{"id":62678,"date":"2019-12-06T09:00:19","date_gmt":"2019-12-06T01:00:19","guid":{"rendered":"https:\/\/blog.trendmicro.com.tw\/?p=62678"},"modified":"2019-11-21T10:57:16","modified_gmt":"2019-11-21T02:57:16","slug":"%e5%88%a9%e7%94%a8%e9%a0%90%e5%88%a4%e5%bc%8f%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e6%8a%80%e8%a1%93%e4%ba%a4%e5%8f%89%e9%97%9c%e8%81%af%e9%9d%9c%e6%85%8b%e8%88%87%e5%8b%95%e6%85%8b%e8%a1%8c%e7%82%ba","status":"publish","type":"post","link":"https:\/\/blog.trendmicro.com.tw\/?p=62678","title":{"rendered":"\u5229\u7528\u9810\u5224\u5f0f\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u4ea4\u53c9\u95dc\u806f\u975c\u614b\u8207\u52d5\u614b\u884c\u70ba\u7279\u5fb5\uff0c\u5be6\u73fe\u66f4\u5feb\u3001\u66f4\u7cbe\u6e96\u7684\u60e1\u610f\u7a0b\u5f0f\u5075\u6e2c"},"content":{"rendered":"\n<p><em>\u8da8\u52e2\u79d1\u6280\u5df2\u958b\u767c\u51fa\u4e00\u7a2e\u540d\u70ba\u300cTrendX Hybrid Model\u300d\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\uff0c\u63a1\u7528\u524d\u7f6e\u8a13\u7df4\u8207\u8a13\u7df4\u5169\u500b\u968e\u6bb5\u4f86\u4ea4\u53c9\u95dc\u806f\u975c\u614b\u8207\u52d5\u614b\u884c\u70ba\u7279\u5fb5\uff0c\u9032\u800c\u63d0\u5347\u5075\u6e2c\u7387\u4e26\u6e1b\u5c11\u8aa4\u5224\u3002<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2018\/04\/machine-learning.jpg\" alt=\"\u5229\u7528\u9810\u5224\u5f0f\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u4ea4\u53c9\u95dc\u806f\u975c\u614b\u8207\u52d5\u614b\u884c\u70ba\u7279\u5fb5\uff0c\u5be6\u73fe\u66f4\u5feb\u3001\u66f4\u7cbe\u6e96\u7684\u60e1\u610f\u7a0b\u5f0f\u5075\u6e2c\" class=\"wp-image-55299\" 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\" \/><\/figure>\n\n\n\n<p>\u6578\u5341\u5e74\u524d\uff0c\u65e9\u5728<ins><a href=\"https:\/\/blog.trendmicro.com.tw\/?p=55169\"><ins>\u6a5f\u5668\u5b78\u7fd2(Machine learning,ML)<\/ins><\/a><\/ins>\u9084\u672a\u958b\u59cb\u6210\u70ba\u71b1\u9580\u8a71\u984c\u4e4b\u524d\uff0c\u8a72\u6280\u8853\u5c31\u5df2\u8b49\u660e\u80fd\u5920\u5f9e\u5927\u91cf\u7684\u8cc7\u8a0a\u7576\u4e2d\u627e\u51fa\u4e00\u4e9b\u975e\u986f\u800c\u6613\u898b\u7684\u6a21\u5f0f\uff0c\u4e26\u53ef\u5c0d\u8cc7\u6599\u9032\u884c\u5206\u985e\u8207\u53e2\u96c6\uff0c\u9084\u53ef\u7d93\u7531\u4e00\u4e9b\u6f14\u7b97\u6cd5\u4f86\u63d0\u4f9b\u9810\u6e2c\u3002\u6a5f\u5668\u5b78\u7fd2\u5728\u73fe\u5be6\u751f\u6d3b\u4e2d\u7684\u61c9\u7528\u6975\u5ee3\uff0c\u5176\u4e2d\u6700\u91cd\u8981\u7684\u9818\u57df\u4e4b\u4e00\u5c31\u662f<a rel=\"noreferrer