{"id":55298,"date":"2018-05-07T09:00:37","date_gmt":"2018-05-07T01:00:37","guid":{"rendered":"https:\/\/blog.trendmicro.com.tw\/?p=55298"},"modified":"2018-04-24T16:26:21","modified_gmt":"2018-04-24T08:26:21","slug":"%e5%88%a9%e7%94%a8%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92-machine-learning%e6%a8%99%e8%a8%98%e6%9c%aa%e7%9f%a5%e6%aa%94%e6%a1%88","status":"publish","type":"post","link":"https:\/\/blog.trendmicro.com.tw\/?p=55298","title":{"rendered":"\u5229\u7528\u6a5f\u5668\u5b78\u7fd2 (Machine Learning)\u6a19\u8a18\u672a\u77e5\u6a94\u6848"},"content":{"rendered":"<p>\u8da8\u52e2\u79d1\u6280\u7814\u7a76\u4eba\u54e1\u7684\u4e00\u9805\u7814\u7a76\u986f\u793a\u4e0b\u8f09\u7684\u8edf\u9ad4\u6a94\u6848\u4e2d\u670983%\u5c6c\u65bc\u672a\u77e5\u6216\u672a\u7d93\u5206\u985e\u904e\u7684\u6a94\u6848\uff0c\u6709\u4e9b\u751a\u81f3\u5df2\u7d93\u51fa\u73fe\u8d85\u904e\u5169\u5e74\u4e86\u3002\u56e0\u70ba\u5927\u591a\u6578\u60e1\u610f\u8edf\u9ad4\u5a01\u8105\u4f86\u81ea\u65bc\u4e0b\u8f09\u4e8b\u4ef6\uff0c\u56e0\u6b64\u7814\u7a76\u4eba\u54e1\u958b\u767c\u4e86\u5177\u53ef\u8b80\u6027\u7684<a href=\"https:\/\/www.trendmicro.com\/vinfo\/ph\/security\/definition\/machine-learning\">\u6a5f\u5668\u5b78\u7fd2<\/a>\u7cfb\u7d71\uff0c\u80fd\u5920\u6210\u529f\u5730\u5c07\u672a\u77e5\u6a94\u6848\u5206\u985e\u70ba\u6b63\u5e38\u6216\u60e1\u610f\u3002<\/p>\n<p>\u9019\u9805<a href=\"https:\/\/documents.trendmicro.com\/assets\/wp\/wp-exploring-the-long-tail.pdf\">\u7814\u7a76<\/a>\u5229\u7528\u5728\u4e03\u500b\u6708\u5167\u6240\u6536\u96c6\u7684300\u842c\u4efd\u7684\u7db2\u8def\u4e0b\u8f09\u4e8b\u4ef6\u4f5c\u70ba\u8cc7\u6599\u96c6\u3002\u9019\u4e9b\u4e8b\u4ef6\u5229\u7528\u591a\u7a2e\u8da8\u52e2\u79d1\u6280\u5167\u90e8\u7cfb\u7d71\u53ca\u5916\u90e8\u516c\u958b\u7cfb\u7d71\u4f86\u6a19\u8a18\u4ee5\u9032\u884c\u7814\u7a76\u548c\u5206\u6790\u3002\u4f46\u53ea\u6709\u4e0d\u523017%\u7684\u8cc7\u6599\u96c6\u80fd\u7528\u50b3\u7d71\u65b9\u6cd5\u9032\u884c\u6a19\u8a18\u3002<\/p>\n<p>\u5118\u7ba1\u9019\u4e9b\u672a\u77e5\u6a94\u6848\u7684\u666e\u53ca\u7387\u975e\u5e38\u4f4e\uff0c\u4f46\u7814\u7a76\u7d50\u679c\u767c\u73fe\u670969%\u7684\u96fb\u8166\u4e0b\u8f09\u4e00\u500b\u6216\u591a\u500b\u53ef\u80fd\u70ba\u60e1\u610f\u8edf\u9ad4\u7684\u672a\u77e5\u8edf\u9ad4\u6a94\u6848\u3002<\/p>\n<p><a href=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2018\/04\/machine-learning.