{"id":57180,"date":"2018-09-17T09:00:12","date_gmt":"2018-09-17T01:00:12","guid":{"rendered":"https:\/\/blog.trendmicro.com.tw\/?p=57180"},"modified":"2018-09-28T11:29:14","modified_gmt":"2018-09-28T03:29:14","slug":"%e5%88%a9%e7%94%a8%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e5%8d%94%e5%8a%a9%e8%ad%98%e5%88%a5%e7%b6%b2%e9%a0%81%e7%ab%84%e6%94%b9%ef%bc%88web-defacement%ef%bc%89","status":"publish","type":"post","link":"https:\/\/blog.trendmicro.com.tw\/?p=57180","title":{"rendered":"\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u5354\u52a9\u8b58\u5225\u7db2\u9801\u7ac4\u6539\uff08Web Defacement\uff09"},"content":{"rendered":"<p>\u7db2\u9801\u7ac4\u6539\uff08web defacement\uff09 \u2013 \u4e00\u7a2e\u660e\u986f\u6539\u8b8a\u7db2\u9801\u5916\u89c0\u7684\u653b\u64ca\uff0c\u7279\u5225\u5728\u653f\u6cbb\u4e8b\u4ef6\u5f8c\u6703\u88ab\u99ed\u5ba2\u7528\u4f86\u8868\u9054\u81ea\u5df1\u7684\u653f\u6cbb\u7acb\u5834\u3002\u6211\u5011\u5728\u9032\u884c\u8a31\u591a\u7814\u7a76\u6642\u90fd\u6703\u9047\u5230\u3002\u6211\u5011\u5728<a href=\"https:\/\/www.trendmicro.com\/vinfo\/ph\/security\/news\/cyber-attacks\/web-defacements-exploring-the-methods-of-hacktivists\">\u4e4b\u524d\u7684\u4e00\u7bc7\u6587\u7ae0<\/a>\u88e1\u63a2\u8a0e\u4e86\u5e38\u898b\u7684\u7db2\u9801\u7ac4\u6539\u6d3b\u52d5\uff0c\u4e26\u5728<a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/using-insights-from-defplorex-ng-to-thwart-web-defacement-attacks\/\">\u53e6\u4e00\u7bc7\u6587\u7ae0<\/a>\u4e2d\u5f37\u8abf\u4e86\u6211\u5011\u8cc7\u5b89\u7814\u7a76\u5de5\u5177\u5167\u7684\u6a5f\u5668\u5b78\u7fd2\u80fd\u5920\u5354\u52a9\u96fb\u8166\u7dca\u6025\u61c9\u8b8a\u5c0f\u7d44\uff08CERT\/\u96fb\u8166\u8cc7\u5b89\u4e8b\u4ef6\u61c9\u8b8a\u5c0f\u7d44\uff08CSIRT\uff09\u53ca\u7db2\u7ad9\u7ba1\u7406\u54e1\u70ba\u6b64\u985e\u653b\u64ca\u505a\u597d\u6e96\u5099\u3002\u5f8c\u8005\u662f\u51fa\u81ea\u6211\u5011\u6700\u65b0\u5831\u544a\u300c<strong><em><a href=\"https:\/\/documents.trendmicro.com\/assets\/wp\/wp-web-defacement-campaigns-uncovered-gaining-insights-from-deface-pages-using-defplorex-ng.pdf\">\u627e\u51fa\u7db2\u9801\u7ac4\u6539\u6d3b\u52d5\uff1a\u4f7f\u7528DefPloreX-NG\u5f9e\u7ac4\u6539\u7db2\u9801\u53d6\u5f97\u6df1\u5165\u4e86\u89e3<\/a><\/em><\/strong>\u300d\u5167\u7684\u5206\u6790\u7d50\u679c\u3002\u5728\u9019\u88e1\u6211\u5011\u6703\u95e1\u8ff0\u70ba\u4ec0\u9ebc\u6a5f\u5668\u5b78\u7fd2\u80fd\u5920\u5354\u52a9\u6211\u5011\u66f4\u597d\u5730\u5206\u6790\u7406\u89e3\u99ed\u5ba2\u5982\u4f55\u904b\u4f5c\u53ca\u7d44\u7e54\u8d77\u4f86\u3002<\/p>\n<p><strong><em>\u5229\u7528DefPloreX-NG<\/em><\/strong><strong><em>\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u4f86\u5e6b\u5fd9<\/em><\/strong><\/p>\n<p>\u6211\u5011\u57282017\u5e74\u63a8\u51fa\u4e86<a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/defplorex-machine-learning-toolkit-large-scale-ecrime-forensics\/\">DefPloreX<\/a>\uff0c\u9019\u662f\u500b\u53ef\u4ee5\u7528\u5728\u5927\u898f\u6a21\u96fb\u5b50\u72af\u7f6a\u9451\u8b58\u7684\u6a5f\u5668\u5b78\u7fd2(Machine