noopener\" href=\"https:\/\/blog.trendmicro.com\/5-ways-machine-learning-can-be-used-for-security-today\/\" target=\"_blank\">\u7db2\u8def\u8cc7\u5b89<\/a>\uff0c\u5b83\u53ef\u8b93\u50b3\u7d71\u7db2\u8def\u8cc7\u5b89\u89e3\u6c7a\u65b9\u6848\u66f4\u80fd\u6709\u6548\u5075\u6e2c\u4e00\u4e9b\u7834\u58de\u6027\u5a01\u8105\uff0c\u4f8b\u5982<a href=\"https:\/\/blog.trendmicro.com.tw\/?p=12412\">\u52d2\u7d22\u75c5\u6bd2Ransomware<\/a>\uff0c\u4e0d\u8b93\u5b83\u5011\u6709\u6a5f\u6703\u9032\u5165\u7cfb\u7d71\uff0c\u8b93\u4f01\u696d\u7701\u4e0b\u6642\u9593\u548c\u91d1\u9322\uff0c\u4e26\u78ba\u4fdd\u5546\u8b7d\u3002<\/p>\n\n\n\n<p>\u50b3\u7d71\u4e0a\uff0c\u6a5f\u5668\u5b78\u7fd2\u5927\u591a\u7528\u4f86\u8655\u7406\u4e00\u4e9b\u6b77\u53f2\u8cc7\u6599\u3002\u8b93\u96fb\u8166\u5f9e\u4e00\u4e9b\u7d93\u904e\u4eba\u5de5\u6a19\u8a18\u7684\u8cc7\u6599\u7576\u4e2d\u63a8\u5c0e\u51fa\u7d50\u8ad6\u3002\u5728\u7db2\u8def\u8cc7\u5b89\u9818\u57df\uff0c\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u53ef\u88ab\u8a13\u7df4\u4f86\u8fa8\u8b58\u60e1\u610f\u6a94\u6848\u8207\u60e1\u610f\u7a0b\u5f0f\u9577\u4ec0\u9ebc\u6a23\u5b50\uff0c\u85c9\u7531\u4ea4\u53c9\u95dc\u806f\u65b9\u5f0f\u4f86\u5354\u52a9\u767c\u6398\u4e00\u4e9b\u5168\u65b0\u3001\u5f9e\u672a\u767c\u73fe\u6216\u5c1a\u672a\u88ab\u5206\u985e\u7684\u5a01\u8105\u3002<\/p>\n\n\n\n<p>\u70ba\u4e86\u9032\u4e00\u6b65\u62d3\u5c55\u6a5f\u5668\u5b78\u7fd2\u5728\u7db2\u8def\u8cc7\u5b89\u9818\u57df\u7684\u61c9\u7528\uff0c\u8da8\u52e2\u79d1\u6280\u5df2\u958b\u767c\u51fa\u4e00\u5957\u63a1\u7528\u5169\u968e\u6bb5\u8a13\u7df4\u7684\u6a5f\u5668\u6a21\u578b\u4f86\u63d0\u5347\u5075\u6e2c\u7387\u4e26\u6e1b\u5c11\u8aa4\u5224\u3002\u9019\u5957\u540d\u70ba\u300cTrendX\nHybrid Model\u300d\u7684\u6a21\u578b\u8b93\u6211\u5011\u4e0d\u50c5\u80fd\u5075\u6e2c\u60e1\u610f\u7a0b\u5f0f\uff0c\u6700\u91cd\u8981\u7684\u662f\u53ef\u4ee5\u9810\u6e2c\u884c\u70ba\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u540c\u6642\u63a1\u7528\u975c\u614b\u8207\u52d5\u614b\u65b9\u6cd5\u5075\u6e2c\u60e1\u610f\u7a0b\u5f0f\u7684\u512a\u7f3a\u9ede<\/h3>\n\n\n\n<p>\u4e00\u822c\u4f86\u8aaa\uff0c\u8cc7\u5b89\u9818\u57df\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u5728\u5224\u65b7\u672a\u77e5\u6a94\u6848\u70ba\u60e1\u6027\u6216\u826f\u6027\u6642\u6709\u5169\u7a2e\u65b9\u6cd5\uff1a\u975c\u614b\u5206\u6790\u8207\u52d5\u614b\u5206\u6790\n(\u4e5f\u5c31\u662f\u884c\u70ba\u5206\u6790)\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u975c\u614b\u5206\u6790<\/h4>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-sq-2.1_Dynamic.gif\" alt=\"\"\/><figcaption> <br> \u6536\u5230\u4e00\u5c01\u633e\u5e36\u60e1\u610f\u57f7\u884c\u6a94\u7684\u96fb\u5b50\u90f5\u4ef6\u3002 <\/figcaption><\/figure>\n\n\n\n<!