{"id":69628,"date":"2026-01-31T22:48:56","date_gmt":"2026-01-31T14:48:56","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/69628.html"},"modified":"2026-01-31T22:48:56","modified_gmt":"2026-01-31T14:48:56","slug":"mitre-attck%e6%96%87%e6%9c%ac%e6%a0%87%e6%b3%a8%e7%9a%84%e5%a4%9a%e6%a0%87%e7%ad%be%e5%88%86%e5%b1%82%e5%88%86%e7%b1%bb%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/69628.html","title":{"rendered":"MITRE ATT&amp;CK\u6587\u672c\u6807\u6ce8\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b"},"content":{"rendered":"<p>\u5927\u5bb6\u8bfb\u5b8c\u89c9\u5f97\u6709\u5e2e\u52a9\u8bb0\u5f97\u5173\u6ce8\u548c\u70b9\u8d5e&#xff01;&#xff01;&#xff01;<\/p>\n<p>\u6458\u8981<\/p>\n<p>MITRE ATT&amp;CK \u662f\u4e00\u4e2a\u7f51\u7edc\u5b89\u5168\u77e5\u8bc6\u5e93&#xff0c;\u5b83\u5c06\u5a01\u80c1\u884c\u4e3a\u8005\u548c\u7f51\u7edc\u653b\u51fb\u4fe1\u606f\u7ec4\u7ec7\u6210\u4e00\u5957\u6218\u672f&#xff08;\u63cf\u8ff0\u5a01\u80c1\u884c\u4e3a\u8005\u8fdb\u884c\u653b\u51fb\u7684\u539f\u56e0\u548c\u76ee\u6807&#xff09;&#xff0c;\u6bcf\u4e2a\u6218\u672f\u90fd\u6709\u4e00\u5957\u6280\u672f&#xff08;\u63cf\u8ff0\u8fd9\u4e9b\u653b\u51fb\u4e2d\u53ef\u80fd\u4f7f\u7528\u7684\u65b9\u6cd5&#xff09;\u3002ATT&amp;CK \u7684\u4e00\u4e2a\u4e3b\u8981\u5e94\u7528\u662f\u5b89\u5168\u4e13\u5bb6\u4f7f\u7528\u5176\u6218\u672f\u548c\u6280\u672f\u5c42\u6b21\u7ed3\u6784\u4f5c\u4e3a\u6846\u67b6&#xff0c;\u6765\u6807\u6ce8\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u62a5\u544a\u3001\u6f0f\u6d1e\u63cf\u8ff0\u3001\u5a01\u80c1\u573a\u666f\u7b49&#xff0c;\u4ee5\u4fc3\u8fdb\u4e0b\u6e38\u5206\u6790\u3002\u8fc4\u4eca\u4e3a\u6b62&#xff0c;\u6807\u6ce8\u8fc7\u7a0b\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4ecd\u7136\u662f\u624b\u52a8\u5b8c\u6210\u7684\u3002\u5728\u672c\u6280\u672f\u8bf4\u660e\u4e2d&#xff0c;\u6211\u4eec\u4e3a MITRE ATT&amp;CK \u6587\u672c\u6807\u6ce8\u4efb\u52a1\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5206\u5c42\u7684\u201c\u4efb\u52a1\u7a7a\u95f4\u201d\u7279\u5f81\u63cf\u8ff0&#xff0c;\u7528\u4ee5\u7ec4\u7ec7\u5148\u524d\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u5b9e\u73b0\u81ea\u52a8\u5316\u7684\u52aa\u529b&#xff0c;\u540c\u65f6\u9610\u660e\u4e86\u6784\u5efa\u65b0\u65b9\u6cd5\u7684\u9014\u5f84\u3002\u4e3a\u4e86\u8bf4\u660e\u5176\u4e2d\u4e00\u6761\u9014\u5f84&#xff0c;\u6211\u4eec\u4f7f\u7528\u4efb\u52a1\u7a7a\u95f4\u5c42\u6b21&#xff0c;\u901a\u8fc7\u5728\u5bf9\u901a\u7528\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u6587\u672c\u8fdb\u884c\u7684\u5b9e\u9a8c\u4e0a\u5206\u9636\u6bb5\u6784\u5efa\u6211\u4eec\u81ea\u5df1\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b\u7528\u4e8e\u6587\u672c\u6807\u6ce8\u4efb\u52a1\u2014\u2014\u4f7f\u7528\u53ef\u5171\u4eab\u7684\u8ba1\u7b97\u5de5\u5177\u5e76\u5411\u5b89\u5168\u793e\u533a\u516c\u5f00\u91ca\u653e\u6a21\u578b&#xff08;\u901a\u8fc7 https:\/\/github.com\/jpmorganchase\/MITRE_models&#xff09;\u3002\u6211\u4eec\u7684\u591a\u6807\u7b7e\u5206\u5c42\u65b9\u6cd5\u5728\u6218\u672f\u7ea7\u522b\u5b9e\u73b0\u4e86\u7ea6 94% \u7684\u51c6\u786e\u7387&#xff0c;\u5728\u6280\u672f\u7ea7\u522b&#xff08;\u5f53\u8f6c\u6362\u4e3a\u591a\u7c7b\u5206\u7c7b\u65f6&#xff09;\u5b9e\u73b0\u4e86\u7ea6 