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-55299\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2018\/04\/machine-learning.jpg\" alt=\"\" width=\"800\" height=\"533\" srcset=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2018\/04\/machine-learning.jpg 800w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2018\/04\/machine-learning-300x200.jpg 300w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2018\/04\/machine-learning-768x512.jpg 768w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2018\/04\/machine-learning-600x400.jpg 600w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2018\/04\/machine-learning-30x20.jpg 30w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><strong><em>\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u4f86\u89e3\u958b\u672a\u77e5\u72c0\u614b<\/em><\/strong><\/p>\n<p>\u70ba\u4e86\u6e1b\u5c11\u672a\u77e5\u4e0b\u8f09\u8edf\u9ad4\u7684\u6578\u91cf\uff0c\u8da8\u52e2\u79d1\u6280\u7814\u7a76\u4eba\u54e1\u958b\u767c\u4e86\u4e00\u5957\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\uff0c\u9019\u500b\u7cfb\u7d71\u6703\u5c07\u5c0d\u8edf\u9ad4\u6a94\u6848\u8cc7\u8a0a\u548c\u7279\u5fb5\u7684\u89c0\u5bdf\u7d50\u679c\u81ea\u52d5\u7522\u751f\u51fa\u5075\u6e2c\u898f\u5247\u3002\u9019\u5957\u53ef\u64da\u4ee5\u884c\u52d5\u7684\u667a\u6167\u7cfb\u7d71\u5206\u6790\u4e0b\u8f09\u8edf\u9ad4\u6a94\u6848\u7684\u4ee5\u4e0b\u8cc7\u8a0a\uff1a<\/p>\n<ul>\n<li>\u7c3d\u7ae0\u8005(Signer)\uff0c\u6191\u8b49\u9812\u767c\u6a5f\u69cb(CA)\u4ee5\u53ca\u4e0b\u8f09\u6a94\u6848\u7684\u5c01\u88dd\u7a0b\u5f0f(packer)<\/li>\n<li>\u7c3d\u7ae0\u8005(Signer)\uff0c\u6191\u8b49\u9812\u767c\u6a5f\u69cb(CA)\u4ee5\u53ca\u4e0b\u8f09\u7a0b\u5e8f\u7684\u5c01\u88dd\u7a0b\u5f0f(packer)<\/li>\n<li>\u4e0b\u8f09\u7a0b\u5e8f\u7684\u985e\u5225\uff08\u700f\u89bd\u5668\uff0cWindows\uff0cJava\u7b49\uff09<\/li>\n<li>\u4e0b\u8f09\u7db2\u57df\u7684\u71b1\u9580\u7a0b\u5ea6<\/li>\n<\/ul>\n<p><!--more--><\/p>\n<p>\u5229\u7528PART\u898f\u5247\u5b78\u7fd2\u6f14\u7b97\u6cd5\uff0c\u7814\u7a76\u4eba\u54e1\u958b\u767c\u4e86\u5177\u5099\u53ef\u8b80\u6027\u5206\u985e\u898f\u5247\u7684\u5177\u53ef\u8b80\u6027\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u3002\u5b83\u8b93\u7814\u7a76\u4eba\u54e1\u53ef\u4ee5\u8f15\u9b06\u5730\u89c0\u5bdf\u3001\u7406\u89e3\u548c\u5206\u6790\u7d50\u679c\uff0c\u4e26\u4e0d\u50cf\u5176\u4ed6\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\uff08\u5982\u652f\u63f4\u5411\u91cf\u6a5f\uff08SVM\uff09\u548c\u795e\u7d93\u7db2\u8def\uff09\u90a3\u6a23\u7121\u6cd5\u4e86\u89e3\u3002<\/p>\n<p>\u958b\u767c\u51fa\u4f86\u7684\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u6bcf\u6708\u80fd\u5920\u7522\u751f1,500\u500b\u65b0\u5075\u6e2c\u898f\u5247\uff0c\u5c07\u672a\u77e5\u7684\u4e0b\u8f09\u6a94\u6848\u6578\u91cf\u6e1b\u5c11\u4e8628%\u3002\uff08\u8a3b\uff1a\u9019\u662f\u57fa\u65bc\u4e03\u500b\u6708\u8cc7\u6599\u7684\u5e73\u5747\u6578\u5b57\uff09<\/p>\n<p><strong><em>\u60e1\u610f\u8edf\u9ad4\u5229\u7528\u7a0b\u5f0f\u78bc\u7c3d\u7ae0\u548cPUA<\/em><\/strong><strong><em>\u4f86\u9032\u884c\u6563\u64ad<\/em><\/strong><\/p>\n<p>\u672a\u77e5\u6a94\u6848\u662f\u672a\u7d93\u6a19\u8a18\u904e\u7684\u6a94\u6848\u3002\u6a19\u8a18\u6a94\u6848\u662f\u76f8\u7576\u91cd\u8981\u7684\u4e8b\u60c5\uff0c\u8b93\u60e1\u610f\u8edf\u200b\u9ad4\u5075\u6e2c\u7cfb\u7d71\u80fd\u5920\u6709\u6548\u5730\u4fdd\u8b77\u7aef\u9ede\uff0c\u514d\u53d7\u60e1\u610f\u6a94\u6848\u4fb5\u5bb3\u3002\u5927\u591a\u6578\u7684\u60e1\u610f\u8edf\u9ad4\u7814\u7a76\u6240\u63d0\u51fa\u7684\u60e1\u610f\u8edf\u9ad4\u5075\u6e2c\u548c\u5206\u985e\u7cfb\u7d71\u90fd\u50c5\u57fa\u65bc\u53ef\u78ba\u8a8d\u7684\u6a23\u672c\u4f86\u9032\u884c\u8a55\u4f30\uff0c\u9019\u5f88\u53ef\u80fd\u9650\u5236\u5176\u5728\u5927\u898f\u6a21\u61c9\u7528\u4e0a\u7684\u80fd\u529b\u3002\u9019\u4e5f\u66f4\u52a0\u51f8\u986f\u51fa\u6709\u6548\u7387\u6a19\u8a18\u672a\u77e5\u6a94\u6848\u7684\u9700\u6c42\u3002<\/p>\n<p>\u5927\u591a\u6578\u4f5c\u696d\u7cfb\u7d71\u548c\u700f\u89bd\u5668\u4ee5\u53ca\u8a31\u591a\u7db2\u8def\u5b89\u5168\u793e\u7fa4\u90fd\u4f7f\u7528\u7684\u4e00\u7a2e\u505a\u6cd5\u662f\u5229\u7528\u7a0b\u5f0f\u78bc\u7c3d\u7ae0\u4f86\u8b58\u5225\u8edf\u9ad4\u6a94\u6848\uff0c\u8edf\u9ad4\u7684\u6578\u4f4d\u7c3d\u7ae0\u53ef\u4ee5\u7528\u4f86\u5340\u5206\u6b63\u5e38\u8edf\u9ad4\u548c\u60e1\u610f\u8edf\u9ad4\u3002<\/p>\n<p>\u7136\u800c\u99ed\u5ba2\u4e5f\u6703\u5229\u7528\u7a0b\u5f0f\u78bc\u7c3d\u7ae0\u4f86\u6563\u64ad\u60e1\u610f\u8edf\u9ad4\uff0c\u9019\u505a\u6cd5\u5728<a href=\"https:\/\/www.securityweek.com\/use-fake-code-signing-certificates-malware-surges\">\u904e\u53bb\u5e7e\u5e74\u66f4\u52a0\u8b8a\u672c\u52a0\u53b2<\/a>\u3002\u6839\u64da\u5831\u5c0e\uff0c\u53bb\u5e74\u6709<a href=\"https:\/\/www.businesswire.com\/news\/home\/20171031005140\/en\/Dark-Web-Research-Illicit-Code-Signing-Certificates\">\u7a0b\u5f0f\u78bc\u7c3d\u7ae0\u6191\u8b49\u5728\u6697\u7db2\u4e0a\u4ee5\u9ad8\u90541,200\u7f8e\u5143\u7684\u50f9\u683c\u51fa\u552e<\/a> \u2013 \u6bd4\u6697\u7db2\u4e0a\u5176\u4ed6\u7684\u7522\u54c1\uff08\u5982\u7aca\u76dc\u4fe1\u7528\u5361\u8cc7\u6599\u548c\u5047\u8eab\u4efd\u8b49\u4ef6\uff09\u50f9\u683c\u90fd\u9ad8\u3002<\/p>\n<p>\u8da8\u52e2\u79d1\u6280\u7814\u7a76\u4eba\u54e1\u7684\u7814\u7a76\u7d50\u679c\u4e5f\u8b49\u5be6\u4e86\u6feb\u7528\u60c5\u6cc1\u7684\u56b4\u91cd\uff0c\u6709<a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/understanding-code-signing-abuse-in-malware-campaigns\/\">66%\u7684\u60e1\u610f\u8edf\u9ad4\u88ab\u7c3d\u7ae0\u904e<\/a>\uff0c\u800c\u6b63\u5e38\u8edf\u9ad4\u53cd\u800c\u53ea\u670930.7%\u3002\u9019\u8b93\u60e1\u610f\u