--more-->\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-sq-2.2_Dynamic.gif\" alt=\"\"\/><figcaption> <br> \u64f7\u53d6\u6b64\u60e1\u610f\u57f7\u884c\u6a94\u7684\u975c\u614b\u7279\u5fb5\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-sq-2.3_Dynamic.gif\" alt=\"\"\/><figcaption>  \u5c07\u9019\u4e9b\u7279\u5fb5\u8f38\u5165\u975c\u614b\u5206\u6790\u6a21\u578b\u4f86\u9032\u884c\u4ea4\u53c9\u95dc\u806f\u548c\u9810\u6e2c\u3002 <\/figcaption><\/figure>\n\n\n\n<p><br><\/p>\n\n\n\n<p>\u57fa\u672c\u7684\u975c\u614b\u5206\u6790\u53ef\u63d0\u4f9b\u5feb\u901f\u7684\u6a94\u6848\u5206\u6790\u800c\u7121\u9700\u5728\u7cfb\u7d71\u5167\u57f7\u884c\u8a72\u6a94\u6848\u3002\u6a5f\u5668\u5b78\u7fd2\u53ef\u4ee5\u6839\u64da\u6a94\u6848\u7684\u975c\u614b\u8cc7\u8a0a\u6216\u5c6c\u6027\u4f86\u5224\u65b7\u6a94\u6848\u662f\u60e1\u6027\u6216\u826f\u6027\u3002\u4e00\u4e9b\u6a94\u6848\u7684\u6280\u8853\u7d30\u7bc0\uff0c\u5982\uff1a\u96dc\u6e4a\u78bc\u3001<a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-319-49145-5_6\" target=\"_blank\" rel=\"noreferrer noopener\">\u6a19\u982d\u8cc7\u8a0a\u3001\u53ef\u5217\u5370\u5b57\u4e32<\/a>\uff0c\u4ee5\u53ca\u6a94\u6848\u7684\u985e\u578b\u548c\u5927\u5c0f\uff0c\u90fd\u53ef\u4f5c\u70ba\u6a94\u6848\u7684\u57fa\u672c\u7279\u5fb5\u3002<\/p>\n\n\n\n<p>\u7136\u800c\u975c\u614b\u5206\u6790\u4e26\u975e\u6bcf\u4e00\u6b21\u7684\u5224\u65b7\u90fd\u6b63\u78ba\uff0c\u5c24\u5176\u5728\u9762\u5c0d\u4e00\u4e9b\u8f03\u7cbe\u5bc6\u7684\u653b\u64ca\u6642\u3002\u4e0d\u904e\uff0c\u9019\u7a2e\u65b9\u5f0f\u96d6\u7136\u4e0d\u5920\u5b8c\u5584\uff0c\u537b\u6709\u8457\u901f\u5ea6\u4e0a\u7684\u512a\u52e2\u3002\u7531\u65bc\u53d7\u6aa2\u9a57\u7684\u6a94\u6848\u4e0d\u9808\u88ab\u57f7\u884c\uff0c\u56e0\u6b64\u53ef\u4ee5\u66f4\u5feb\u53d6\u5f97\u5176\u7279\u5fb5\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u52d5\u614b\u884c\u70ba\u5206\u6790<\/h4>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-3.1_PreTraining.gif\" alt=\"\"\/><figcaption>  \u6536\u5230\u4e00\u5c01\u633e\u5e36\u60e1\u610f\u57f7\u884c\u6a94\u7684\u96fb\u5b50\u90f5\u4ef6\u3002 <\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-3.2_PreTraining.gif\" alt=\"\"\/><figcaption> <br> \u5728\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u7576\u4e2d\u57f7\u884c\u4e26\u89c0\u5bdf\u60e1\u610f\u57f7\u884c\u6a94\uff0c\u7136\u5f8c\u64f7\u53d6\u5176\u884c\u70ba\u7279\u5fb5\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-4.1_Training.gif\" alt=\"\"\/><figcaption> \u627e\u51fa\u57f7\u884c\u6a94\u7684\u60e1\u610f\u884c\u70ba\u7279\u5fb5\uff0c\u7136\u5f8c\u8f38\u5165\u6a21\u578b\u7576\u4e2d\u4f86\u6539\u5584\u5176\u5075\u6e2c\u80fd\u529b\u3002 <\/figcaption><\/figure>\n\n\n\n<p>\u6240\u8b02\u7684\u52d5\u614b\u5206\u6790\uff0c\u5c31\u662f\u5728\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u7576\u4e2d\u57f7\u884c\u6a94\u6848\u4f86\u64f7\u53d6\u6a94\u6848\u7684\u884c\u70ba\u7279\u5fb5\uff0c\u9054\u5230\u66f4\u5168\u9762\u7684\u60e1\u610f\u7a0b\u5f0f\u5206\u6790\u3002\u9019\u6a23\u7684\u52d5\u614b\u5206\u6790\u53ef\u64f7\u53d6\u7684\u6280\u8853\u7279\u5fb5\u5305\u62ec\uff1a\u4f7f\u7528\u7684\u7a0b\u5f0f\u958b\u767c\u4ecb\u9762\n(API)\u3001\u7cfb\u7d71\u767b\u9304\u6a5f\u78bc\u3001\u7db2\u57df\u540d\u7a31\u3001IP \u4f4d\u5740\u3001\u6a94\u6848\u8def\u5f91\uff0c\u4ee5\u53ca\u5176\u4ed6\u65b0\u589e\u81f3\u7cfb\u7d71\u6216\u7db2\u8def\u7684\u6a94\u6848\u3002\u6b64\u5916\uff0c\u4e5f\u53ef\u5075\u6e2c\u5176\u5e55\u5f8c\u64cd\u7e31 (C&amp;C) \u9023\u7dda\u901a\u8a0a\u3002<\/p>\n\n\n\n<p>\u52d5\u614b\u5206\u6790\u5fc5\u9808\u5728\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u5167\u57f7\u884c\u88ab\u5206\u6790\u7684\u6a94\u6848\u4ee5\u89c0\u5bdf\u5176\u884c\u70ba\uff0c\u4f46\u60e1\u610f\u884c\u70ba\u4e0d\u4e00\u5b9a\u6703\u5728\u7a0b\u5f0f\u57f7\u884c\u5f8c\u7acb\u523b\u51fa\u73fe\u3002\u56e0\u6b64\uff0c\u6709\u6642\u8981\u89c0\u5bdf\u4e45\u4e00\u9ede\u624d\u80fd\u5f97\u5230\u6b63\u78ba\u7d50\u679c\uff0c\u6240\u4ee5\u6709\u6642\u5019\u4e0d\u662f\u5f88\u7406\u60f3\uff0c\u5c24\u5176\u5728\u9047\u5230\u8f03\u8907\u96dc\u7684\u5a01\u8105\u6642\u3002\u6709\u4e9b\u5a01\u8105\u5177\u5099\u53cd\u5236\u6c99\u76d2\u6a21\u64ec\u5075\u6e2c\u7684\u80fd\u529b\uff0c\u7576\u5b83\u5011\u767c\u73fe\u81ea\u5df1\u5728\u865b\u64ec\u5316\u74b0\u5883\u4e2d\u57f7\u884c\u6642\uff0c\u5c31\u6703\u523b\u610f\u96b1\u85cf\u5176\u60e1\u610f\u884c\u70ba\uff0c\u4f8b\u5982\uff1a<a href=\"https:\/\/blog.trendmicro.com.tw\/?s=Locky&amp;submit=Search\" target=\"_blank\" rel=\"noreferrer noopener\">Locky<\/a>\u52d2\u7d22\u75c5\u6bd2\u548c<a href=\"https:\/\/www.trendmicro.com\/vinfo\/ph\/security\/news\/security-technology\/risks-under-the-radar-understanding-fileless-threats\" target=\"_blank\" rel=\"noreferrer noopener\">\u7121\u6a94\u6848\u5f0f\u5a01\u8105<\/a> (\u5982 <a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/angler-exploit-kit-used-to-find-and-infect-pos-systems\/\" target=\"_blank\" rel=\"noreferrer noopener\">Angler \u6f0f\u6d1e\u653b\u64ca\u5957\u4ef6<\/a>) \u5373\u5c6c\u65bc\u9019\u985e\u8907\u96dc\u7684\u5a01\u8105\u3002<\/p>\n\n\n\n<p>\u8981\u5728\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u4e2d\u57f7\u884c\u4e00\u500b\u6a94\u6848\u4e0d\u50c5\u8017\u8cbb\u6642\u9593\uff0c\u800c\u4e14\u9700\u6d88\u8017\u66f4\u591a\u904b\u7b97\u8cc7\u6e90\u548c\u6210\u672c\u3002\u4f46\u4e8b\u5be6\u5c31\u662f\u4e8b\u5be6\uff1a\u7d50\u5408\u975c\u614b\u5206\u6790\u7684\u901f\u5ea6\u8207\u52d5\u614b\u5206\u6790\u7684\u5168\u9762\u6027\uff0c\u624d\u662f\u96f6\u6642\u5dee\u6514\u622a\u7cbe\u5bc6\u5a01\u8105\u4e26\u78ba\u4fdd\u7cfb\u7d71\u5b89\u5168\u7684\u95dc\u9375\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">TrendX Hybrid Model\uff1a\u524d\u7f6e\u8a13\u7df4\u3001\u8a13\u7df4\u53ca\u9810\u6e2c\u968e\u6bb5<\/h3>\n\n\n\n<p>\u50b3\u7d71\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u5927\u591a\u53ea\u5305\u542b\u300c\u8a13\u7df4\u300d\u548c\u300c\u9810\u6e2c\u300d\u5169\u500b\u968e\u6bb5\u3002\u4f46\nTrendX Hybrid Model \u5149\u8a13\u7df4\u968e\u6bb5\u5c31\u5305\u542b\u4e86\u5169\u500b\uff1a\u300c\u524d\u7f6e\u8a13\u7df4\u300d\u53ca\u300c\u8a13\u7df4\u300d\u3002\u5176\u76ee\u7684\u662f\u8981\u540c\u6642\u904b\u7528\u975c\u614b\u8207\u52d5\u614b\u5169\u7a2e\u5206\u6790\u4f86\u5feb\u901f\u5075\u6e2c\u60e1\u610f\u6a94\u6848\uff0c\u7136\u5f8c\u518d\u52a0\u4e0a\u7b2c\u4e09\u500b\u968e\u6bb5\uff0c\u4e5f\u5c31\u662f\u4e00\u822c\u7684\u300c\u9810\u6e2c\u300d\u968e\u6bb5\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u524d\u7f6e\u8a13\u7df4<\/h4>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-3.1_PreTraining.gif\" alt=\"\"\/><figcaption> \u8490\u96c6\u4e26\u5206\u6790\u6a23\u672c\u4ee5\u53d6\u5f97\u975c\u614b\u8207\u52d5\u614b\u7279\u5fb5\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-3.2_PreTraining.gif\" alt=\"\"\/><figcaption> \u5c0d\u61c9\u975c\u614b\u8207\u52d5\u614b\u7279\u5fb5\uff0c\u5c07\u975c\u614b\u8207\u52d5\u614b\u7279\u5fb5\u914d\u5c0d\u4e26\u52a0\u4ee5\u8490\u96c6\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u524d\u7f6e\u8a13\u7df4\u968e\u6bb5\u63a1\u7528\u7684\u662f\u8da8\u52e2\u79d1\u6280<a href=\"https:\/\/www.trendmicro.tw\/tw\/business\/complete-software-protection\/index.html\">Smart Protection Network&#x2122;<\/a>\u5168\u7403\u5a01\u8105\u60c5\u5831\u7db2\u7684\u5927\u91cf\u5df2\u77e5\u6a23\u672c\u3002\u6b64\u968e\u6bb5\u6703\u64f7\u53d6\u6a94\u6848\u7684\u975c\u614b\u7279\u5fb5\uff0c\u4e26\u4e14\u5728\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u5167\u57f7\u884c\u6a94\u6848\u4ee5\u64f7\u53d6\u5176\u52d5\u614b\u7279\u5fb5\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u4f86\u8981\u5c0d\u61c9\u6240\u6709\u64f7\u53d6\u51fa\u4f86\u7684\u7279\u5fb5\uff0c\u627e\u51fa\u54ea\u4e9b\u975c\u614b\u7279\u5fb5\u5c0d\u61c9\u5230\u54ea\u4e9b\u52d5\u614b\u884c\u70ba\u7279\u5fb5\u3002\u8490\u96c6\u914d\u5c0d\u5f8c\u7684\u7279\u5fb5\uff0c\u7136\u5f8c\u7528\u4f86\u8a13\u7df4\u4e00\u500b\u540d\u70ba\u300cNetwork\n1\u300d\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002<\/p>\n\n\n\n<p>Network 