Learning)\u5de5\u5177\u3002\u800c\u4eca\u5e74\uff0c\u6211\u5011\u63a8\u51fa\u4e86<a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/using-insights-from-defplorex-ng-to-thwart-web-defacement-attacks\/\">DefPloreX-NG<\/a>\uff0c\u9019\u500b\u7248\u672c\u6574\u5408\u4e86\u5f37\u5316\u7684\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\u53ca\u65b0\u7684\u8996\u89ba\u5316\u7bc4\u672c\u3002\u6211\u5011\u5728\u6700\u65b0\u7684\u7db2\u9801\u7ac4\u6539\u5831\u544a\u4e2d\u5be6\u969b\u5730\u5229\u7528\u4e86DefPloreX-NG\u4f86\u5206\u679019\u5e74\u4f861,300\u842c\u4efd\u7684\u7db2\u9801\u7ac4\u6539\u8a18\u9304\u3002\u8cc7\u5b89\u5206\u6790\u5e2b\u548c\u7814\u7a76\u4eba\u54e1\u4e5f\u53ef\u4ee5\u7528\u5b83\u4f86\u5373\u6642\u8b58\u5225\u6b63\u5728\u9032\u884c\u7684\u7db2\u9801\u7ac4\u6539\u6d3b\u52d5\uff0c\u751a\u81f3\u662f\u65b0\u6216\u672a\u77e5\u7684\u653b\u64ca\u6d3b\u52d5\u3002\u589e\u5f37\u4e14\u5177\u5099\u66f4\u591a\u529f\u80fd\u7684\u5de5\u5177\u7d44\u80fd\u5920\u66f4\u6709\u6548\u5730\u5f9e\u539f\u59cb\u906d\u7ac4\u6539\u7db2\u7ad9\u904e\u6ffe\u51fa\u53ef\u64cd\u4f5c\u7684\u60c5\u5831\u3002\u5b83\u53ef\u4ee5\u81ea\u52d5\u8b58\u5225\u548c\u8ffd\u8e64\u7db2\u9801\u7ac4\u6539\u653b\u64ca\u6d3b\u52d5\uff0c\u70ba\u6bcf\u8d77\u653b\u64ca\u6d3b\u52d5\u52a0\u4e0a\u6709\u610f\u7fa9\u7684\u6a19\u7c64\u3002\u6b64\u5916\uff0c\u5b83\u9084\u53ef\u4ee5\u66f4\u52a0\u8f15\u9b06\u5730\u6392\u5e8f\u548c\u641c\u5c0b\u7db2\u7ad9\uff0c\u50cf\u6839\u64da\u653b\u64ca\u8005\u6216\u99ed\u5ba2\u7d44\u7e54\u3001\u52d5\u6a5f\u3001\u5167\u5bb9\u6216\u5ba3\u50b3\u985e\u578b\u3001\u9802\u7d1a\u7db2\u57df\uff08TLD\uff09\u3001\u906d\u7ac4\u6539\u7db2\u7ad9\u985e\u5225\uff08\u5a92\u9ad4\u7b49\uff09\u7b49\u7b49\u6a19\u7c64\u3002\u9019\u4e9b\u5f88\u5927\u7a0b\u5ea6\u5730\u662f\u7d93\u7531\u6a5f\u5668\u5b78\u7fd2\u7684\u5e6b\u5fd9\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/files\/2018\/08\/Figure_1_ML_Web_Defacement.jpg\" width=\"885\" height=\"832\" \/><\/p>\n<p><em>\u57161<\/em><em>\u3001\u4f7f\u7528DefPloreX-NG<\/em><em>\u81ea\u52d5\u5206\u6790\u906d\u7ac4\u6539\u7db2\u9801<\/em><\/p>\n<p><!