6a94\u6848\u80fd\u5920\u7e5e\u904e\u7a0b\u5f0f\u78bc\u7c3d\u7ae0\u9a57\u8b49\u4f86\u611f\u67d3\u96fb\u8166\u3002<\/p>\n<p>\u8a72\u7814\u7a76\u9084\u6aa2\u8996\u4e86\u975e\u5fc5\u8981\u7684\u7a0b\u5f0f\uff08PUA\uff09\u4ee5\u53ca\u70ba\u4f55\u5b83\u5011\u6bd4\u60f3\u50cf\u4e2d\u70ba\u798d\u66f4\u5927\u3002\u6839\u64da\u7814\u7a76\uff0c\u5728\u6a5f\u5668\u53d7\u5230\u611f\u67d3\u6642\uff0c<a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/a-closer-look-at-unpopular-software-downloads-and-the-risks-they-pose-to-organizations\/\">PUA\u8f49\u8b8a\u6210\u9032\u968e\u7684\u60e1\u610f\u8edf\u9ad4<\/a>\u3002\u8da8\u52e2\u79d1\u6280\u7db2\u8def\u5b89\u5168\u89e3\u6c7a\u65b9\u6848\u5718\u968a\u5728\u6700\u8fd1\u8ffd\u8e2a\u4e862017\u5e74\u4e0b\u534a\u958b\u59cb\u7684<a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/pop-up-ads-and-over-a-hundred-sites-are-helping-distribute-botnets-cryptocurrency-miners-and-ransomware\/\">PUA\u6563\u64ad\u6d3b\u52d5<\/a>\u3002\u5728\u5b89\u88dd\u50cfICLoader\u9019\u6a23\u7684PUA\u8edf\u9ad4\u4e0b\u8f09\u7a0b\u5f0f\u5f8c\uff0c\u767c\u73fe\u5b83\u5011\u6703\u63a8\u9001\u60e1\u610f\u8edf\u9ad4\u53caPUA\u3002<\/p>\n<p>\u9019\u4e9bPUA\u884c\u70ba\u548c\u7a0b\u5f0f\u78bc\u7c3d\u7ae0\u8005\u7684\u89c0\u5bdf\u8cc7\u6599\u88ab\u7528\u65bc\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u4ee5\u6a19\u8a18\u672a\u77e5\u6a94\u6848\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong><em>\u7528\u65bc\u7db2\u8def\u5b89\u5168\u7684\u6a5f\u5668\u5b78\u7fd2<\/em><\/strong><\/p>\n<p>\u8da8\u52e2\u79d1\u6280\u7814\u7a76\u4eba\u54e1\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u6210\u529f\u5730\u6a19\u8a18\u4e861,436,829\u500b\u672a\u77e5\u6a94\u6848\u768428.30% \u2013 \u6bd4\u73fe\u6709\u65b9\u5f0f\u80fd\u6a19\u8a18\u7684<a href=\"https:\/\/documents.trendmicro.com\/assets\/wp\/wp-exploring-the-long-tail.pdf\">\u589e\u52a0\u4e86233%<\/a>\u3002\u9019\u53ef\u4ee5\u9032\u4e00\u6b65\u52a0\u5f37\u672a\u4f86\u60e1\u610f\u8edf\u9ad4\u5075\u6e2c\u7cfb\u7d71\u7684\u80fd\u529b\uff0c\u66f4\u597d\u5730\u4fdd\u8b77\u96fb\u8166\u3002<\/p>\n<p>\u9019\u5957\u7cfb\u7d71\u52a0\u5165\u4e86\u6a5f\u5668\u5b78\u7fd2\u7684\u5275\u65b0\u9663\u5bb9\uff0c\u8da8\u52e2\u79d1\u6280\u65e9\u5f9e2005\u5e74\u5c31\u5df2\u7d93\u958b\u59cb\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\uff0c\u4ee5\u9069\u61c9\u4e0d\u65b7\u8b8a\u5316\u7684\u7db2\u8def\u5b89\u5168\u5f62\u52e2\u3002<\/p>\n<p>\u96a8\u8457\u5a01\u8105\u7684\u4e0d\u65b7\u5192\u51fa\u6216\u6f14\u8b8a\uff0c\u6a5f\u5668\u5b78\u7fd2\u9032\u5c55\u5c0d\u7db2\u8def\u5b89\u5168\u89e3\u6c7a\u65b9\u6848\u4f86\u8aaa\u5341\u5206\u5fc5\u8981\u3002\u4f46\u5118\u7ba1