython\u3001R\u7b49\u8bed\u8a00\u751f\u6001\u65e0\u7f1d\u8854\u63a5\n<\/li>\n<li><strong>\u6210\u672c\u6548\u76ca\u6bd4<\/strong>\uff1a\u5f00\u6e90\u65b9\u6848\u4e0e\u5546\u4e1a\u4ea7\u54c1\u7684\u957f\u671f\u7ef4\u62a4\u6210\u672c\u5dee\u5f02\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e09-\u56db\u7c7b\u5178\u578b\u573a\u666f\u7684\u89e3\u51b3\u65b9\u6848\u63a8\u8350\">\u4e09\u3001\u56db\u7c7b\u5178\u578b\u573a\u666f\u7684\u89e3\u51b3\u65b9\u6848\u63a8\u8350<\/h3>\n<h4 id=\"\u4e00-\u79d1\u7814\u63a2\u7d22\u573a\u666f-gephi\u7684\u5f00\u653e\u751f\u6001\">\uff08\u4e00\uff09\u79d1\u7814\u63a2\u7d22\u573a\u666f\uff1aGephi\u7684\u5f00\u653e\u751f\u6001<\/h4>\n<p>\u4f5c\u4e3a\u5f00\u6e90\u9886\u57df\u7684\u6807\u6746\uff0c<strong>Gephi<\/strong>\u51ed\u501f\u5176\u6a21\u5757\u5316\u67b6\u6784\u652f\u6301\u63d2\u4ef6\u6269\u5c55\uff0c\u7279\u522b\u9002\u5408\u9700\u8981\u81ea\u5b9a\u4e49\u7b97\u6cd5\u7684\u7814\u7a76\u573a\u666f\u3002\u5176*ForceAtlas 2\u5e03\u5c40\u7b97\u6cd5*\u80fd\u81ea\u52a8\u8bc6\u522b\u793e\u533a\u7ed3\u6784\uff0c\u751f\u6210\u8bba\u6587\u7ea7\u53ef\u89c6\u5316\u6548\u679c\u3002\u4f46\u9700\u6ce8\u610f\u5176\u5bf9\u8d85\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff08&gt;50\u4e07\u8282\u70b9\uff09\u7684\u5904\u7406\u5b58\u5728\u5ef6\u8fdf\u3002<\/p>\n<h4 id=\"\u4e8c-\u5546\u4e1a\u667a\u80fd\u573a\u666f-tableau\u7684\u51b3\u7b56\u8d4b\u80fd\">\uff08\u4e8c\uff09\u5546\u4e1a\u667a\u80fd\u573a\u666f\uff1aTableau\u7684\u51b3\u7b56\u8d4b\u80fd<\/h4>\n<p>\u5f53\u9700\u8981\u5c06\u7f51\u7edc\u5206\u6790\u4e0e\u4e1a\u52a1\u62a5\u8868\u7ed3\u5408\u65f6\uff0c<strong>Tableau<\/strong>\u7684\u6df7\u5408\u89e3\u51b3\u65b9\u6848\u5c55\u73b0\u51fa\u72ec\u7279\u4f18\u52bf\u3002\u5176\u6700\u65b0\u7248\u5f15\u5165\u7684<em>Path Analytics\u6a21\u5757<\/em>\uff0c\u53ef\u52a8\u6001\u5c55\u793a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u5173\u952e\u63a5\u89e6\u70b9\u3002\u67d0\u96f6\u552e\u4f01\u4e1a\u901a\u8fc7\u8be5\u529f\u80fd\u4f18\u5316\u8425\u9500\u8def\u5f84\uff0c\u8f6c\u5316\u7387\u63d0\u534722%\u3002<\/p>\n<h4 id=\"\u4e09-\u5f00\u53d1\u96c6\u6210\u573a\u666f-d3-js\u7684\u7075\u6d3b\u5b9a\u5236\">\uff08\u4e09\uff09\u5f00\u53d1\u96c6\u6210\u573a\u666f\uff1aD3.js\u7684\u7075\u6d3b\u5b9a\u5236<\/h4>\n<p>\u5bf9\u4e8e\u9700\u8981\u6df1\u5ea6\u5b9a\u5236\u53ef\u89c6\u5316\u7684\u6280\u672f\u56e2\u961f\uff0c<strong>D3.js<\/strong>\u4ecd\u662f\u4e0d\u53ef\u66ff\u4ee3\u7684\u9009\u62e9\u3002\u8fd9\u4e2aJavaScript\u5e93\u63d0\u4f9b300+\u5e03\u5c40\u6a21\u677f\uff0c\u652f\u6301\u4ece\u6851\u57fa\u56fe\u5230\u5f26\u56fe\u7684\u5404\u7c7b\u5448\u73b0\u65b9\u5f0f\u3002\u5f00\u53d1\u8005\u53ef\u901a\u8fc7API\u5b9e\u73b0\u5b9e\u65f6\u6570\u636e\u6d41\u6e32\u67d3\uff0c\u4f46\u9700\u8981\u6295\u5165\u524d\u7aef\u5f00\u53d1\u8d44\u6e90\u3002<\/p>\n<h4 