--more--><\/p>\n<ul>\n<li><strong>\u6b77\u53f2\u548c\u5373\u6642\u8cc7\u6599\u96c6\uff1a<\/strong>\u5728\u9019\u6b21\u7684\u7814\u7a76\u4e2d\uff0c\u6211\u5011\u4f7f\u7528\u4f86\u81ea\u4e94\u500b\u4e3b\u8981\u7db2\u7ad9\u7684\u4e0d\u91cd\u8907\u7db2\u9801\u7ac4\u6539\u7d00\u9304\u3002\u4f7f\u7528\u9019\u4e9b\u5831\u5c0e\u7db2\u7ad9\u53ef\u4ee5\u8b93\u6211\u5011\u53d6\u5f97\u532f\u7e3d\u81ea\u5404\u4f86\u6e90\uff08\u5982\u5171\u4eab\u8a08\u5283\u3001CERT\u6216\u53d7\u5bb3\u7d44\u7e54\u7b49\uff09\u7684\u7db2\u9801\u7ac4\u6539\u8a18\u9304\u3002\u6211\u5011\u7b2c\u4e00\u6b65\u8981\u505a\u7684\u662f\u78ba\u4fdd\u4f7f\u7528\u7684\u8cc7\u6599\u96c6\u503c\u5f97\u4fe1\u8cf4 <a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/how-machine-learning-can-help-identify-web-defacement-campaigns\/#_ftn1\">[1]<\/a>\uff0c\u9019\u4ee3\u8868\u6211\u5011\u5fc5\u9808\u7528\u5be6\u969b\u7db2\u7ad9\u5167\u5bb9\u4f86\u6392\u5e8f\u800c\u4e0d\u53ea\u662f\u7528\u5f8c\u8a2d\u8cc7\u6599\uff08metadata\uff09\u3002\u4f9d\u64da\u5be6\u969b\u5167\u5bb9\uff08\u5982\u7db2\u7ad9\u3001\u5716\u50cf\u3001\u7ac4\u6539\u5167\u5bb9\u7b49\uff09\u662f\u5f97\u51fa\u6709\u610f\u7fa9\u7d50\u8ad6\u7684\u95dc\u9375\u3002<\/li>\n<li><strong>\u70ba\u7121\u7279\u5fb5\u8cc7\u6599\u96c6\u5206\u914d\u5c6c\u6027\uff1a<\/strong>\u6211\u5011\u70ba\u8cc7\u6599\u96c6\u5206\u914d\u4e86\u5c6c\u6027\uff08\u7db2\u9801\u7ac4\u6539\u4e8b\u4ef6\u7684\u6642\u9593\u6233\u8a18\uff0c\u906d\u7ac4\u6539\u7db2\u7ad9\u7684\u985e\u5225\u7b49\uff09\u3002\u5f9e\u539f\u59cb\u5167\u5bb9\uff08\u5982HTML\u5167\u5bb9\u3001\u5716\u50cf\u6216\u5176\u4ed6\u591a\u5a92\u9ad4\u8cc7\u6599\uff09\u4e2d\uff0c\u6211\u5011\u63d0\u53d6\u51fa\u53ef\u4ee5\u8f49\u5316\u70ba\u6709\u7528\u7279\u5fb5\u7684\u8cc7\u8a0a\u3002\u900f\u904e\u5206\u914d\u9019\u4e9b\u7279\u5fb5\u53ef\u4ee5\u8b93\u6211\u5011\u53d6\u5f97\u8996\u89ba\u7279\u5fb5\uff08\u5982\u5716\u50cf\u6216\u4e3b\u8272\uff09\uff0c\u5730\u57df\u7279\u5fb5\uff08\u6240\u4f7f\u7528\u7684\u8a9e\u8a00\uff09\u8207\u7db2\u57df\u95dc\u806f\uff08\u5982\u51fa\u73fe\u8de8\u57df\u9023\u7d50\u7684\u6bd4\u7387\u7b49\uff09\u3002<\/li>\n<li><strong>\u6839\u64da\u5206\u914d\u7684\u7279\u5fb5\u9032\u884c\u96c6\u7fa4\uff1a<\/strong>\u63a5\u4e0b\u4f86\uff0c\u6211\u5011\u6839\u64da\u63d0\u53d6\u7684\u7279\u5fb5\u5c07\u985e\u4f3c\u7684\u7ac4\u6539\u7db2\u9801\u5206\u7d44\u70ba\u96c6\u7fa4\uff08\u53c3\u898b\u57162\uff09\u3002\u6211\u5011\u5728\u9019\u88e1\u7528\u6a5f\u5668\u5b78\u7fd2\u9032\u884c\u8cc7\u6599\u5206\u7fa4\u3002\u985e\u4f3c\u7db2\u9801\u6703\u5177\u6709\u985e\u4f3c\u7279\u5fb5\uff0c\u56e0\u6b64\u6700\u7d42\u6703\u96c6\u7fa4\u5728\u4e00\u8d77\u3002\u96c6\u7fa4\u53ef\u4ee5\u8b93\u6211\u5011\u5c07\u55ae\u4e00\u4e8b\u4ef6\u7d44\u7e54\u6210\u540c\u4e00\u7cfb\u5217\u7684\u653b\u64ca\u6d3b\u52d5\u3002\u56e0\u70ba\u6211\u5011\u7684\u8cc7\u6599\u96c6\u5305\u542b\u6578\u767e\u842c\u7b46\u8a18\u9304\uff0c\u6bcf\u7b46\u8a18\u9304\u5177\u6709\u6578\u5341