{"id":59712,"date":"2019-04-22T09:00:42","date_gmt":"2019-04-22T01:00:42","guid":{"rendered":"https:\/\/blog.trendmicro.com.tw\/?p=59712"},"modified":"2019-04-24T16:21:59","modified_gmt":"2019-04-24T08:21:59","slug":"%e5%88%a9%e7%94%a8%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e9%80%8f%e9%81%8e%e6%9c%89%e9%99%90%e6%a8%a3%e6%9c%ac%e4%be%86%e5%81%b5%e6%b8%ac%e7%97%85%e6%af%92%e7%88%86%e7%99%bc","status":"publish","type":"post","link":"https:\/\/blog.trendmicro.com.tw\/?p=59712","title":{"rendered":"\u5229\u7528\u6a5f\u5668\u5b78\u7fd2(Machine learning)\u900f\u904e\u6709\u9650\u6a23\u672c\u5075\u6e2c\u75c5\u6bd2\u7206\u767c"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p>\u80fd\u5920\u5728\u60e1\u610f\u8edf\u9ad4\u4e00\u51fa\u73fe\u6642\u5c31\u80fd\u5920\u6349\u5230\u5c0d\u4fdd\u8b77\u4f7f\u7528\u8005\u3001\u793e\u7fa4\u3001\u4f01\u696d\u548c\u653f\u5e9c\u4f86\u8aaa\u662f\u76f8\u7576\u91cd\u8981\u7684\u3002\u96a8\u8457<ins><a href=\"https:\/\/blog.trendmicro.com.tw\/?p=55169\"><ins>\u6a5f\u5668\u5b78\u7fd2(Machine learning,ML)<\/ins><\/a><\/ins>\u6280\u8853\u88ab\u904b\u7528\u5728\u7db2\u8def\u5b89\u5168\u4e0a\uff0c\u5075\u6e2c\u60e1\u610f\u8edf\u9ad4\u7206\u767c\u7684\u6548\u7387\u8b8a\u5f97\u66f4\u9ad8\u3002<\/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=\"\" 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>\u6a5f\u5668\u5b78\u7fd2\u6709\u52a9\u65bc\u5206\u6790\u5927\u91cf\u8cc7\u6599\uff0c\u627e\u51fa\u60e1\u610f\u8edf\u9ad4\u6a23\u672c\u7684\u6a21\u5f0f\u548c\u95dc\u806f\u6027\uff0c\u5e6b\u52a9\u8a13\u7df4\u7cfb\u7d71\u4f86\u5075\u6e2c\u672a\u4f86\u7684\u76f8\u4f3c\u8b8a\u7a2e\u3002\u4f46\u5982\u679c\u53ea\u6709\u5c11\u91cf\u7684\u8cc7\u6599\u96c6\uff0c\u6a5f\u5668\u5b78\u7fd2\u662f\u5426\u80fd\u5920\u7528\u4f86\u5206\u6790\u60e1\u610f\u8edf\u9ad4\u7206\u767c\uff1f\u6211\u5011\u8207\u6fb3\u5927\u5229\u4e9e\u806f\u90a6\u5927\u5b78\u7684\u7814\u7a76\u4eba\u54e1\u5408\u4f5c\u9032\u884c\u4e00\u9805\u540d\u70ba\u300c<a href=\"https:\/\/documents.trendmicro.com\/assets\/white_papers\/GenerativeMalwareOutbreakDetection.pdf\">\u751f\u6210\u60e1\u610f\u8edf\u9ad4\u7206\u767c\u5075\u6e2c\uff08Generative Malware Outbreak