id=\"\u56db-\u5b89\u5168\u8fd0\u7ef4\u573a\u666f-maltego\u7684\u5173\u8054\u5206\u6790\">\uff08\u56db\uff09\u5b89\u5168\u8fd0\u7ef4\u573a\u666f\uff1aMaltego\u7684\u5173\u8054\u5206\u6790<\/h4>\n<p>\u5728\u7f51\u7edc\u5b89\u5168\u9886\u57df\uff0c<strong>Maltego<\/strong>\u72ec\u7279\u7684*\u5b9e\u4f53\u5173\u7cfb\u5efa\u6a21*\u80fd\u529b\u5907\u53d7\u63a8\u5d07\u3002\u5b83\u80fd\u5728\u6570\u5206\u949f\u5185\u7ed8\u5236\u51faIP\u5730\u5740\u3001\u57df\u540d\u3001\u8bc1\u4e66\u4e4b\u95f4\u7684\u5173\u8054\u56fe\u8c31\uff0c\u67d0\u91d1\u878d\u516c\u53f8\u66fe\u501f\u6b64\u8bc6\u522b\u51fa\u6f5c\u4f0f\u4e09\u5e74\u7684APT\u653b\u51fb\u94fe\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u907f\u514d\u8e29\u5751\u7684\u5b9e\u6218\u7ecf\u9a8c\">\u56db\u3001\u907f\u514d\u8e29\u5751\u7684\u5b9e\u6218\u7ecf\u9a8c<\/h3>\n<ul>\n<li><strong>\u8b66\u60d5\u53ef\u89c6\u5316\u9677\u9631<\/strong>\uff1a\u8fc7\u5ea6\u4f9d\u8d56\u81ea\u52a8\u5e03\u5c40\u53ef\u80fd\u5bfc\u81f4\u5173\u952e\u8282\u70b9\u88ab\u8fb9\u7f18\u5316\n<\/li>\n<li><strong>\u6570\u636e\u9884\u5904\u7406\u89c4\u8303<\/strong>\uff1a\u5efa\u8bae\u4f7f\u7528NetworkX\u6216igraph\u8fdb\u884c\u6570\u636e\u6e05\u6d17\n<\/li>\n<li><strong>\u4ea4\u4e92\u8bbe\u8ba1\u539f\u5219<\/strong>\uff1a\u9075\u5faa&rdquo;3\u79d2\u805a\u7126\u6cd5\u5219&rdquo;\uff0c\u786e\u4fdd\u6838\u5fc3\u4fe1\u606f\u5373\u65f6\u5448\u73b0\n<\/li>\n<li><strong>\u786c\u4ef6\u5339\u914d\u7b56\u7565<\/strong>\uff1aGPU\u52a0\u901f\u5bf9\u4ebf\u7ea7\u8282\u70b9\u6e32\u67d3\u6548\u7387\u63d0\u5347\u53ef\u8fbe8\u500d\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u8d8b\u52bf\u4e0e\u9009\u578b\u5efa\u8bae\">\u4e94\u3001\u672a\u6765\u8d8b\u52bf\u4e0e\u9009\u578b\u5efa\u8bae<\/h3>\n<p>\u968f\u7740\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u6280\u672f\u7684\u6210\u719f\uff0c\u65b0\u4e00\u4ee3\u5de5\u5177\u5f00\u59cb\u96c6\u6210<strong>AI\u9a71\u52a8\u7684\u667a\u80fd\u5e03\u5c40<\/strong>\u529f\u80fd\u3002\u4f8b\u5982\uff0cyFiles\u6700\u65b0\u7248\u672c\u80fd\u6839\u636e\u7528\u6237\u5173\u6ce8\u70b9\u81ea\u52a8\u4f18\u5316\u89c6\u56fe\u5c42\u7ea7\u3002\u5efa\u8bae\u4f01\u4e1a\u5efa\u7acb\u52a8\u6001\u8bc4\u4f30\u673a\u5236\uff0c\u6bcf\u534a\u5e74\u91cd\u65b0\u5ba1\u89c6\u5de5\u5177\u9009\u578