\u500b\u7279\u5fb5\uff0c\u56e0\u6b64\u6211\u5011\u9078\u64c7\u4e86\u4e00\u7a2e\u53ef\u4ee5\u89e3\u6c7a\u53ef\u7528\u8a18\u61b6\u9ad4\u548c\u6642\u9593\u9650\u5236\u7684\u6f14\u7b97\u6cd5\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><em>\u6ce8\u610f\uff1a\u7279\u5fb5\u5de5\u7a0b\u662f\u96c6\u7fa4\u554f\u984c\u7684\u6838\u5fc3\u3002\u6211\u5011\u78ba\u5b9a\u4e86\u53ef\u4ee5\u63d0\u53d6\u4f86\u8868\u793a\u7ac4\u6539\u7db2\u9801\u7684\u7279\u5fb5\u3002<\/em><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/files\/2018\/08\/Figure_2_ML_Web_Defacement.jpg\" \/><\/p>\n<p><em>\u57162<\/em><em>\u3001\u7ac4\u6539\u7db2\u9801\u7bc4\u4f8b\u53ca\u63d0\u53d6\u7d66\u96c6\u7fa4\u7528\u7684\u7279\u5fb5<\/em><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong>\u96c6\u7fa4\uff08Clustering<\/strong><strong>\uff09\u8207\u5206\u985e\uff08Classification<\/strong><strong>\uff09\uff1a<\/strong>\u6211\u5011\u4f7f\u7528\u7684\u662f\u7121\u76e3\u7763\u6a5f\u5668\u5b78\u7fd2\uff0c\u4e5f\u5c31\u662f\u8cc7\u6599\u96c6\u7fa4\u3002\u7f3a\u4e4f\u57fa\u672c\u4e8b\u5be6\u662f\u6211\u5011\u9078\u64c7\u8cc7\u6599\u96c6\u7fa4\u4f5c\u70ba\u5206\u6790\u7cfb\u7d71\u6838\u5fc3\u7684\u539f\u56e0\uff0c\u6bcf\u500b\u7ac4\u6539\u7db2\u9801\u90fd\u662f\u4e00\u500b\u4ee3\u8868\u4e00\u7d44\u6578\u503c\u548c\u5206\u985e\u7279\u5fb5\u7684\u7269\u4ef6\u3002<\/li>\n<li><strong>\u6a19\u7c64\uff08Label<\/strong><strong>\uff09\uff1a<\/strong>\u96c6\u7fa4\u4e4b\u5f8c\uff0c\u6211\u5011\u6a19\u8a18\u96c6\u7fa4\u4e26\u6839\u64da\u5404\u7a2e\u7dad\u5ea6\uff08\u5982\u6642\u9593\u9577\u5ea6\u3001\u653b\u64ca\u8005\u3001\u76ee\u6a19\u3001\u4e3b\u984c\u7b49\uff09\u4f86\u8996\u89ba\u5316\u653b\u64ca\u6d3b\u52d5\u3002\u70ba\u4e86\u63d0\u4f9b\u5206\u6790\u4eba\u54e1\u53ef\u89e3\u91cb\u4e14\u5177\u53ef\u8b80\u6027\u7684\u96c6\u7fa4\u7ac4\u6539\u7db2\u9801\u8996\u5716\uff0c\u6211\u5011\u5c07\u6bcf\u500b\u96c6\u7fa4\u8868\u793a\u6210\u4e00\u4efd\u7c21\u660e\u5831\u544a\uff0c\u5305\u542b\u4e86\u6642\u9593\u8de8\u5ea6\uff08\u6700\u820a\u548c\u6700\u65b0\u7684\u7ac4\u6539\u7db2\u9801\uff09\u4ee5\u53ca\u70ba\u8a72\u96c6\u7fa4\u6240\u5efa\u7acb\u6709\u610f\u7fa9\u6a19\u7c64\u7684\u6a21\u5f0f\u5217\u8868\u3002\u900f\u904e\u5de5\u5177\u6240\u5448\u73fe\u51fa\u4f86\u7684\u7d50\u679c\u4e0d\u50c5\u8b93\u6211\u5011\u80fd\u5920\u8b58\u5225\u53d7\u76e3\u63a7\u6b63\u5e38\u7db2\u9801\u5167\u7684\u7ac4\u6539\u7db2\u9801\uff0c\u4e5f\u53ef\u4ee5\u5c07\u4e0d\u540c\u7cfb\u5217\u7684\u7db2\u9801\u7ac4\u6539\u6d3b\u52d5\u5206\u8fa8\u958b\u4f86\u3002<\/li>\n<\/ul>\n<p><strong><em>\u00a0<\/em><\/strong><\/p>\n<p><strong><em>\u6839\u64da\u5171\u540c\u5c6c\u6027\u7684\u767c\u73fe<\/em><\/strong><\/p>\n<p>\u5982\u524d\u6240\u8ff0\uff0cDefPloreX-NG\u5e6b\u52a9\u5206\u6790\u4eba\u54e1\u5f9e\u7db2\u9801\u7ac4\u6539\u8a18\u9304\u5206\u6790\u5f97\u51fa\u7d30\u7bc0\uff0c\u5305\u62ec\u99ed\u5ba2\u5718\u9ad4\u7684\u7279\u6027 \u2013 \u5f9e\u4ed6\u5011\u6240\u91dd\u5c0d\u7684\u9802\u7d1a\u7db2\u57df\u5230\u7d44\u7e54\u65b9\u5f0f\u53ca\u904b\u4f5c\u6a21\u5f0f\u3002\u5f9e\u9019\u4e9b\u5206\u6790\u4e2d\u6211\u5011\u53ef\u4ee5\u5f97\u51fa\u4e00\u4e9b\u5177\u9ad4\u767c\u73fe\uff1a<\/p>\n<ul>\n<li><strong>\u7db2\u9801\u7ac4\u6539\u8005\u7684\u8a0a\u606f\u4e3b\u984c\u96a8\u8457\u6642\u9593\u63a8\u79fb\u800c\u6539\u8b8a\uff1a<\/strong>\u70ba\u4e86\u4e86\u89e3\u99ed\u5ba2\u6240\u7559\u8a0a\u606f\u5982\u4f55\u96a8\u8457\u6642\u9593\u63a8\u79fb\u800c\u6539\u8b8a\uff0c\u6211\u5011\u4f7f\u7528\u4e86\u4e00\u7a2e\u7a31\u70ba\u4e3b\u984c\u6a21\u578b\uff08topic modeling\uff09\u7684\u73fe\u6210\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\uff0c\u9019\u500b\u6280\u8853\u88ab\u5927\u91cf\u7528\u65bc\u65b0\u5206\u985e\u4ee5\u78ba\u5b9a\u6545\u4e8b\u4e3b\u984c\u3002\u4e3b\u984c\u6a21\u578b\u6f14\u7b97\u6cd5\u53ef\u4ee5\u5c07\u5927\u91cf\u8cc7\u6599\uff08\u5982\u906d\u7ac4\u6539\u7db2\u9801\uff09\u5206\u985e\u70ba\u5c0f\u7d44\u9ad8\u968e\u6982\u5ff5\u6216\u4e3b\u984c\u3002\u9019\u8b93\u6211\u5011\u53ef\u4ee5\u770b\u51fa\u99ed\u5ba2\u6240\u95dc\u5fc3\u4e3b\u984c\u7684\u6f14\u8b8a\uff0c\u6b63\u5982\u8a0a\u606f\u6240\u63d0\u5230\u7684\u4e3b\u8981\u7528\u8a9e\u6240\u53cd\u6620\u7684\u90a3\u6a23\uff0c\u9019\u4e9b\u4e3b\u8981\u7528\u8a9e\u4e5f\u8207\u653b\u64ca\u6642\u73fe\u5be6\u4e16\u754c\u7684\u4e8b\u4ef6\u6709\u95dc\u3002\u4f8b\u5982\uff0c\u300cpope\uff08\u6559\u5b97\uff09\u300d\u3001\u300cterror\uff08\u6050\u6016\uff09\u300d\u3001\u300ccountry\uff08\u570b\u5bb6\uff09\u300d\u3001\u300cmarocain\uff08\u6469\u6d1b\u54e5\uff09\u300d\u548c\u300cturk\uff08\u571f\u8033\u5176\u4eba\uff09\u300d\u5728\u67d0\u4e9b\u5e74\u662f\u7ac4\u6539\u7db2\u9801\u6700\u5e38\u51fa\u73fe\u7684\u7528\u8a9e\uff0c\u9019\u82072005\u5e74\u6559\u5b97\u9078\u8209\u79d8\u5bc6\u6703\u8b70\u62162007\u5e74\u571f\u8033\u5176\u5927\u9078\u7b49\u4e8b\u4ef6\u76f8\u543b\u5408\u3002\u5c0d\u5e38\u898b\u4e3b\u984c\u7684\u7406\u89e3\u4e5f\u8b93\u6211\u5011\u53ef\u4ee5\u5c0d\u8a31\u591a\u99ed\u5ba2\u7684\u52d5\u6a5f\u548c\u96b8\u5c6c\u95dc\u4fc2\u505a\u51fa\u4e00\u4e9b\u63a8\u8ad6\u3002\u6b63\u5982\u300cmarocain\uff08\u6469\u6d1b\u54e5\uff09\u300d\u548c\u300cterror\uff08\u6050\u6016\uff09\u300d\u95dc\u9375\u8a5e\u6240\u63ed\u793a\uff0c\u8a31\u591a\u99ed\u5ba2\u4f3c\u4e4e\u5c07\u81ea\u5df1\u5851\u9020\u6210\u652f\u6301\u5b97\u6559\u6216\u793e\u6703\u653f\u6cbb\u610f\u8b58\u5f62\u614b\u7684\u7db2\u8def\u7a4d\u6975\u4efd\u5b50\u3002<\/li>\n<li><strong>\u985e\u4f3c\u7684\u76ee\u6a19\u548c\u5408\u4f5c\uff1a<\/strong>\u5177\u6709\u985e\u4f3c\u76ee\u6a19\u7684\u653b\u64ca\u6d3b\u52d5\u901a\u5e38\u4e5f\u6703\u5728\u653f\u6cbb\u76ee\u7684\u548c\u52d5\u6a5f\u65b9\u9762\u76f8\u91cd\u758a\uff0c\u63ed\u793a\u5176\u80cc\u5f8c\u7684\u99ed\u5ba2\u53ef\u80fd\u5982\u4f55\u5408\u4f5c\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><em>\u6ce8\u610f\uff1aDefPloreX-NG<\/em><em>\u5206\u6790\u986f\u793a\u51fa\u4e5d\u8d77\u653b\u64ca\u6d3b\u52d5\uff0c\u6bcf\u8d77\u653b\u64ca\u6d3b\u52d5\u90fd\u4ee3\u8868\u6709\u5718\u968a\u6216\u7db2\u9801\u7ac4\u6539\u8005\u53c3\u8207\u3002<\/em><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/files\/2018\/08\/mlwebdefacement.jpg\" width=\"1054\" height=\"652\" \/><\/p>\n<p><em>\u57163<\/em><em>\u3001\u8207Charlie Hebdo<\/em><em>\uff08\u6cd5\u570b\u67e5\u7406\u9031\u520a\uff09\u653b\u64ca\u6709\u95dc\u7684\u653b\u64ca\u6d3b\u52d5\u6982\u8ff0<\/em><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong>\u99ed\u5ba2\u76f8\u91cd\u758a\uff1a<\/strong>\u6211\u5011\u5f9e\u5206\u6790\u5f97\u51fa\u4e00\u500b\u6709\u610f\u601d\u7684\u898b\u89e3\uff0c\u9019\u4e9b\u653b\u64ca\u6d3b\u52d5\u80cc\u5f8c\u7684\u99ed\u5ba2\u53ef\u80fd\u662f\u5b64\u72fc\uff0c\u4f46\u4e5f\u7d93\u5e38\u6703\u806f\u5408\u8d77\u4f86\u6216\u662f\u81e8\u6642\u5408\u4f5c\u3002\u4f8b\u5982\u7576\u5169\u500b\u7ac4\u6539\u7db2\u9801\u4f7f\u7528\u8a31\u591a\u76f8\u4f3c\u7684\u7279\u5fb5\uff08\u5982\u5b57\u9ad4\u5927\u5c0f\u3001\u80cc\u666f\u984f\u8272\u3001\u985e\u4f3c\u7684\u984f\u8272\u4e3b\u984c\uff09\u6642\uff0c\u53ef\u4ee5\u770b\u51fa\u8207\u5176\u4ed6\u5718\u9ad4\u7684\u5408\u4f5c\u3002\u9019\u7a2e\u76f8\u4f3c\u6027\u662f\u5f37\u6709\u529b\u7684\u6b78\u56e0\u6307\u6a19\uff0c\u4e5f\u53ef\u4ee5\u8b93\u5206\u6790\u4eba\u54e1\u5c0d\u7db2\u9801\u7ac4\u6539\u9032\u884c\u5206\u7d44\uff0c\u4e26\u7406\u89e3\u5718\u9ad4\u548c\u500b\u4eba\u99ed\u5ba2\u9593\u7684\u95dc\u4fc2\u3002\u6211\u5011\u4f9d\u9760\u6b64\u6307\u6a19\u4f86\u81ea\u52d5\u6aa2\u6e2c\u548c\u8ffd\u8e64\u653b\u64ca\u6d3b\u52d5\u3002<\/li>\n<li><strong>\u5718\u9ad4\u8207\u500b\u4eba\u99ed\u5ba2\uff1a<\/strong>\u624b\u52d5\u6aa2\u67e5\u6578\u4ee5\u5343\u8a08\u7ac4\u6539\u7db2\u9801\u5f8c\uff0c\u6211\u5011\u767c\u73fe\u73fe\u5728\u7684\u99ed\u5ba2\u4e0d\u50c5\u662f\u5b64\u55ae\u7684\u201c\u8173\u672c\u5c0f\u5b50\u201d\uff0c\u800c\u662f\u50be\u5411\u65bc\u5718\u968a\u5408\u4f5c\u3002\u5e7e\u4e4e\u6709\u4e00\u534a\u7684\u7db2\u9801\u7ac4\u6539\u653b\u64ca\uff0847%\uff09\u80cc\u5f8c\u99ed\u5ba2\u8ddf\u81f3\u5c11\u4e00\u500b\u5718\u9ad4\u6709\u95dc\u806f\uff1b\u5176\u9918\u5247\u7368\u81ea\u884c\u52d5\u3002\u5f88\u591a\u6642\u5019\uff0c\u5718\u968a\u540d\u7a