82% \u7684\u51c6\u786e\u7387\u3002\u8be5\u6a21\u578b\u4ec5\u4f9d\u8d56\u7ecf\u5178\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5&#xff0c;\u5c31\u8fbe\u5230\u6216\u8d85\u8fc7\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\u2014\u2014\u6d88\u9664\u4e86\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3001\u667a\u80fd\u4f53\u6216\u66f4\u590d\u6742\u7684\u5206\u5c42\u65b9\u6cd5&#xff08;\u4f8b\u5982&#xff0c;\u7b97\u6cd5\u9002\u5e94\u65b9\u6cd5\u6216\u57fa\u4e8e\u6709\u5411\u65e0\u73af\u56fe\u7684\u65b9\u6cd5&#xff09;\u7684\u4efb\u4f55\u4f9d\u8d56\u3002\u6b64\u5916&#xff0c;\u6211\u4eec\u5c55\u793a\u4e86 GPT-4o \u6a21\u578b\u5728\u6218\u672f\u7ea7\u522b\u7684\u6027\u80fd&#xff08;\u7ea6 60% \u7684\u51c6\u786e\u7387&#xff09;\u663e\u8457\u4f4e\u4e8e\u6211\u4eec\u81ea\u5df1\u7684\u65b9\u6cd5\u3002\u6211\u4eec\u8fd8\u5c06\u57fa\u7ebf\u6a21\u578b\u6269\u5c55\u5230\u7531\u9886\u57df\u4e13\u5bb6\u4e3a\u91d1\u878d\u5e94\u7528\u751f\u6210\u7684\u5a01\u80c1\u573a\u666f\u8bed\u6599\u5e93\u3002<\/p>\n<p>\u5173\u952e\u8bcd\u200b MITRE \u22c5 \u7f51\u7edc\u5b89\u5168 \u22c5 \u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd \u22c5 \u591a\u6807\u7b7e\u5206\u7c7b \u22c5 \u5206\u5c42\u5206\u7c7b<\/p>\n<p>1 \u5f15\u8a00<\/p>\n<p>\u7f51\u7edc\u5b89\u5168\u7684\u5f62\u5f0f\u5316\u53d1\u5c55\u5728 20 \u4e16\u7eaa\u4e0b\u534a\u53f6\u5f00\u59cb\u5f62\u6210&#xff08;\u4f8b\u5982&#xff0c;\u5206\u7ec4\u4ea4\u6362\u3001Diffie-Hellman \u5bc6\u94a5\u4ea4\u6362\u3001\u65e9\u671f\u9632\u75c5\u6bd2\u8f6f\u4ef6\u7b49&#xff09;&#xff0c;\u8fd9\u4e3b\u8981\u5f52\u56e0\u4e8e\u653f\u5e9c\u3001\u884c\u4e1a\u548c\u6c11\u7528\u4fe1\u606f\u7cfb\u7edf\u4e92\u8054\u4e92\u901a\u7684\u6025\u5267\u589e\u52a0\u3002\u8fc7\u53bb 30 \u5e74\u4e92\u8054\u7f51\u53ca\u76f8\u5173\u6280\u672f\u7684\u6269\u5c55\u548c\u5168\u7403\u5316&#xff0c;\u9700\u8981\u8fdb\u4e00\u6b65\u63a8\u8fdb\u5b89\u5168\u5b9e\u8df5&#xff08;\u4e92\u8054\u7f51\u5b89\u5168\u534f\u8bae\u3001\u4e91\u5b89\u5168\u534f\u8bae\u7b49&#xff09;&#xff0c;\u4ee5\u4fdd\u62a4\u5173\u952e\u4fe1\u606f\u8d44\u6e90\u514d\u53d7\u7f51\u7edc\u653b\u51fb\u53ca\u5176\u9020\u6210\u7684\u635f\u5931\u3002\u4e8b\u5b9e\u4e0a&#xff0c;\u8fc7\u53bb\u51e0\u5341\u5e74\u7f51\u7edc\u5b89\u5168\u7684\u8303\u56f4\u4e0d\u65ad\u6269\u5927&#xff0c;\u4fc3\u4f7f\u653f\u5e9c\u548c\u884c\u4e1a\u5185\u7684\u5404\u4e2a\u7ec4\u7ec7\u5236\u5b9a\u6846\u67b6&#xff0c;\u4ee5\u652f\u6301\u5b89\u5168\u4e13\u5bb6\u5bf9\u7f51\u7edc\u653b\u51fb\u8fdb\u884c\u7279\u5f81\u63cf\u8ff0\u3001\u68c0\u6d4b\u3001\u7f13\u89e3\u548c\u9884\u9632\u3002<\/p>\n<p>\u6d1b\u514b\u5e0c\u5fb7\u00b7\u9a6c\u4e01\u516c\u53f8\u63d0\u51fa\u4e86\u4e00\u4e2a\u4fa7\u91cd\u4e8e\u57fa\u4e8e\u5a01\u80c1\u7684\u98ce\u9669\u65b9\u9762\u7684\u7f51\u7edc\u5b89\u5168\u6846\u67b6&#xff0c;\u8be5\u6846\u67b6\u6539\u7f16\u81ea\u7f8e\u56fd\u56fd\u9632\u90e8\u7684\u7528\u4e8e\u7784\u51c6\u548c\u6253\u51fb\u5bf9\u624b\u7684\u201c\u6740\u4f24\u94fe\u201d\u65b9\u6cd5\u4ee5\u53ca\u7528\u4e8e\u7834\u574f\u5bf9\u624b\u6d3b\u52a8\u7684\u201c\u884c\u52a8\u65b9\u6848\u201d\u6a21\u578b\u3002\u6740\u4f24\u94fe\u65b9\u6cd5\u6a21\u62df\u4e86\u5bf9\u624b\u5411\u7cfb\u7edf\u5efa\u7acb\u9ad8\u7ea7\u6301\u7eed\u6027\u5a01\u80c1\u7684\u8fdb\u5c55\u9636\u6bb5&#xff0c;\u4ee5\u53ca\u6bcf\u4e2a\u9636\u6bb5\u6f5c\u5728\u7684\u68c0\u6d4b\u548c\u7f13\u89e3\u80fd\u529b\u3002\u5bf9\u591a\u4e2a\u6740\u4f24\u94fe\u968f\u65f6\u95f4\u7684\u5206\u6790\u4ea7\u751f\u4e86\u884c\u4e3a\u6a21\u5f0f&#xff0c;\u8fd9\u4e9b\u6a21\u5f0f\u88ab\u5206\u5c42\u4e3a\u6218\u672f\u548c\u6280\u672f&#xff0c;\u5206\u522b\u8868\u5f81\u5bf9\u624b\u653b\u51fb\u7684\u201c\u539f\u56e0\u201d\u548c\u201c\u65b9\u5f0f\u201d\u3002<\/p>\n<p>MITRE \u516c\u53f8\u751f\u6210\u5e76\u7ef4\u62a4 ATT&amp;CK \u6846\u67b6\u2014\u2014\u4e00\u4e2a\u4ece\u7f51\u7edc\u653b\u51fb\u7684\u771f\u5b9e\u4e16\u754c\u89c2\u5bdf\u4e2d\u6784\u5efa\u7684\u77e5\u8bc6\u5e93&#xff0c;\u5176\u4e2d\u5305\u62ec\u5a01\u80c1\u884c\u4e3a\u8005\u7fa4\u4f53\u53ca\u5176\u5df2\u77e5\u7684\u653b\u51fb\u624b\u6bb5\u3002ATT&amp;CK \u6846\u67b6\u5206\u5c42\u7ec4\u7ec7\u7f51\u7edc\u653b\u51fb\u4fe1\u606f&#xff0c;\u4e24\u4e2a\u4e3b\u8981\u7ea7\u522b\u662f\u8868\u5f81\u5bf9\u6297\u6027\u6d3b\u52a8\u7684\u6218\u672f\u548c\u6280\u672f\u3002\u4e0e\u6740\u4f24\u94fe\u4e00\u81f4&#xff0c;\u6218\u672f\u5bf9\u5e94\u4e8e\u653b\u51fb\u7684\u201c\u539f\u56e0\u201d\u2014\u2014\u8868\u660e\u5bf9\u624b\u7684\u76ee\u6807\u6216\u7406\u7531&#xff0c;\u800c\u6280\u672f\u5bf9\u5e94\u4e8e\u5bf9\u624b\u6267\u884c\u653b\u51fb\u7684\u201c\u65b9\u5f0f\u201d\u3002ATT&amp;CK \u6846\u67b6\u5df2\u5728\u653f\u5e9c\u548c\u884c\u4e1a\u5185\u90e8\u88ab\u5e7f\u6cdb\u91c7\u7528\u548c\u5e94\u7528&#xff0c;\u7528\u4e8e\u5a01\u80c1\u5efa\u6a21&#xff08;\u53c2\u89c1 Crossman \u7b49\u4eba&#xff0c;2025 \u5e74\u4ee5\u53ca\u7b2c 3 \u8282\u4e2d\u7684\u5177\u4f53\u5e94\u7528&#xff09;\u3001\u5a01\u80c1\u68c0\u6d4b\u548c\u72e9\u730e\u3001\u6f0f\u6d1e\u5206\u6790\u3001\u63a7\u5236\u9a8c\u8bc1\u4ee5\u53ca\u66f4\u5e7f\u6cdb\u7684\u7f51\u7edc\u5b89\u5168\u60c5\u62a5\u5206\u6790\u3002<\/p>\n<p>\u8bf7\u6ce8\u610f&#xff0c;ATT&amp;CK \u6846\u67b6\u5e76\u4e0d\u7ed1\u5b9a\u4e8e\u7279\u5b9a\u7684\u7f51\u7edc\u653b\u51fb\u9636\u6bb5\u6a21\u578b&#xff0c;\u8fd9\u4f7f\u5f97 ATT&amp;CK \u53ef\u4ee5\u8f7b\u677e\u5730\u4f5c\u4e3a\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u6807\u6ce8\u6846\u67b6\u53d1\u6325\u4f5c\u7528\u3002\u4e8b\u5b9e\u4e0a&#xff0c;\u5b89\u5168\u5206\u6790\u5e08\u7684\u4e3b\u8981\u4efb\u52a1\u4e4b\u4e00\u5305\u62ec\u9605\u8bfb\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u62a5\u544a&#xff0c;\u5e76\u4f7f\u7528 MITRE ATT&amp;CK \u6218\u672f\u548c\u6280\u672f\u5bf9\u6587\u6863\u53ca\u5176\u5185\u5bb9\u8fdb\u884c\u6807\u6ce8&#xff0c;\u4ee5\u4fc3\u8fdb\u4e0b\u6e38\u5206\u6790\u3002\u8fc4\u4eca\u4e3a\u6b62&#xff0c;\u6807\u6ce8\u8fc7\u7a0b\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4ecd\u7531\u5206\u6790\u5e08\u4ee5\u624b\u52a8\u65b9\u5f0f\u8fdb\u884c\u3002<\/p>\n<p>\u5728\u8fc7\u53bb\u5341\u5e74\u4e2d&#xff0c;\u5df2\u7ecf\u5f62\u6210\u4e86\u4e00\u7cfb\u5217\u8ba1\u7b97\u65b9\u6cd5&#xff0c;\u65e8\u5728\u81ea\u52a8\u5316&#xff08;\u6216\u534a\u81ea\u52a8\u5316&#xff09;\u6807\u6ce8\u4efb\u52a1\u4ee5\u51cf\u5c11\u5206\u6790\u5e08\u7684\u7e41\u7410\u5de5\u4f5c&#xff08;\u6709\u5173\u5df2\u5efa\u7acb\u548c\u65b0\u5174\u65b9\u6cd5\u7684\u7efc\u8ff0&#xff0c;\u8bf7\u53c2\u89c1\u7b2c 2 \u8282&#xff09;\u3002\u5728\u6b64\u80cc\u666f\u4e0b&#xff0c;\u6211\u4eec\u5728\u672c\u6280\u672f\u8bf4\u660e\u4e2d\u7684\u8d21\u732e\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e00\u4e2a\u5206\u5c42\u7684 MITRE ATT&amp;CK \u6587\u672c\u6807\u6ce8\u4efb\u52a1\u201c\u4efb\u52a1\u7a7a\u95f4\u201d\u8868\u8ff0&#xff08;\u7b2c 2 \u8282&#xff09;&#xff0c;\u7528\u4e8e\u7ec4\u7ec7\u73b0\u6709\u7684\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u5e76\u4fc3\u8fdb\u8fdb\u4e00\u6b65\u53d1\u5c55&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e00\u4e2a\u9075\u5faa\u4efb\u52a1\u7a7a\u95f4\u7ea7\u522b&#xff0c;\u4e3a\u901a\u7528\u7f51\u7edc\u60c5\u62a5\u6587\u672c\u201c\u81ea\u4e0b\u800c\u4e0a\u201d\u5206\u9636\u6bb5\u6784\u5efa\u57fa\u7ebf\u591a\u6807\u7b7e\u5206\u5c42\u6807\u6ce8\u7cfb\u7edf\u2014\u2014\u8be5\u6784\u5efa\u8fc7\u7a0b\u4e0d\u53d7\u89c4\u8303\u7684\u201c\u81ea\u4e0a\u800c\u4e0b\u201d\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u5efa\u6a21\u65b9\u6cd5\u6216\u67b6\u6784\u7684\u675f\u7f1a&#xff0c;\u800c\u662f\u6709\u673a\u5730\u5c01\u88c5\u4e86 