1 \u662f\u524d\u7f6e\u8a13\u7df4\u968e\u6bb5\u7684\u76ee\u6a19\uff0c\u4e5f\u5c31\u662f\u8490\u96c6\u4e00\u7d44\u5c0d\u61c9\u5230\u52d5\u614b\u884c\u70ba\u7279\u5fb5\n(\u5982\u6a94\u6848\u52a0\u5bc6\u548c\u6a94\u6848\u522a\u9664\u7b49\u7b49) \u7684\u975c\u614b\u7279\u5fb5 (\u5982\u75c5\u6bd2\u78bc\u3001\u96dc\u6e4a\u78bc\u7b49\u7b49)\u3002<\/p>\n\n\n\n<p>\u5728\u9019\u500b\u968e\u6bb5\uff0c\u6a19\u8a18\u6a23\u672c\u7684\u52d5\u4f5c\u4e26\u4e0d\u662f\u90a3\u9ebc\u91cd\u8981\uff0c\u91cd\u8981\u7684\u662f\u627e\u51fa\u54ea\u4e9b\u884c\u70ba\u8207\u54ea\u4e9b\u975c\u614b\u7279\u5fb5\u6709\u95dc\u806f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8a13\u7df4<\/h4>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-4.1_Training.gif\" alt=\"\"\/><figcaption> \u6a23\u672c\u7684\u975c\u614b\u7279\u5fb5\u5df2\u64f7\u53d6\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-4.2_Training.gif\" alt=\"\"\/><figcaption> \u5c07\u9019\u4e9b\u975c\u614b\u7279\u5fb5\u8207 Network 1 \u5167\u7684\u6a94\u6848\u975c\u614b\u7279\u5fb5\u505a\u6bd4\u5c0d\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-4.3_Training.gif\" alt=\"\"\/><figcaption> \u8207 Network 1 \u6a94\u6848\u975c\u614b\u7279\u5fb5\u76f8\u95dc\u7684\u52d5\u614b\u7279\u5fb5\uff0c\u53ef\u8996\u70ba\u8a72\u6a23\u672c\u975c\u614b\u7279\u5fb5\u7684\u5047\u8a2d\u884c\u70ba (pseudo-behavior)\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-4.4_Training.gif\" alt=\"\"\/><figcaption> \u6839\u64da\u6a23\u672c\u7684\u5047\u8a2d\u884c\u70ba\uff0c\u5c07\u6a23\u672c\u5224\u5b9a\u70ba\u60e1\u6027\u6216\u826f\u6027\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u8a13\u7df4\u968e\u6bb5\u662f\u9019\u5957\u6df7\u5408\u6a21\u578b\u771f\u6b63\u7684\u6a5f\u5668\u5b78\u7fd2\u968e\u6bb5\u3002\u6b64\u968e\u6bb5\u4f7f\u7528\u5305\u542b\u975c\u614b\u8207\u52d5\u614b\u7279\u5fb5\u95dc\u806f\u7684\nNetwork 1 \u4f86\u5206\u6790\u67d0\u500b\u6a23\u672c\u3002\u524d\u7f6e\u8a13\u7df4\u8207\u8a13\u7df4\u5169\u500b\u968e\u6bb5\u4e2d\u6240\u4f7f\u7528\u7684\u6a23\u672c\u4e0d\u5fc5\u662f\u76f8\u540c\u7684\u6a94\u6848\u3002<\/p>\n\n\n\n<p>\u5728\u9019\u968e\u6bb5\uff0c\u8a13\u7df4\u7528\u7684\u5df2\u77e5\u6a23\u672c\u4e0d\u518d\u9700\u8981\u900f\u904e\u6c99\u76d2\u6a21\u64ec\u5206\u6790\u4f86\u4e86\u89e3\u5176\u884c\u70ba\u3002\u800c\u662f\u4f7f\u7528\nNetwork 