\u6a5f\u5668\u5b78\u7fd2\u5728\u8b58\u5225\u548c\u5206\u6790\u672a\u77e5\u6a94\u6848\u65b9\u9762\u6709\u986f\u8457\u7684\u6548\u679c\uff0c\u4e26\u4e14\u80fd\u6355\u6349\u5230\u65b0\u985e\u578b\u7684\u52d2\u7d22\u8edf\u9ad4\u4ee5\u53ca\u5075\u6e2c\u65b0\u60e1\u610f\u8edf\u9ad4\u8b8a\u7a2e\uff0c\u4f46\u5b83\u4e26\u975e\u842c\u9748\u4e39\u3002\u6a5f\u5668\u5b78\u7fd2\u5fc5\u9808\u6210\u70ba\u591a\u5c64\u6b21\u5b89\u5168\u9632\u79a6\u7684\u4e00\u74b0\u4f86\u767c\u63ee\u66f4\u5927\u7684\u6548\u7528\u3002<\/p>\n<p>\u8da8\u52e2\u79d1\u6280\u7684XGen&#x2122; 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href=\"https:\/\/www.trendmicro.com\/us\/enterprise\/product-security\/vulnerability-protection\/\">\u7aef\u9ede<\/a>\uff0c\u4e26\u4fdd\u8b77\u5be6\u9ad4\u3001\u865b\u64ec\u548c\u96f2\u7aef\u7684\u5de5\u4f5c\u6a5f\u3002\u4f7f\u7528\u7db2\u9801\/\u7db2\u5740\u904e\u6ffe\u3001\u884c\u70ba\u5206\u6790\u548c\u5ba2\u88fd\u5316\u6c99\u76d2\u7b49\u529f\u80fd\uff0c\u8b93XGen\u80fd\u5920\u62b5\u79a6\u4eca\u65e5\u7279\u88fd\u4f86\u7e5e\u904e\u50b3\u7d71\u5b89\u5168\u9632\u8b77\u7684\u60e1\u610f\u5a01\u8105\uff0c\u91dd\u5c0d\u5df2\u77e5\u3001\u672a\u77e5\u6216\u672a\u62ab\u9732\u7684\u6f0f\u6d1e\u653b\u64ca\uff0c\u7aca\u53d6\/\u52a0\u5bc6\u500b\u4eba\u7684\u8eab\u4efd\u8cc7\u6599\uff0c\u6216\u662f\u9032\u884c\u60e1\u610f\u865b\u64ec\u8ca8\u5e63\u6316\u7926\u3002\u667a\u6167\u5316\u3001\u6700\u4f73\u5316\u4e26\u4e14\u4e92\u76f8\u9023\u7d50\uff0cXGen\u6280\u8853\u9a45\u52d5\u8da8\u52e2\u79d1\u6280\u4e00\u7cfb\u5217\u7684\u5b89\u5168\u89e3\u6c7a\u65b9\u6848\uff1a<a href=\"https:\/\/www.trendmicro.com\/en_us\/business\/products\/hybrid-cloud\/deep-security-for-cloud.html\">Hybrid\u00a0Cloud Security<\/a>\uff0c<a href=\"https:\/\/www.trendmicro.com\/en_us\/business\/products\/user-protection.html\">User Protection<\/a>\u548c<a href=\"https:\/\/www.trendmicro.com\/en_us\/business\/products\/network.html\">Network Defense<\/a>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>@\u539f\u6587\u51fa\u8655\uff1a<a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/security-technology\/naming-the-unknown-labeling-unknown-files-through-machine-learning\">Naming the Unknown: Labeling Unknown Files Through Machine Learning<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8da8\u52e2\u79d1\u6280\u7814\u7a76\u4eba\u54e1\u7684\u4e00\u9805\u7814\u7a76\u986f\u793a\u4e0b\u8f09\u7684\u8edf\u9ad4\u6a94\u6848\u4e2d\u670983%\u5c6c\u65bc\u672a\u77e5\u6216\u672a\u7d93\u5206\u985e\u904e\u7684\u6a94\u6848\uff0c\u6709\u4e9b\u751a\u81f3\u5df2\u7d93\u51fa\u73fe\u8d85\u904e\u5169\u5e74\u4e86\u3002 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