CISA \u4e3a\u5206\u6790\u5e08\u6307\u5357\u4e2d\u6307\u5b9a\u7684\u201cMITRE ATT&amp;CK \u6620\u5c04\u6700\u4f73\u5b9e\u8df5\u201d&#xff0c;\u4ece\u5b9e\u9a8c\u5f00\u59cb\u6784\u5efa&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5728\u6784\u5efa\u8fc7\u7a0b\u4e2d\u5c06\u6211\u4eec\u7684\u6a21\u578b\u6027\u80fd\u4e0e GPT-4o \u8fdb\u884c\u6bd4\u8f83&#xff08;\u7b2c 3 \u8282&#xff09;&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u91cd\u65b0\u4f7f\u7528\u57fa\u7ebf\u6a21\u578b\u6765\u5f15\u5bfc\u65b0\u6570\u636e\u96c6\u5efa\u6a21\u7684\u793a\u4f8b\u2014\u2014\u4f7f\u7528 JPMC \u5185\u90e8\u5b89\u5168\u4e13\u5bb6\u751f\u6210\u7684\u91d1\u878d\u5e94\u7528\u5a01\u80c1\u573a\u666f\u8bed\u6599\u5e93&#xff08;\u7b2c 3 \u8282&#xff09;&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u53d1\u5e03\u4e00\u4e2a\u53ef\u4f9b\u5b89\u5168\u793e\u533a\u4e0b\u8f7d\u548c\u4f7f\u7528\u7684\u6807\u6ce8\u7cfb\u7edf\u7248\u672c&#xff08;\u901a\u8fc7 https:\/\/github.com\/jpmorganchase\/MITRE_models&#xff09;\u3002<\/p>\n<\/li>\n<\/ul>\n<p>2 MITRE ATT&amp;CK \u6587\u672c\u6807\u6ce8\u4efb\u52a1\u8868\u8ff0<\/p>\n<p>\u8868 1&#xff1a;MITRE ATT&amp;CK \u6587\u672c\u6807\u6ce8\u7684\u5206\u5c42\u4efb\u52a1\u7c7b\u578b\u3002<\/p>\n<table>\n<tr>\n<p>\u4efb\u52a1 ID<\/p>\n<p>\u4efb\u52a1\u7c7b\u578b<\/p>\n<p>ATT&amp;CK \u6620\u5c04\u5f62\u5f0f<\/p>\n<p>\u8f93\u51fa\u8be6\u60c5<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>1<\/p>\n<\/td>\n<td>\n<p>\u591a\u7c7b\u6218\u672f\u5206\u7c7b<\/p>\n<\/td>\n<td>\n<p>D \u21a6 T<\/p>\n<\/td>\n<td>\n<p>T \u662f\u4ece\u4e00\u7ec4\u6218\u672f\u4e2d\u9009\u51fa\u7684\u5355\u4e2a\u6218\u672f<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>2<\/p>\n<\/td>\n<td>\n<p>\u591a\u7c7b\u6280\u672f\u5206\u7c7b<\/p>\n<\/td>\n<td>\n<p>D \u21a6 T<\/p>\n<\/td>\n<td>\n<p>T \u662f\u4ece\u4e00\u7ec4\u6280\u672f\u4e2d\u9009\u51fa\u7684\u5355\u4e2a\u6280\u672f<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>3<\/p>\n<\/td>\n<td>\n<p>\u591a\u6807\u7b7e\u6218\u672f\u5206\u7c7b<\/p>\n<\/td>\n<td>\n<p>D \u21a6 { T\u2081, \u2026, T\u2099 }<\/p>\n<\/td>\n<td>\n<p>T\u1d62 \u662f\u4ece\u4e00\u7ec4\u6218\u672f\u4e2d\u9009\u51fa\u7684\u6218\u672f<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>4<\/p>\n<\/td>\n<td>\n<p>\u591a\u6807\u7b7e\u6280\u672f\u5206\u7c7b<\/p>\n<\/td>\n<td>\n<p>D \u21a6 { T\u2081, \u2026, T\u2099 }<\/p>\n<\/td>\n<td>\n<p>T\u1d62 \u662f\u4ece\u4e00\u7ec4\u6280\u672f\u4e2d\u9009\u51fa\u7684\u6280\u672f<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>5<\/p>\n<\/td>\n<td>\n<p>\u6df7\u5408\u7c7b\u578b\u591a\u6807\u7b7e\u5206\u7c7b<\/p>\n<\/td>\n<td>\n<p>D \u21a6 { T\u2081, \u2026, T\u2099 }<\/p>\n<\/td>\n<td>\n<p>T\u1d62 \u662f\u4ece\u4e00\u7ec4\u6218\u672f\u548c\u4e00\u7ec4\u6280\u672f\u4e2d\u9009\u51fa\u7684\u6218\u672f\u548c\/\u6216\u6280\u672f<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>6<\/p>\n<\/td>\n<td>\n<p>\u591a\u7c7b\u5206\u5c42\u5206\u7c7b<\/p>\n<\/td>\n<td>\n<p>D \u21a6 (T\u2081, T\u2082)<\/p>\n<\/td>\n<td>\n<p>T\u2081 \u662f\u6218\u672f&#xff0c;T\u2082 \u662f\u8be5\u6218\u672f\u7684\u6280\u672f<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>7<\/p>\n<\/td>\n<td>\n<p>\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b<\/p>\n<\/td>\n<td>\n<p>D \u21a6 { T\u2081, \u2026, T\u2099 }<\/p>\n<\/td>\n<td>\n<p>T\u1d62 \u662f\u4e00\u4e2a\u5143\u7ec4 (T\u1d62\u2080, T\u1d62\u2081, \u2026, T\u1d62\u2096)&#xff0c;\u5176\u4e2d T\u1d62\u2080 \u662f\u6218\u672f&#xff0c;\u6bcf\u4e2a T\u1d62\u2c7c (j&gt;0) \u662f\u8be5\u6218\u672f\u7684\u6280\u672f<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>8<\/p>\n<\/td>\n<td>\n<p>\u6587\u672c\u5230\u6587\u672c\u5206\u7c7b<\/p>\n<\/td>\n<td>\n<p>D \u21a6 T<\/p>\n<\/td>\n<td>\n<p>T \u662f\u6218\u672f\u6216\u6280\u672f&#xff08;\u6216\u4e24\u8005&#xff09;\u7684\u6587\u672c\u63cf\u8ff0<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6211\u4eec\u9996\u5148\u63d0\u4f9b MITRE ATT&amp;CK \u6587\u672c\u6807\u6ce8\u4efb\u52a1\u7684\u4e00\u822c\u8868\u8ff0&#xff0c;\u4ee5\u4fbf\u65e2\u7ec4\u7ec7\u73b0\u6709\u5173\u4e8e\u5176&#xff08;\u534a&#xff09;\u81ea\u52a8\u5316\u7684\u7814\u7a76\u5de5\u4f5c&#xff0c;\u53c8\u9610\u660e\u5176\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u7684\u5efa\u6a21\u8fdb\u4e00\u6b65\u53d1\u5c55\u7684\u6f5c\u5728\u9014\u5f84\u3002\u8fd9\u4e2a\u5982\u8868 1 \u6240\u793a\u7684\u201c\u4efb\u52a1\u7a7a\u95f4\u201d\u8868\u8ff0\u4e3a\u6b64\u7c7b\u6bd4\u8f83\u63d0\u4f9b\u4e86\u6e05\u6670\u7684\u5c42\u6b21&#xff0c;\u540c\u65f6\u4e5f\u4f5c\u4e3a\u5728\u4f4e\u8d44\u6e90\u7a00\u758f\u6570\u636e\u8bbe\u7f6e\u4e0b\u201c\u81ea\u4e0b\u800c\u4e0a\u201d\u6a21\u578b\u6784\u5efa\u7684\u8def\u7ebf\u56fe&#xff08;\u5982\u6211\u4eec\u5728\u7b2c 3 \u8282\u6240\u793a&#xff09;\u3002\u5c3d\u7ba1\u5168\u9762\u56de\u987e\u73b0\u6709\u5de5\u4f5c\u8d85\u51fa\u4e86\u672c\u6280\u672f\u8bf4\u660e\u7684\u8303\u56f4&#xff08;\u6709\u5173\u6700\u65b0\u7efc\u8ff0&#xff0c;\u53c2\u89c1 B\u00fcchel \u7b49\u4eba&#xff0c;2025&#xff09;&#xff0c;\u6211\u4eec\u968f\u540e\u7b80\u8981\u56de\u987e\u4e86\u516c\u5171\u9886\u57df\u5df2\u5efa\u7acb\u7684\u3001\u4f53\u73b0\u4e86\u901a\u7528\u6807\u6ce8\u4efb\u52a1\u4e0d\u540c\u5c42\u6b21\u5b9e\u4f8b\u5316\u7684\u76f8\u5173\u7814\u7a76\u5de5\u4f5c&#xff08;\u4e3a\u6bcf\u79cd\u7c7b\u578b\u5217\u51fa\u53c2\u8003\u6587\u732e&#xff09;\u3002<\/p>\n<p>MITRE ATT&amp;CK \u6587\u672c\u6807\u6ce8\u4efb\u52a1\u91c7\u7528\u4ee5\u4e0b\u4e00\u822c\u5f62\u5f0f&#xff1a;<\/p>\n<p>att&amp;ck : D \u21a6 T<\/p>\n<p>\u5176\u4e2d D \u662f\u6587\u672c\u6587\u6863&#xff0c;T \u662f ATT&amp;CK \u77e5\u8bc6\u5e93&#xff08;\u672c\u6587\u4e2d\u9650\u4e8e\u4f01\u4e1a\u77e9\u9635 v14&#xff09;\u5404\u4e2a\u65b9\u9762\u7684\u5f62\u5f0f\u5316\u8868\u793a\u3002\u6700\u7b80\u5355\u7684\u5f62\u5f0f\u662f&#xff0c;D \u662f\u4e00\u4e2a\u77ed\u6587\u6863&#xff0c;\u4f8b\u5982\u4e00\u4e2a\u53e5\u5b50\u6216\u77ed\u8bed&#xff0c;T \u662f\u5355\u4e2a\u6218\u672f\u6216\u6280\u672f\u3002\u7136\u800c&#xff0c;D \u548c T \u90fd\u53ef\u4ee5\u53d8\u5f97\u590d\u6742\u3002\u8f93\u5165 D \u53ef\u6269\u5c55\u4e3a\u6bb5\u843d\u3001\u5b8c\u6574\u6587\u6863\u751a\u81f3\u6587\u6863\u96c6&#xff0c;\u4ee5\u53ca\u4e3b\u9898\u4ece\u901a\u7528\u7f51\u7edc\u5b89\u5168\u60c5\u62a5\u5230\u5a01\u80c1\u573a\u666f\u63cf\u8ff0\u3001\u5a01\u80c1\u62a5\u544a\u3001\u7f51\u7edc\u653b\u51fb\u62a5\u544a\u3001\u6f0f\u6d1e\u63cf\u8ff0\u7b49\u4e0d\u540c\u7684\u6587\u672c&#xff08;\u6709\u5173\u5bf9\u5e94\u4e8e D \u7c7b\u578b\u7684\u73b0\u6709\u6807\u6ce8\u8bed\u6599\u5e93\u7684\u7efc\u8ff0&#xff0c;\u53c2\u89c1 