31\u53ca\u5176\u6210\u54e1\u90fd\u6703\u51fa\u73fe\u5728\u7ac4\u6539\u7db2\u9801\u7684\u5167\u5bb9\u4e2d\u3002\u5927\u591a\u6578\u653b\u64ca\uff0870%\uff09\u662f\u4ee5\u806f\u5408\u884c\u52d5\u9032\u884c\uff0c\u800c\u975e\u5b64\u72fc\u99ed\u5ba2\u3002<\/li>\n<li><strong>\u6301\u7e8c\u6642\u9593\u8207\u5f37\u5ea6\uff1a<\/strong>DefPloreX-NG\u53ef\u6839\u64da\u5176\u9577\u671f\u884c\u70ba\u81ea\u52d5\u5c07\u653b\u64ca\u6d3b\u52d5\u6a19\u8a18\u70ba\u9577\u671f\u6216\u6fc0\u9032\u3002\u6211\u5011\u767c\u73fe\u4e86\u9577\u671f\u548c\u6fc0\u9032\u6d3b\u52d5\u9593\u7684\u5c0d\u6bd4\uff08\u898b\u57164\uff09\u3002\u6bcf\u4e00\u683c\u4ee3\u8868\u6bcf\u5e74\u4e00\u8d77\u653b\u64ca\u6d3b\u52d5\u9032\u884c\u7684\u653b\u64ca\u6b21\u6578\u3002\u9577\u671f\u6d3b\u52d5\u9032\u884c\u8f03\u6162\u4e14\u8f03\u9577\u6642\u9593\u7684\u653b\u64ca\uff0c\u800c\u6fc0\u9032\u6d3b\u52d5\u6703\u53cd\u61c9\u5730\u57df\u6027\u4e8b\u4ef6\uff08\u5982\u6050\u6016\u653b\u64ca\uff09\uff0c\u4e26\u4e14\u901a\u5e38\u6703\u5728\u4e8b\u4ef6\u767c\u751f\u5f8c\u5e7e\u5929\u9032\u884c\u5927\u898f\u6a21\u653b\u64ca\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/files\/2018\/08\/Figure_4.1_ML_Web_Defacement.jpg\" width=\"924\" height=\"544\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/files\/2018\/08\/Figure_4.2_ML_Web_Defacement.jpg\" width=\"923\" height=\"544\" \/><\/p>\n<p><em>\u57164<\/em><em>\u3001\u9577\u671f\u6d3b\u52d5\uff08\u4e0a\uff09\u548c\u6700\u6fc0\u70c8\u7684\u6fc0\u9032\u6d3b\u52d5\uff08\u4e0b\uff09<\/em><\/p>\n<p>&nbsp;<\/p>\n<p>\u7db2\u9801\u7ac4\u6539\u8005\u6703\u7559\u4e0b\u75d5\u8de1\uff0c\u6211\u5011\u5c55\u793a\u4e86\u5982\u4f55\u5229\u7528\u9019\u4e9b\u75d5\u8de1\u548c\u6a5f\u5668\u5b78\u7fd2\u4f86\u5c07\u55ae\u4e00\u7db2\u9801\u7ac4\u6539\u4e8b\u4ef6\u4ee5\u985e\u4f3c\u6d3b\u52d5\u3001\u985e\u578b\u548c\u80cc\u5f8c\u99ed\u5ba2\u4f86\u9032\u884c\u5206\u985e\uff0c\u81ea\u52d5\u5206\u6790\u6578\u767e\u842c\u500b\u6848\u4f8b\u3002\u6211\u5011\u63a1\u7528\u8cc7\u6599\u9a45\u52d5\u65b9\u6cd5\uff0c\u4e26\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u5c07\u975e\u7d50\u69cb\u5316\u8cc7\u6599\u8f49\u63db\u70ba\u6709\u610f\u7fa9\u7684\u9ad8\u968e\u63cf\u8ff0\u3002\u5982\u679c\u6c92\u6709\u81ea\u52d5\u5316\u7cfb\u7d71\uff0c\u8981\u8655\u74061,300\u842c\u7b46\u8a18\u9304\u6703\u76f8\u7576\u5730\u8017\u8cbb\u6642\u9593\u548c\u8cc7\u6e90\uff0c\u60f3\u60f3\u770b\u9032\u884c\u9019\u6a23\u4efb\u52d9\u6240\u9700\u7684\u5927\u91cf\u8655\u7406\u80fd\u529b\u3002\u6211\u5011\u5728\u5b89\u5168\u5de5\u5177\u4e2d\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u4e0d\u53ea\u662f\u7528\u4f86\u5075\u6e2c\uff0c\u9084\u53ef\u4ee5\u57fa\u65bc\u5927\u91cf\u60c5\u5831\u4f86\u5