Detection\uff09<\/a>\u300d\u7684\u7814\u7a76\uff0c\u8a72\u7814\u7a76\u986f\u793a\u51fa\u5229\u7528\u5c0d\u6297\u81ea\u7de8\u78bc\u5668\uff08AAE\uff09\u53d6\u5f97\u53ef\u80fd\u8868\u5fb5\u80fd\u5920\u6709\u6548\u8655\u7406\u9019\u7a2e\u60c5\u6cc1\u3002\u9019\u88ab\u7528\u4f86\u5075\u6e2c\u60e1\u610f\u8edf\u9ad4\u7206\u767c\u7684\u6a5f\u5668\u5b78\u7fd2\uff08ML\uff09\u6a21\u578b\u4f7f\u7528<a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/adversarial-sample-generation-making-machine-learning-systems-robust-for-security\/\">\u751f\u6210\u5c0d\u6297\u7db2\u8def\uff08GAN\uff09<\/a>\u4f86\u900f\u904e\u5c11\u91cf\u7684OS X\u8a13\u7df4\u6a23\u672c\u53d6\u5f97\u76f8\u4f3c\u7684\u6a23\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5927\u898f\u6a21\u7684\u60e1\u610f\u8edf\u9ad4\u7206\u767c<\/strong><\/h3>\n\n\n\n<p>\u5728\u4eca\u65e5\u7684\u5a01\u8105\u74b0\u5883\u4e2d\uff0c\u60e1\u610f\u8edf\u9ad4\u7206\u767c\u5df2\u7d93\u6210\u70ba\u516c\u958b\u7684\u4e8b\u4ef6\uff0c\u5c0d\u5168\u7403\u4f7f\u7528\u8005\u548c\u4f01\u696d\u5e36\u4f86\u8ca0\u9762\u7684\u5f71\u97ff\uff0c\u9020\u6210\u4e86\u6578\u5341\u5104\u7f8e\u5143\u7684\u640d\u5931\u3002\u6839\u64da\u7f8e\u570b\u653f\u5e9c\u7684\u8aaa\u6cd5\uff0c2017\u5e74\u7684NotPetya\u52d2\u7d22\u75c5\u6bd2\u6210\u70ba\u300c<a href=\"https:\/\/www.wired.com\/story\/white-house-russia-notpetya-attribution\/\">\u53f2\u4e0a\u6700\u5177\u7834\u58de\u6027\u548c\u4ee3\u50f9\u6700\u9ad8\u7684\u7db2\u8def\u653b\u64ca<\/a>\u300d\u3002\u5b83\u5c0d\u653f\u5e9c\u53ca\u4f01\u696d\u90fd\u9020\u6210\u4e86\u56b4\u91cd\u7834\u58de\uff0c\u4e39\u9ea5\u822a\u904b\u5de8\u982d<a href=\"https:\/\/www.zdnet.com\/article\/petya-ransomware-cyber-attack-costs-could-hit-300m-for-shipping-giant-maersk\/\">Maersk<\/a>\u662f\u6700\u77e5\u540d\u7684\u7684\u53d7\u5bb3\u8005\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>\u8207\u6b64\u540c\u6642\uff0c2018\u5e74\u7684<a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/internet-of-things\/reboot-your-routers-vpnfilter-infected-over-500-000-routers-worldwide\">VPNFilter\u75c5\u6bd2\u7206\u767c<\/a>\u611f\u67d3\u4e86\u5bb6\u5ead\u53ca\u5c0f\u578b\u4f01\u696d\u6240\u4f7f\u7528\u768450\u842c\u53f0\u8def\u7531\u5668\uff0c\u591a\u6578\u53d7\u5bb3\u8005\u4f4d\u65bc\u70cf\u514b\u862d\u3002\u9019\u96bb\u591a\u968e\u6bb5\u7684\u60e1\u610f\u8edf\u9ad4\u6563\u64ad\u5230\u4e8654\u500b\u570b\u5bb6\/\u5730