Della Penna \u7b49\u4eba&#xff0c;2025&#xff0c;\u4ee5\u53ca\u57fa\u51c6\u6d4b\u8bd5\u53c2\u89c1 Alam \u7b49\u4eba&#xff0c;2024&#xff09;\u3002\u5f62\u5f0f\u5316\u8868\u793a T \u53ef\u4ece\u5355\u4e2a\u6218\u672f\u6216\u6280\u672f\u6269\u5c55\u5230\u6218\u672f\u6216\u6280\u672f\u7684\u96c6\u5408\u3001\u6218\u672f\u8fde\u540c\u6280\u672f\u7684\u96c6\u5408\u3001\u6218\u672f\u548c\u6280\u672f\u7684\u6587\u672c\u63cf\u8ff0\u3001\u6218\u672f\u548c\u6280\u672f\u7684\u5206\u5c42\u7ed3\u6784\u7b49\u3002\u6355\u83b7 T \u5e38\u89c1\u4e0d\u540c\u5f62\u5f0f\u7684\u547d\u540d\u548c\u63cf\u8ff0\u7684\u4efb\u52a1\u7c7b\u578b&#xff08;\u5927\u81f4&#xff09;\u6309\u590d\u6742\u6027\u5206\u5c42\u5e76\u5728\u8868 1 \u4e2d\u7ed9\u51fa\u4e86 ID\u3002<\/p>\n<p>\u6211\u4eec\u9010\u6b65\u63cf\u8ff0\u4f53\u73b0\u6bcf\u79cd\u4efb\u52a1\u7c7b\u578b\u7684\u73b0\u6709\u5de5\u4f5c\u5982\u4e0b\u3002<\/p>\n<p>\u5728 ATT&amp;CK \u4e8e 2013 \u5e74\u51fa\u73b0\u4e4b\u540e&#xff0c;\u5b9e\u73b0\u6807\u6ce8\u4efb\u52a1\u81ea\u52a8\u5316\u7684\u6700\u521d\u52aa\u529b\u4e3b\u8981\u4f9d\u8d56\u4e8e\u4e13\u5bb6\u7cbe\u5fc3\u6784\u5efa\u7684 ATT&amp;CK \u4fe1\u606f\u5206\u7c7b\u6cd5\u548c\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u4f5c\u4e3a\u5c06\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u8f93\u5165\u6587\u672c\u6620\u5c04\u5230\u5df2\u77e5\u56fe\u8c31\/\u5206\u7c7b\u6761\u76ee\u7684\u6a21\u7cca\u5b57\u7b26\u4e32\u5339\u914d\u7b97\u6cd5\u7684\u57fa\u7840&#xff08;\u53c2\u89c1 MITRE ATT&amp;CK Extractor, MITRE D3FEND \u4e86\u89e3\u6700\u65b0\u7248\u672c&#xff0c;\u5927\u81f4\u5bf9\u5e94\u8868 1 \u4e2d\u7684\u4efb\u52a1 ID 1 \u548c 2&#xff09;\u3002\u867d\u7136\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6709\u6548&#xff0c;\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u7684\u50f5\u5316\u548c\u4e0d\u7075\u6d3b\u6027&#xff08;\u4f9d\u8d56\u4e8e\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u5b9e\u4f53\u3001\u5173\u7cfb\u548c\u6982\u5ff5\u7684\u7ecf\u5178\u81ea\u7136\u8bed\u8a00\u5904\u7406\u57fa\u4e8e\u53e5\u6cd5\u548c\u8bed\u4e49\u8868\u793a&#xff09;\u5bfc\u81f4\u4e86\u5728\u65b0\u5174\u673a\u5668\u5b66\u4e60\u9886\u57df\u52aa\u529b\u7684\u542f\u52a8&#xff08;\u548c\u540e\u7eed\u6269\u5c55&#xff09;&#xff08;\u4f8b\u5982&#xff0c;Ayoade \u7b49\u4eba&#xff0c;2018&#xff1b;Ampel \u7b49\u4eba&#xff0c;2021&#xff1b;Rahman \u7b49\u4eba&#xff0c;2024&#xff09;\u3002<\/p>\n<p>\u5a01\u80c1\u62a5\u544a ATT&amp;CK \u6620\u5c04\u5668&#xff08;TRAM&#xff09;\u9879\u76ee\u6700\u521d\u662f\u4f5c\u4e3a\u63a8\u52a8\u6807\u6ce8\u4efb\u52a1\u673a\u5668\u5b66\u4e60\u8fdb\u5c55\u7684\u7f51\u7edc\u5b89\u5168\u793e\u533a\u52aa\u529b\u5f00\u59cb\u7684\u3002\u540e\u7eed\u7684 TRAM 2.0 \u901a\u8fc7\u7eb3\u5165\u5df2\u77e5\u6709\u52a9\u4e8e\u7c7b\u4f3c ATT&amp;CK \u6807\u6ce8\u4efb\u52a1\u7684\u65b0\u5174\u57fa\u4e8e\u53d8\u6362\u5668\u7684\u6587\u672c\u8868\u793a&#xff0c;\u5c06\u539f\u59cb\u9879\u76ee\u6269\u5c55\u5230\u57fa\u672c\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u4e4b\u5916&#xff08;\u53e6\u89c1 Alves \u7b49\u4eba&#xff0c;2022&#xff1b;You \u7b49\u4eba&#xff0c;2022&#xff1b;Rani \u7b49\u4eba&#xff0c;2023&#xff1b;Rani \u7b49\u4eba&#xff0c;2024&#xff09;&#xff0c;\u540c\u65f6\u91c7\u7528\u4e86\u591a\u6807\u7b7e\u65b9\u6cd5&#xff08;\u8868 1 \u4e2d\u7684\u4efb\u52a1 ID 3 \u548c 4&#xff0c;\u5173\u4e8e\u591a\u6807\u7b7e\u65b9\u6cd5\u7684\u66f4\u591a\u4fe1\u606f\u53c2\u89c1 Mendsaikhan \u7b49\u4eba&#xff0c;2020&#xff1b;Kuppa \u7b49\u4eba&#xff0c;2021&#xff1b;Grigorescu \u7b49\u4eba&#xff0c;2022&#xff09;\u3002\u7136\u800c&#xff0c;TRAM \u4e2d\u7684\u6807\u6ce8\u4efb\u52a1\u4ec5\u9650\u4e8e ATT&amp;CK \u5c42\u6b21\u7ed3\u6784\u5185\u7684\u6280\u672f\u7ea7\u522b\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u57fa\u4e8e\u5bf9\u6297\u6027\u6218\u672f\u548c\u6280\u672f\u7684\u62a5\u544a\u5206\u7c7b\u7cfb\u7edf&#xff08;\u53c2\u89c1 Legoy \u7b49\u4eba&#xff0c;2020 \u548c https:\/\/github.com\/vlegoy\/rcATT&#xff09;\u4f7f\u7528\u5728 ATT&amp;CK \u6846\u67b6\u7684\u6218\u672f\u548c\u6280\u672f\u7ea7\u522b\u72ec\u7acb\u8bad\u7ec3\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b&#xff0c;\u4e3a\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u62a5\u544a\u6807\u6ce8\u6218\u672f\u548c\u6280\u672f&#xff08;\u5728\u6587\u6863\u7ea7\u522b&#xff09;&#xff08;\u5c5e\u4e8e\u8868 1 \u4e2d\u7684\u4efb\u52a1 ID 5&#xff09;\u3002\u8be5\u7cfb\u7edf\u914d\u5907\u4e86\u4e00\u4e2a\u7528\u6237\u754c\u9762&#xff0c;\u7528\u4e8e\u8bb0\u5f55\u7528\u6237\u5bf9\u81ea\u52a8\u6807\u6ce8\u8f93\u51fa\u7684\u53cd\u9988&#xff0c;\u5e76\u5229\u7528\u5176\u66f4\u65b0\u6807\u6ce8\u6a21\u578b\u3002\u7136\u800c&#xff0c;\u8be5\u65b9\u6cd5\u5728\u5206\u7c7b\u8fc7\u7a0b\u4e2d\u5e76\u672a\u6355\u83b7\u6216\u5229\u7528\u6218\u672f\u548c\u6280\u672f\u4e4b\u95f4\u5df2\u77e5\u7684\u5c42\u6b21\u5173\u7cfb&#xff08;\u800c\u662f\u4f5c\u4e3a\u5206\u7c7b\u540e\u5904\u7406\u6b65\u9aa4&#xff09;\u3002<\/p>\n<p>TTPDrill \u662f\u4e00\u79cd\u57fa\u4e8e\u672c\u4f53\u7684\u65b9\u6cd5&#xff08;\u76f8\u5173\u65b9\u6cd5\u53c2\u89c1 Satvat \u7b49\u4eba&#xff0c;2021&#xff1b;Li \u7b49\u4eba&#xff0c;2022&#xff1b;Alam \u7b49\u4eba&#xff0c;2023&#xff09;&#xff0c;\u7528\u4e8e\u6807\u6ce8\u4efb\u52a1&#xff0c;\u5b83\u5728\u5c06\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u62a5\u544a\u4e2d\u7684\u53e5\u5b50\u6620\u5c04\u5230\u6218\u672f\u548c\u6280\u672f\u65f6\u76f4\u63a5\u5305\u542b\u4e86\u6218\u672f\u548c\u6280\u672f\u4e4b\u95f4\u7684\u5c42\u6b21\u5173\u7cfb&#xff08;\u8868 1 \u4e2d\u7684\u4efb\u52a1 ID 6&#xff09;\u3002\u5176\u5a01\u80c1\u884c\u52a8\u672c\u4f53\u662f\u624b\u52a8\u6784\u5efa\u7684&#xff0c;\u5305\u542b\u5206\u5c42\u8868\u793a\u6740\u4f24\u94fe\u9636\u6bb5\u3001\u6218\u672f\u548c\u6280\u672f\u7684\u5b57\u6bb5&#xff0c;\u4ee5\u53ca\u5173\u4e8e\u5a01\u80c1\u884c\u52a8\u7c7b\u578b\u7684\u66f4\u5177\u4f53\u4fe1\u606f\u3002\u53e5\u5b50\u9996\u5148\u901a\u8fc7\u4f9d\u8d56\u89e3\u6790\u5668\u6620\u5c04\u5230\u672c\u4f53&#xff0c;\u8be5\u89e3\u6790\u5668\u4ece\u5176\u7ec4\u6210\u6587\u672c\u521b\u5efa\u5a01\u80c1\u884c\u52a8\u201c\u5019\u9009\u201d&#xff0c;\u7136\u540e\u901a\u8fc7\u8bed\u4e49\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u5c06\u5019\u9009\u4e0e\u672c\u4f53\u6761\u76ee\u8fdb\u884c\u6bd4\u8f83\u3002\u6700\u4f73\u5339\u914d\u672c\u4f53\u6761\u76ee\u7684\u6218\u672f\u548c\u6280\u672f\u88ab\u5206\u914d\u7ed9\u5a01\u80c1\u62a5\u544a\u4e2d\u7684\u6bcf\u4e2a\u53e5\u5b50&#xff08;\u9ad8\u4e8e\u5b66\u4e60\u5230\u7684\u9608\u503c&#xff09;\u3002\u4e00\u4e2a\u7f3a\u70b9\u662f&#xff0c;\u5f53\u591a\u4e2a\u6b64\u7c7b\u6807\u7b7e\u53ef\u80fd\u4e0e\u7f51\u7edc\u5a01\u80c1\u5206\u6790\u76f8\u5173\u65f6&#xff0c;\u6620\u5c04\u4ec5\u4e3a\u6bcf\u4e2a\u53e5\u5b50\u4ea7\u751f\u4e00\u4e2a\u6218\u672f-\u6280\u672f\u5bf9\u3002<\/p>\n<p>\u8fc7\u53bb\u51e0\u5e74&#xff0c;\u8d8a\u6765\u8d8a\u591a\u7684\u65b9\u6cd5\u8bd5\u56fe\u4e00\u65b9\u9762\u76f4\u63a5\u89e3\u51b3 