1 \u7576\u4e2d\u7684\u975c\u614b\u7279\u5fb5\u8207\u5176\u5c0d\u61c9\u7684\u884c\u70ba\u4f86\u9810\u6e2c\u67d0\u500b\u6a94\u6848\u662f\u5426\u70ba\u60e1\u6027\uff0c\u7136\u5f8c\u52a0\u4ee5\u6a19\u8a3b\u3002\u6b64\u968e\u6bb5\u51fa\u4f86\u7684\u7d50\u679c\u7a31\u70ba\u300cNetwork 2\u300d\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u9810\u6e2c<\/h4>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-5.1_Prediction.gif\" alt=\"\"\/><figcaption> \u7d93\u7531\u96fb\u5b50\u90f5\u4ef6\u6536\u5230\u4e00\u500b\u672a\u77e5\u6a94\u6848\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-5.2_Prediction.gif\" alt=\"\"\/><figcaption> \u5c07\u672a\u77e5\u6a94\u6848\u9001\u5230 Network 1 \u5167\u9032\u884c\u5206\u6790\u4f86\u64f7\u53d6\u5176\u975c\u614b\u8207\u52d5\u614b\u7279\u5fb5\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/HybridModel-5.3_Prediction.gif\" alt=\"\" width=\"580\" height=\"222\"\/><figcaption> \u6839\u64da Networks 1 \u548c Network 2 \u4ea4\u53c9\u95dc\u806f\u7684\u7d50\u679c\u4f86\u9810\u6e2c\u672a\u77e5\u6a94\u6848\u662f\u5426\u70ba\u60e1\u6027\u3002 <\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u9810\u6e2c\u968e\u6bb5\u6703\u5408\u4f75\u904b\u7528 Network 1 \u548c\nNetwork 2 \u4f86\u9810\u6e2c\u67d0\u500b\u672a\u77e5\u6a94\u6848\u662f\u60e1\u6027\u6216\u826f\u6027\u3002\u9019\u6a23\u7684\u4f5c\u6cd5\u4e4b\u6240\u4ee5\u7279\u5225\u5be6\u7528\u7684\u539f\u56e0\u5728\u65bc\uff0c\u6240\u8b02\u7684\u60e1\u6027\u53ef\u4ee5\u8996\u74b0\u5883\u800c\u5b9a\uff0c\u4f8b\u5982\u5ee3\u544a\u7a0b\u5f0f\u5728\u67d0\u4e9b\u74b0\u5883\u4e0b\u53ef\u80fd\u8a72\u88ab\u5224\u5b9a\u6210\u60e1\u6027\uff0c\u4f46\u5728\u5176\u4ed6\u74b0\u5883\u4e0b\u5247\u4e0d\u7136\u3002<\/p>\n\n\n\n<p>\u9019\u5957 TrendX Hybrid Model \u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u6b63\u5728\u7f8e\u570b\u7533\u8acb\u5c08\u5229\n(\u7f8e\u570b\u5c08\u5229\u7533\u8acb\u7de8\u865f\uff1a15\/659,403)\uff0c\u5176\u76ee\u6a19\u662f\u8981\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u4f86\u63d0\u4f9b\u4e00\u7a2e\u66f4\u5feb\u3001\u66f4\u7cbe\u6e96\u7684\u60e1\u610f\u7a0b\u5f0f\u5075\u6e2c\u6a5f\u5236\u3002\u4e5f\u56e0\u70ba\u540c\u6642\u904b\u7528\u4e86\u975c\u614b\u8207\u52d5\u614b\u7279\u5fb5\u4f86\u5206\u6790\u672a\u77e5\u6a94\u6848\uff0c\u56e0\u6b64\u53ef\u4ee5\u517c\u9867\u6548\u7387\u548c\u6e96\u78ba\u5ea6\u3002<\/p>\n\n\n\n<p>\u524d\u7f6e\u8a13\u7df4\u548c\u8a13\u7df4\u968e\u6bb5\u5169\u8005\u53ef\u4ee5\u5404\u81ea\u7368\u7acb\u958b\u767c\u3001\u7dad\u8b77\u53ca\u5f37\u5316\uff0c\u4e14\u7531\u5177\u5099\u4e0d\u540c\u5c08\u9577\u7684\u5c08\u5bb6\u4f86\u8ca0\u8cac\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u9019\u6a23\u7684\u968e\u6bb5\u8a2d\u8a08\u4e5f\u8f03\u70ba\u7a69\u5b9a\uff0c\u4e0d\u5fc5\u70ba\u4e86\u7dad\u6301\u6a21\u578b\u7684\u6210\u6548\u800c\u7d93\u5e38\u66f4\u63db\u3002<\/p>\n\n\n\n<p>\u9762\u5c0d\u4e0d\u65b7\u6f14\u8b8a\u7684\u5a01\u8105\u60c5\u52e2\uff0c<ins><a