b\u662f\u5426\u7b26\u5408\u4ee5\u4e0b\u6307\u6807\uff1a<\/p>\n<ul>\n<li>\u73b0\u6709\u4e1a\u52a1\u6570\u636e\u7684\u590d\u6742\u7a0b\u5ea6\n<\/li>\n<li>IT\u56e2\u961f\u7684\u6280\u672f\u6808\u9002\u914d\u5ea6\n<\/li>\n<li>\u8de8\u90e8\u95e8\u534f\u4f5c\u7684\u6570\u636e\u5b89\u5168\u9700\u6c42\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u5e38\u89c1\u95ee\u9898\u901f\u67e5\">\u5e38\u89c1\u95ee\u9898\u901f\u67e5<\/h3>\n<p><strong>Q\uff1a\u5f00\u6e90\u5de5\u5177\u662f\u5426\u8db3\u591f\u5e94\u5bf9\u4f01\u4e1a\u7ea7\u9700\u6c42\uff1f<\/strong><br \/>\nA\uff1a\u5173\u952e\u770b\u7ef4\u62a4\u6210\u672c\u2014\u2014Neo4j\u7b49\u5546\u4e1a\u4ea7\u54c1\u63d0\u4f9bSLA\u4fdd\u969c\uff0c\u800cCytoscape\u793e\u533a\u7248\u4f9d\u8d56\u81ea\u4e3b\u8fd0\u7ef4<\/p>\n<p><strong>Q\uff1a\u5982\u4f55\u5e73\u8861\u53ef\u89c6\u5316\u6548\u679c\u4e0e\u6027\u80fd\u6d88\u8017\uff1f<\/strong><br \/>\nA\uff1a\u91c7\u7528WebGL\u6e32\u67d3\u6280\u672f\uff0c\u914d\u5408LOD\uff08\u7ec6\u8282\u5c42\u6b21\uff09\u4f18\u5316\u7b56\u7565\u53ef\u63d0\u53473\u500d\u6e32\u67d3\u901f\u5ea6<\/p>\n<p><strong>Q\uff1a\u975e\u6280\u672f\u5c97\u4f4d\u5458\u5de5\u662f\u5426\u9700\u8981\u4e13\u95e8\u57f9\u8bad\uff1f<\/strong><br \/>\nA\uff1a\u63a8\u8350\u9009\u62e9\u7c7b\u4f3cKumu\u7684\u96f6\u4ee3\u7801\u5e73\u53f0\uff0c\u5176\u6a21\u677f\u5e93\u53ef\u964d\u4f4e80%\u7684\u5b66\u4e60\u95e8\u69db<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u6570\u636e\u5df2\u6210\u4e3a\u9a71\u52a8\u51b3\u7b56\u7684\u6838\u5fc3\u71c3\u6599\u3002\u4f01\u4e1a\u6bcf\u5929\u4ea7\u751f\u7684\u6d77\u91cf\u4fe1\u606f\u5982\u540c\u661f\u7f57\u68cb\u5e03\u7684\u8282\u70b9\uff0c\u5982\u4f55\u5c06\u8fd9\u4e9b\u590d\u6742\u7684\u7f51\u7edc\u5173\u7cfb\u8f6c\u5316\u4e3a\u76f4\u89c2\u7684\u89c6\u89c9\u56fe\u8c31\uff0c\u6b63\u6210\u4e3a\u6280\u672f\u56e2\u961f\u4e0e\u7ba1\u7406\u8005\u5171\u540c\u9762\u4e34\u7684\u6311\u6218\u3002\u7f51\u7edc\u53ef\u89c6\u5316\u5de5\u5177\u7684\u4ef7\u503c\uff0c\u6070\u6070\u5728\u4e8e\u5b83\u80fd\u5c06\u62bd\u8c61\u7684\u6570\u636e\u62d3\u6251\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u7684\u52a8\u6001\u56fe\u8868\uff0c\u8ba9\u51b3\u7b56\u8005\u50cf\u89c2\u770b\u7535\u5f71\u822c\u7406\u89e3\u4e1a\u52a1\u903b\u8f91\u3002\u4f46\u9762\u5bf9\u5e02\u573a\u4e0a\u6570\u4ee5\u767e\u8ba1\u7684\u5de5\u5177\u9009\u9879\uff0c\u7528\u6237\u5e38\u5e38\u9677\u5165\u9009\u62e9\u56f0\u5883\u2014\u2014\u7a76\u7adf\u54ea\u79cd\u5de5\u5177\u80fd\u771f\u6b63\u9002\u914d\u4e0d\u540c\u573a\u666f\u7684\u9700\u6c42\uff1f \u4e00\u3001\u7f51\u7edc\u53ef\u89c6\u5316\u5de5\u5177\u7684\u6838\u5fc3\u4ef7\u503c\u4e0e\u5e94\u7528\u573a\u666f \u7f51\u7edc\u53ef\u89c6\u5316\u5e76\u975e\u7b80\u5355\u7684&rdquo;\u56fe\u8868\u751f\u6210\u5668&rdquo;\uff0c\u800c\u662f\u901a\u8fc7\u7b97\u6cd5\u89e3\u6790\u8282\u70b9\u5173\u7cfb\u3001\u52a8\u6001\u5448\u73b0\u4fe1\u606f\u6d41\u52a8\u7684\u667a\u80fd\u7cfb\u7edf\u3002\u4ece\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u5230\u4f9b\u5e94\u94fe\u8ffd\u8e2a\uff0c\u4ece\u7f51\u7edc\u5b89\u5168\u76d1\u63a7\u5230\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\uff0c\u8fd9\u7c7b\u5de5\u5177\u7684\u5e94\u7528\u6a2a\u8de8\u91d1\u878d\u3001\u533b\u7597\u3001\u6559\u80b2\u7b4920\u4f59\u4e2a\u9886\u57df\u3002\u4f8b\u5982\uff0c\u67d0\u56fd\u9645\u7269\u6d41\u4f01\u4e1a\u5229\u7528Cytoscape\u4f18\u5316\u5168\u7403\u8fd0\u8f93\u8def\u7ebf\uff0c\u5c06\u8d27\u7269\u8c03\u5ea6\u6548\u7387\u63d0\u5347\u4e8637%\uff1b\u800c\u79d1\u7814\u673a\u6784\u501f\u52a9Gephi\u5206\u6790\u57fa\u56e0\u4e92\u4f5c\u7f51\u7edc\uff0c\u6210\u529f\u5b9a\u4f4d\u4e86\u75be\u75c5\u9776\u70b9\u3002 \u4e8c\u3001\u9009\u62e9\u5de5\u5177\u7684\u4e94\u5927\u9ec4\u91d1\u6807\u51c6 \u6570\u636e\u5904\u7406\u80fd\u529b\uff1a\u652f\u6301\u767e\u4e07\u7ea7\u8282\u70b9\u7684\u5b9e\u65f6\u6e32\u67d3 \u4ea4\u4e92\u8bbe\u8ba1\u6df1\u5ea6\uff1a\u662f\u5426\u652f\u6301\u591a\u7ef4\u5ea6\u7b5b\u9009\u4e0e\u52a8\u6001\u94bb\u53d6 \u7b97\u6cd5\u4e30\u5bcc\u5ea6\uff1a\u5e03\u5c40\u5f15\u64ce\u662f\u5426\u5305\u542b\u529b\u5bfc\u5411\u3001\u5206\u5c42\u5e03\u5c40\u7b49\u7b97\u6cd5 \u534f\u4f5c\u517c\u5bb9\u6027\uff1a\u80fd\u5426\u4e0ePython\u3001R\u7b49\u8bed\u8a00\u751f\u6001\u65e0\u7f1d\u8854\u63a5 \u6210\u672c\u6548\u76ca\u6bd4\uff1a\u5f00\u6e90\u65b9\u6848\u4e0e\u5546\u4e1a\u4ea7\u54c1\u7684\u957f\u671f\u7ef4\u62a4\u6210\u672c\u5dee\u5f02 \u4e09\u3001\u56db\u7c7b\u5178\u578b\u573a\u666f\u7684\u89e3\u51b3\u65b9\u6848\u63a8\u8350 \uff08\u4e00\uff09\u79d1\u7814\u63a2\u7d22\u573a\u666f\uff1aGephi\u7684\u5f00\u653e\u751f\u6001 \u4f5c\u4e3a\u5f00\u6e90\u9886\u57df\u7684\u6807\u6746\uff0cGephi\u51ed\u501f\u5176\u6a21\u5757\u5316\u67b6\u6784\u652f\u6301\u63d2\u4ef6\u6269\u5c55\uff0c\u7279\u522b\u9002\u5408\u9700\u8981\u81ea\u5b9a\u4e49\u7b97\u6cd5\u7684\u7814\u7a76\u573a\u666f\u3002\u5176*ForceAtlas 2\u5e03\u5c40\u7b97\u6cd5*\u80fd\u81ea\u52a8\u8bc6\u522b\u793e\u533a\u7ed3\u6784\uff0c\u751f\u6210\u8bba\u6587\u7ea7\u53ef\u89c6\u5316\u6548\u679c\u3002\u4f46\u9700\u6ce8\u610f\u5176\u5bf9\u8d85\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff08&gt;50\u4e07\u8282\u70b9\uff09\u7684\u5904\u7406\u5b58\u5728\u5ef6\u8fdf\u3002 \uff08\u4e8c\uff09\u5546\u4e1a\u667a\u80fd\u573a\u666f\uff1aTableau\u7684\u51b3\u7b56\u8d4b\u80fd \u5f53\u9700\u8981\u5c06\u7f51\u7edc\u5206\u6790\u4e0e\u4e1a\u52a1\u62a5\u8868\u7ed3\u5408\u65f6\uff0cTableau\u7684\u6df7\u5408\u89e3\u51b3\u65b9\u6848\u5c55\u73b0\u51fa\u72ec\u7279\u4f18\u52bf\u3002\u5176\u6700\u65b0\u7248\u5f15\u5165\u7684Path Analytics\u6a21\u5757\uff0c\u53ef\u52a8\u6001\u5c55\u793a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u5173\u952e\u63a5\u89e6\u70b9\u3002\u67d0\u96f6\u552e\u4f01\u4e1a\u901a\u8fc7\u8be5\u529f\u80fd\u4f18\u5316\u8425\u9500\u8def\u5f84\uff0c\u8f6c\u5316\u7387\u63d0\u534722%\u3002 \uff08\u4e09\uff09\u5f00\u53d1\u96c6\u6210\u573a\u666f\uff1aD3.js\u7684\u7075\u6d3b\u5b9a\u5236 \u5bf9\u4e8e\u9700\u8981\u6df1\u5ea6\u5b9a\u5236\u53ef\u89c6\u5316\u7684\u6280\u672f\u56e2\u961f\uff0cD3.js\u4ecd\u662f\u4e0d\u53ef\u66ff\u4ee3\u7684\u9009\u62e9\u3002\u8fd9\u4e2aJavaScript\u5e93\u63d0\u4f9b300+\u5e03\u5c40\u6a21\u677f\uff0c\u652f\u6301\u4ece\u6851\u57fa\u56fe\u5230\u5f26\u56fe\u7684\u5404\u7c7b\u5448\u73b0\u65b9\u5f0f\u3002\u5f00\u53d1\u8005\u53ef\u901a\u8fc7API\u5b9e\u73b0\u5b9e\u65f6\u6570\u636e\u6d41\u6e32\u67d3\uff0c\u4f46\u9700\u8981\u6295\u5165\u524d\u7aef\u5f00\u53d1\u8d44\u6e90\u3002 \uff08\u56db\uff09\u5b89\u5168\u8fd0\u7ef4\u573a\u666f\uff1aMaltego\u7684\u5173\u8054\u5206\u6790 \u5728\u7f51\u7edc\u5b89\u5168\u9886\u57df\uff0cMaltego\u72ec\u7279\u7684*\u5b9e\u4f53\u5173\u7cfb\u5efa\u6a21*\u80fd\u529b\u5907\u53d7\u63a8\u5d07\u3002\u5b83\u80fd\u5728\u6570\u5206\u949f\u5185\u7ed8\u5236\u51faIP\u5730\u5740\u3001\u57df\u540d\u3001\u8bc1\u4e66\u4e4b\u95f4\u7684\u5173\u8054\u56fe\u8c31\uff0c\u67d0\u91d1\u878d\u516c\u53f8\u66fe\u501f\u6b64\u8bc6\u522b\u51fa\u6f5c\u4f0f\u4e09\u5e74\u7684APT\u653b\u51fb\u94fe\u3002 \u56db\u3001\u907f\u514d\u8e29\u5751\u7684\u5b9e\u6218\u7ecf\u9a8c \u8b66\u60d5\u53ef\u89c6\u5316\u9677\u9631\uff1a\u8fc7\u5ea6\u4f9d\u8d56\u81ea\u52a8\u5e03\u5c40\u53ef\u80fd\u5bfc\u81f4\u5173\u952e\u8282\u70b9\u88ab\u8fb9\u7f18\u5316 \u6570\u636e\u9884\u5904\u7406\u89c4\u8303\uff1a\u5efa\u8bae\u4f7f\u7528NetworkX\u6216igraph\u8fdb\u884c\u6570\u636e\u6e05\u6d17 \u4ea4\u4e92\u8bbe\u8ba1\u539f\u5219\uff1a\u9075\u5faa&rdquo;3\u79d2\u805a\u7126\u6cd5\u5219&rdquo;\uff0c\u786e\u4fdd\u6838\u5fc3\u4fe1\u606f\u5373\u65f6\u5448\u73b0 \u786c\u4ef6\u5339\u914d\u7b56\u7565\uff1aGPU\u52a0\u901f\u5bf9\u4ebf\u7ea7\u8282\u70b9\u6e32\u67d3\u6548\u7387\u63d0\u5347\u53ef\u8fbe8\u500d \u4e94\u3001\u672a\u6765\u8d8b\u52bf\u4e0e\u9009\u578b\u5efa\u8bae \u968f\u7740\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u6280\u672f\u7684\u6210\u719f\uff0c\u65b0\u4e00\u4ee3\u5de5\u5177\u5f00\u59cb\u96c6\u6210AI\u9a71\u52a8\u7684\u667a\u80fd\u5e03\u5c40\u529f\u80fd\u3002\u4f8b\u5982\uff0cyFiles\u6700\u65b0\u7248\u672c\u80fd\u6839\u636e\u7528\u6237\u5173\u6ce8\u70b9\u81ea\u52a8\u4f18\u5316\u89c6\u56fe\u5c42\u7ea7\u3002\u5efa\u8bae\u4f01\u4e1a\u5efa\u7acb\u52a8\u6001\u8bc4\u4f30\u673a\u5236\uff0c\u6bcf\u534a\u5e74\u91cd\u65b0\u5ba1\u89c6\u5de5\u5177\u9009\u578b\u662f\u5426\u7b26\u5408\u4ee5\u4e0b\u6307\u6807\uff1a \u73b0\u6709\u4e1a\u52a1\u6570\u636e\u7684\u590d\u6742\u7a0b\u5ea6 IT\u56e2\u961f\u7684\u6280\u672f\u6808\u9002\u914d\u5ea6 \u8de8\u90e8\u95e8\u534f\u4f5c\u7684\u6570\u636e\u5b89\u5168\u9700\u6c42 \u5e38\u89c1\u95ee\u9898\u901f\u67e5 Q\uff1a\u5f00\u6e90\u5de5\u5177\u662f\u5426\u8db3\u591f\u5e94\u5bf9\u4f01\u4e1a\u7ea7\u9700\u6c42\uff1f A\uff1a\u5173\u952e\u770b\u7ef4\u62a4\u6210\u672c\u2014\u2014Neo4j\u7b49\u5546\u4e1a\u4ea7\u54c1\u63d0\u4f9bSLA\u4fdd\u969c\uff0c\u800cCytoscape\u793e\u533a\u7248\u4f9d\u8d56\u81ea\u4e3b\u8fd0\u7ef4 Q\uff1a\u5982\u4f55\u5e73\u8861\u53ef\u89c6\u5316\u6548\u679c\u4e0e\u6027\u80fd\u6d88\u8017\uff1f A\uff1a\u91c7\u7528WebGL\u6e32\u67d3\u6280\u672f\uff0c\u914d\u5408LOD\uff08\u7ec6\u8282\u5c42\u6b21\uff09\u4f18\u5316\u7b56\u7565\u53ef\u63d0\u53473\u500d\u6e32\u67d3\u901f\u5ea6 Q\uff1a\u975e\u6280\u672f\u5c97\u4f4d\u5458\u5de5\u662f\u5426\u9700\u8981\u4e13\u95e8\u57f9\u8bad\uff1f A\uff1a\u63a8\u8350\u9009\u62e9\u7c7b\u4f3cKumu\u7684\u96f6\u4ee3\u7801\u5e73\u53f0\uff0c\u5176\u6a21\u677f\u5e93\u53ef\u964d\u4f4e80%\u7684\u5b66\u4e60\u95e8\u69db<\/p>\n","protected":false},"author":4,"featured_media":32286,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-32285","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-news"],"_links":{"self":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/32285","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/comments?post=32285"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/32285\/revisions"}],"predecessor-version":[{"id":32287,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/32285\/revisions\/32287"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/32286"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=32285"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=32285"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=32285"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}