\u5340\uff0c\u4e26\u4e14\u8ddfBlackEnergy\u9593\u8adc\u8edf\u9ad4\u6709\u8457\u91cd\u758a\u7684\u7a0b\u5f0f\u78bc\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<p>\u9019\u5169\u500b\u6848\u4f8b\u90fd\u6709\u5927\u91cf\u8cc7\u6599\u53ef\u4f9b\u5206\u6790\u3002\u4f46\u5c0d\u53ea\u6709\u5c11\u91cf\u53ef\u7528\u8cc7\u6599\u7684\u75c5\u6bd2\u7206\u767c\uff0c\u6211\u5011\u63d0\u51fa\u4e86\u4e00\u7a2e\u4f5c\u6cd5\u80fd\u5920\u53bb\u5075\u6e2c\u8fd1\u4f3c\u7684\u60e1\u610f\u8edf\u9ad4\u8b8a\u7a2e\u3002\u6b64\u4f5c\u6cd5\u53ea\u8981\u7528\u4e00\u500b\u60e1\u610f\u8edf\u9ad4\u6a23\u672c\u9032\u884c\u5c0d\u6297\u81ea\u7de8\u78bc\u5668\uff08AAE\uff09\u8a13\u7df4\uff0c\u5c0d\u76f8\u4f3c\u60e1\u610f\u8edf\u9ad4\u6a23\u672c\u6709\u8f03\u9ad8\u7684\u5075\u6e2c\u7387\uff0c\u5c0d\u826f\u6027\u6a23\u672c\u6709\u8f03\u4f4e\u7684\u8aa4\u5224\u7387\u3002<\/p>\n\n\n\n<p>\u5728\u6b64\u7814\u7a76\u4e2d\uff0c\u6211\u5011\u6536\u96c6\u4e863,254\u500bOS X\u60e1\u610f\u8edf\u9ad4\u6a23\u672c\u53ca9,981\u500b\u96a8\u6a5f\u7684OS X\nMach-O\u6a23\u672c\u3002\u70ba\u4e86\u8907\u88fd\u60e1\u610f\u8edf\u9ad4\u7206\u767c\uff0c3,254\u500b\u60e1\u610f\u6a23\u672c\u4e2d\u6709175\u500b\u662f\u75c5\u6bd2\u5c08\u5bb6\u7cbe\u5fc3\u6311\u9078\u51fa\u4f86\u5177\u6709\u7368\u7279\u6307\u4ee4\u5e8f\u5217\u6a21\u5f0f\u7684\u6a23\u672c\u3002\u9019\u4e9b\u88ab\u9078\u5b9a\u7684\u60e1\u610f\u8edf\u9ad4\u6a23\u672c\u662f\u6838\u5fc3\u8a13\u7df4\u6a23\u672c\uff0c\u5206\u914d\u4e86\u7368\u7279\u7684\u6a19\u7c64\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e00\u500b\u91cd\u8981\u7684\u7279\u5fb5\uff1a\u7a0b\u5f0f\u6307\u4ee4\u5e8f\u5217<\/strong><\/h3>\n\n\n\n<p>\u60e1\u610f\u8edf\u9ad4\u4f5c\u8005\u901a\u5e38\u6703\u7528\u5ba2\u88fd\u5316\u5de5\u5177\u81ea\u52d5\u7522\u751f\u8b8a\u7570\u6216\u4fee\u6539\u904e\u7684\u60e1\u610f\u8edf\u9ad4\u3002\u9019\u4e9b\u6a23\u672c\u57fa\u672c\u4e0a\u5c6c\u65bc\u540c\u4e00\u7d44\u60e1\u610f\u8edf\u9ad4\uff0c\u5177\u5099\u76f8\u540c\u7684\u529f\u80fd\uff0c\u4f46\u662f\u5229\u7528\u6df7\u6dc6\u6280\u8853\u4f7f\u5176\u770b\u8d77\u4f86\u4e0d\u540c\uff0c\u7528\u610f\u662f\u8981\u8eb2\u907f\u8cc7\u5b89\u7522\u54c1\u57fa\u65bc\u975c\u614b\u7279\u5fb5\u78bc\u7684\u5075\u6e2c\u3002\u96d6\u7136\u60e1\u610f\u8edf\u9ad4\u6a23\u672c\u88ab\u6df7\u6dc6\u904e\uff0c\