href=\"https:\/\/blog.trendmicro.com.tw\/?p=55169\"><ins>\u6a5f\u5668\u5b78\u7fd2(Machine learning,ML)<\/ins><\/a><\/ins>\u662f\u4e00\u7a2e\u76f8\u7576\u4e0d\u932f\u7684\u6297\u8861\u5de5\u5177\u3002\u5c0d\u7db2\u8def\u8cc7\u5b89\u4f86\u8aaa\uff0c\u96d6\u7136\u5b83\u4e0d\u662f\u842c\u9748\u4e39\uff0c\u4f46\u537b\u662f\u6574\u9ad4\u8de8\u4e16\u4ee3\u5a01\u8105\u9632\u79a6\u7b56\u7565\u7576\u4e2d\u6709\u52a9\u65bc\u63d0\u5347\u6210\u6548\u7684\u4e00\u74b0\u3002<a rel=\"noreferrer noopener\" href=\"https:\/\/www.trendmicro.com\/en_us\/business\/capabilities\/machine-learning.html\" target=\"_blank\">\u7db2\u8def\u8cc7\u5b89\u89e3\u6c7a\u65b9\u6848<\/a>\u82e5\u80fd\u63a1\u7d0d\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\uff0c\u5c07\u6709\u52a9\u65bc\u66f4\u5feb\u3001\u66f4\u7cbe\u6e96\u5730\u5075\u6e2c\u60e1\u610f\u7a0b\u5f0f\u3001\u6514\u622a\u6700\u65b0\u52d2\u7d22\u75c5\u6bd2\u3001\u9632\u7bc4\u5229\u7528\u793e\u4ea4\u5de5\u7a0b\u6280\u5de7\u8207\u96f6\u6642\u5dee\u6f0f\u6d1e\u653b\u64ca\u7684\u96fb\u5b50\u90f5\u4ef6\u5a01\u8105\u3002 <\/p>\n\n\n\n<p>\u539f\u6587\u51fa\u8655\uff1a<a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/security-technology\/faster-and-more-accurate-malware-detection-through-predictive-machine-learning-correlating-static-and-behavioral-features\">Faster and More Accurate Malware Detection Through Predictive Machine Learning<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8da8\u52e2\u79d1\u6280\u5df2\u958b\u767c\u51fa\u4e00\u7a2e\u540d\u70ba\u300cTrendX Hybrid Model\u300d\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\uff0c\u63a1\u7528\u524d\u7f6e\u8a13\u7df4\u8207\u8a13\u7df4\u5169\u500b\u968e\u6bb5\u4f86 [&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],"tags":[2961],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/62678"}],"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=62678"}],"version-history":[{"count":0,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/62678\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=62678"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=62678"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=62678"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}