efa\u9020\u667a\u80fd\u60c5\u5831\uff0c\u53ef\u4ee5\u7528\u65bc\u7814\u7a76\u6216\u5176\u4ed6\u5206\u6790\u3002<\/p>\n<p>\u8981\u4e86\u89e3\u66f4\u591a\u95dc\u65bcDefPloreX-NG\u7684\u8cc7\u6599\u53ca\u5982\u4f55\u7528\u5b83\u4f86\u5206\u6790\u7db2\u9801\u7ac4\u6539\u6d3b\u52d5\uff0c\u9084\u6709\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u5982\u4f55\u5e6b\u52a9\u6211\u5011\u9032\u884c\u5206\u6790\uff0c\u8acb\u53c3\u8003\u6211\u5011\u6700\u65b0\u7684\u7814\u7a76\u5831\u544a\u3002<\/p>\n<p><a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/how-machine-learning-can-help-identify-web-defacement-campaigns\/#_ftnref1\">[1]<\/a> \u7db2\u9801\u7ac4\u6539\u80cc\u5f8c\u7684\u99ed\u5ba2\u6240\u81ea\u884c\u63d0\u4f9b\u7684\u8cc7\u6599\u4e26\u4e0d\u7e3d\u662f\u53ef\u9760\uff0c\u56e0\u70ba\u6703\u6709\u6545\u610f\u52a0\u5165\u8aa4\u5c0e\u6027\u8cc7\u8a0a\u7684\u98a8\u96aa\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>@\u539f\u6587\u51fa\u8655\uff1a<a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/how-machine-learning-can-help-identify-web-defacement-campaigns\/\">How Machine Learning Can Help Identify Web Defacement Campaigns<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7db2\u9801\u7ac4\u6539\uff08web defacement\uff09 \u2013 \u4e00\u7a2e\u660e\u986f\u6539\u8b8a\u7db2\u9801\u5916\u89c0\u7684\u653b\u64ca\uff0c\u7279\u5225\u5728\u653f\u6cbb\u4e8b\u4ef6\u5f8c\u6703\u88ab\u99ed\u5ba2\u7528\u4f86\u8868\u9054\u81ea\u5df1 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_wpscppro_dont_share_socialmedia":false,"_wpscppro_custom_social_share_image":0,"_facebook_share_type":"","_twitter_share_type":"","_linkedin_share_type":"","_pinterest_share_type":"","_linkedin_share_type_page":"","_instagram_share_type":"","_medium_share_type":"","_threads_share_type":"","_google_business_share_type":"","_selected_social_profile":[],"_wpsp_enable_custom_social_template":false,"_wpsp_social_scheduling":{"enabled":false,"datetime":null,"platforms":[],"status":"template_only","dateOption":"today","timeOption":"now","customDays":"","customHours":"","customDate":"","customTime":"","schedulingType":"absolute"},"_wpsp_active_default_template":true},"categories":[3455,3024,4007],"tags":[3706,2961,3707],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/57180"}],"collection":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=57180"}],"version-history":[{"count":0,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/57180\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=57180"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=57180"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=57180"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}