u4f46\u6211\u5011\u80fd\u5920\u770b\u5230\u5b83\u5011\u4ecd\u5177\u5099\u76f8\u5c0d\u4e0d\u8b8a\u7684\u7279\u5fb5\uff1a\u7a0b\u5f0f\u6307\u4ee4\u5e8f\u5217\u7684\u5206\u4f48\u3002<\/p>\n\n\n\n<ul><li>MAC.OSX.CallMe.A\uff083\u500b\u6a23\u672c\uff09<\/li><li>MAC.OSX.CallMe.E\uff081\u500b\u6a23\u672c\uff09<\/li><li>MAC.OSX.CallMe.F\uff081\u500b\u6a23\u672c\uff09<\/li><\/ul>\n\n\n\n<p>\u70ba\u4e86\u8aaa\u660e\uff0c\u6211\u5011\u7528\u4e0b\u5217\u4f5c\u6cd5\u5206\u6790\u4e86MAC.OSX.CallMe\u60e1\u610f\u8edf\u9ad4\u7684\u4e0d\u540c\u8b8a\u7a2e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/executivesummary1.png\" alt=\"\"\/><\/figure>\n\n\n\n<p><em>\u6ce8\u610f\uff1a\u6bcf\u884c\u4ee3\u8868\u4e86\u4e00\u500b\u6a23\u672c\u7279\u5fb5\uff0c\u5b83\u662f\u60e1\u610f\u8edf\u9ad4\u6a23\u672c\u7684\u4e00\u500b\u6307\u4ee4\u5e8f\u5217\u3002\u6bcf\u500b\u6b63\u898f\u5316\u6307\u4ee4\u90fd\u5316\u6210\u4e0d\u540c\u984f\u8272\u7684\u76f4\u689d\u4f86\u5340\u5206\u4e0d\u540c\u6307\u4ee4\u3002X<\/em><em>\u8ef8\u8868\u793a\u7279\u5fb5\uff0cY<\/em><em>\u8ef8\u8868\u793a\u6a23\u672c\u7de8\u865f\u3002<\/em><\/p>\n\n\n\n<p>MAC.OSX.CallMe\u75c5\u6bd2\u5bb6\u65cf\u4e09\u7a2e\u8b8a\u7a2e\u7684\u8996\u89ba\u5316\u5206\u6790<\/p>\n\n\n\n<p>\u6211\u5011\u53ef\u4ee5\u5f9e\u5716\u4e2d\u770b\u51faMAC.OSX.CallMe\u60e1\u610f\u8edf\u9ad4\u7684\u6240\u6709\u8b8a\u7a2e\u90fd\u5177\u6709\u76f8\u540c\u7684\u6307\u4ee4\u5e8f\u5217\uff0c\u76f4\u5230\u6307\u4ee45250\u6709\u4e86\u5dee\u5225\u3002\u5373\u4f7f\u51fa\u73fe\u6b64\u4e0d\u540c\u4e4b\u8655\uff0c\u6a23\u672c2\u548c3\u4e5f\u53ea\u662f\u79fb\u52d5\u4e86\u5269\u4e0b\u7684\u6307\u4ee4\u3002\u9019\u53ef\u4ee5\u770b\u51fa\u4e0d\u540cMAC.OSX.CallMe\u8b8a\u7a2e\u7684\u6307\u4ee4\u5e8f\u5217\u4ecd\u7136\u975e\u5e38\u76f8\u4f3c\u3002\u8b49\u660e\u4e86\u60e1\u610f\u8edf\u9ad4\u6a23\u672c\u7684\u7a0b\u5e8f\u6307\u4ee4\u5e8f\u5217\u662f\u5728\u7206\u767c\u671f\u9593\u8b58\u5225\u60e1\u610f\u8edf\u9ad4\u8b8a\u7a2e\u7684\u91cd\u8981\u95dc\u9375\u3002<\/p>\n\n\n\n<p>\u6211\u5011\u7684\u7814\u7a76\u5831\u544a\u9084\u63a2\u8a0e\u4e86\u7528\u5177\u8a9e\u610f\u6563\u5217\u7684\u5c0d\u6297\u81ea\u7de8\u78bc\u5668\uff08aae-sh\uff09\u5075\u6e2c\u60e1\u610f\u96c6\u7fa4\u7684\u4f8b\u5b50\n\u2013 \u8a72\u6a21\u578b\u5075\u6e2c\u5230\u4e0d\u540c\u9577\u5ea6\u4f46\u5305\u542b\u76f8\u4f3c\u6307\u4ee4\u5e8f\u5217\u7684Flashback\u8b8a\u7a2e\u3002<\/p>\n\n\n\n<p>\u6211\u5011\u7684\u7814\u7a76\u5831\u544a\u300c<a href=\"https:\/\/documents.trendmicro.com\/assets\/white_papers\/GenerativeMalwareOutbreakDetection.pdf\">\u751f\u6210\u60e1\u610f\u8edf\u9ad4\u7206\u5075\u6e2c\uff08Generative Malware Outbreak Detection\uff09<\/a>\u300d\u6df1\u5165\u63a2\u8a0e\u4e86\u5982\u4f55\u7528\u6307\u4ee4\u5e8f\u5217\u4f5c\u70ba\u6211\u5011\u6240\u63d0\u51fa\u60e1\u610f\u8edf\u9ad4\u7206\u767c\u6aa2\u6e2c\u6a21\u578b\u7684\u55ae\u4e00\u7279\u5fb5\u3002\u5831\u544a\u4e2d\u9084\u63a2\u8a0e\u4e86\u6211\u5011\u6240\u63d0\u51fa\u7684\u6a21\u578b\u5982\u4f55\u900f\u904e\u5c0d\u6297\u81ea\u7de8\u78bc\u5668\uff08AAE\uff09\u5728\u51fa\u73fe\u4ee3\u78bc\u63db\u4f4d\u548c\u6574\u5408\u8b8a\u5f62\u7684\u60c5\u6cc1\u4e0b\u6355\u6349\u5230\u7a0b\u5f0f\u6307\u4ee4\u5e8f\u5217\u3002\u6b64\u7bc7\u5831\u544a\u5df2\u7d93\u5728IEEE\u7684\u8cc7\u8a0a\u6280\u8853\u570b\u969b\u6703\u8b70\uff08ICIT 2019\uff09\u4e0a\u767c\u8868\u3002\u66f4\u65b0\u7684\u7248\u672c\u6703\u5728IEEE Xplore\u6578\u4f4d\u5716\u66f8\u9928\u63d0\u4f9b\u3002<\/p>\n\n\n\n<p>@\u539f\u6587\u51fa\u8655\uff1a<a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/security-technology\/using-machine-learning-to-detect-malware-outbreaks-with-limited-samples\">Using\nMachine Learning to Detect Malware Outbreaks With Limited Samples<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u80fd\u5920\u5728\u60e1\u610f\u8edf\u9ad4\u4e00\u51fa\u73fe\u6642\u5c31\u80fd\u5920\u6349\u5230\u5c0d\u4fdd\u8b77\u4f7f\u7528\u8005\u3001\u793e\u7fa4\u3001\u4f01\u696d\u548c\u653f\u5e9c\u4f86\u8aaa\u662f\u76f8\u7576\u91cd\u8981\u7684\u3002\u96a8\u8457\u6a5f\u5668\u5b78\u7fd2(Machine  [&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":[3024],"tags":[2961],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/59712"}],"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=59712"}],"version-history":[{"count":0,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/59712\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=59712"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=59712"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=59712"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}