ATT&amp;CK \u6807\u6ce8\u4efb\u52a1\u7684\u591a\u6807\u7b7e\u6027\u8d28&#xff0c;\u53e6\u4e00\u65b9\u9762\u89e3\u51b3\u5176\u5c42\u6b21\u6027\u8d28&#xff08;\u53c2\u89c1\u8868 1 \u4e2d\u7684\u4efb\u52a1 ID 7&#xff09;\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5438\u6536\u5e76\u6574\u5408\u4e86\u591a\u6807\u7b7e\u5206\u7c7b&#xff08;\u4f8b\u5982&#xff0c;\u95ee\u9898\u8f6c\u6362\u4e0e\u7b97\u6cd5\u9002\u5e94\u65b9\u6cd5\u7684\u53d1\u5c55&#xff0c;\u53c2\u89c1 Kassim \u7b49\u4eba&#xff0c;2024&#xff09;\u548c\u5206\u5c42\u5206\u7c7b&#xff08;\u4f8b\u5982&#xff0c;\u57fa\u4e8e\u6811\u4e0e\u57fa\u4e8e\u6709\u5411\u65e0\u73af\u56fe\u7684\u65b9\u6cd5&#xff0c;\u53c2\u89c1 Ram\u00edrez-Corona \u7b49\u4eba&#xff0c;2016 \u7b49&#xff09;\u901a\u7528\u9886\u57df\u5728\u8fc7\u53bb 20 \u5e74\u5f62\u6210\u7684\u8fdb\u5c55&#xff0c;\u5e76\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u5e76\u53d1\u8fdb\u5c55\u76f8\u4ea4\u7ec7&#xff08;\u53c2\u89c1 Liu \u7b49\u4eba&#xff0c;2022&#xff1b;Li \u7b49\u4eba&#xff0c;2024&#xff09;\u3002\u5728\u4e0b\u4e00\u8282\u4e2d&#xff0c;\u6211\u4eec\u6cbf\u7740\u8868 1 \u4e2d\u7684\u4efb\u52a1\u7a7a\u95f4\u5c42\u6b21\u6784\u5efa\u6211\u4eec\u7684\u591a\u6807\u7b7e\u5206\u5c42 ATT&amp;CK \u6807\u6ce8\u6a21\u578b\u3002<\/p>\n<p>\u6700\u8fd1\u7684\u6587\u672c\u5230\u6587\u672c\u65b9\u6cd5&#xff08;\u8868 1 \u4e2d\u7684\u4efb\u52a1 ID 8&#xff09;\u62bd\u8c61\u6389\u4e86 ATT&amp;CK \u6807\u6ce8\u4efb\u52a1\u8f93\u51fa\u7684\u591a\u6807\u7b7e\u5206\u5c42\u8868\u5f81\u7684\u7ed3\u6784&#xff0c;\u540c\u65f6\u8bd5\u56fe\u4fdd\u7559\u548c\u6269\u5c55\u8f93\u51fa\u7684\u6027\u8d28\u3002\u5177\u4f53\u6765\u8bf4&#xff0c;\u6620\u5c04\u7684\u8f93\u51fa T \u4e0d\u5fc5\u662f\u5f62\u5f0f\u5316\u7ed3\u6784&#xff0c;\u800c\u662f\u5305\u542b\u591a\u6807\u7b7e\u5206\u5c42\u7ed3\u6784\u6240\u5305\u542b\u4fe1\u606f\u7684\u6587\u672c&#xff08;\u4f8b\u5982&#xff0c;\u8f93\u5165\u6587\u6863 D \u6620\u5c04\u5230\u4e00\u7ec4\u6218\u672f\u548c\/\u6216\u6280\u672f&#xff0c;\u800c T \u53ef\u80fd\u8fd8\u5305\u542b\u989d\u5916\u4fe1\u606f&#xff09;\u3002\u8bb8\u591a\u884c\u4e1a\u548c\u7814\u7a76\u56e2\u4f53&#xff08;\u53c2\u89c1 Branescu \u7b49\u4eba&#xff0c;2024&#xff1b;Fayyazi \u7b49\u4eba&#xff0c;2024&#xff1b;Xu \u7b49\u4eba&#xff0c;2024&#xff1b;Schwartz \u7b49\u4eba&#xff0c;2025&#xff1b;Huang \u7b49\u4eba&#xff0c;2024&#xff1b;Nir \u7b49\u4eba&#xff0c;2025&#xff1b;Liu \u7b49\u4eba&#xff0c;2025&#xff09;\u6b63\u671d\u7740 MITRE ATT&amp;CK \u6807\u6ce8\u7684\u6587\u672c\u5230\u6587\u672c\u5206\u7c7b\u65b9\u5411\u53d1\u5c55\u3002\u867d\u7136\u6211\u4eec\u4fdd\u7559\u4e86\u5c06\u591a\u6807\u7b7e\u5206\u5c42\u65b9\u6cd5\u6269\u5c55\u5230\u6587\u672c\u5230\u6587\u672c\u5206\u7c7b\u7684\u8ba1\u5212&#xff0c;\u4f46\u6211\u4eec\u5c06\u5728\u7b2c 4 \u8282\u7b80\u8981\u8bc4\u8bba\u5b83\u4eec\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260131144853-697e1655cae02.png\" \/><\/p>\n<p>\u56fe 1 \u7528\u4e8e MITRE ATT&amp;CK \u6587\u672c\u6807\u6ce8\u4efb\u52a1\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u7cfb\u7edf\u3002\u6587\u6863\u88ab\u5206\u89e3\u6210\u53e5\u5b50&#xff0c;\u5e76\u4f7f\u7528 TF-IDF \u8fdb\u884c\u5411\u91cf\u5316\u3002\u8be5\u7cfb\u7edf\u63d0\u4f9b\u4e86\u4e00\u79cd\u54c8\u5e0c\u6280\u672f&#xff0c;\u4f5c\u4e3a\u5411\u91cf\u5316\u8fc7\u7a0b\u7684\u4e00\u90e8\u5206\u5bf9\u6587\u672c\u8fdb\u884c\u52a0\u5bc6\u3002\u5206\u5c42\u5206\u7c7b\u7684\u7b2c\u4e00\u7ea7 (a) \u4f7f\u7528\u591a\u6807\u7b7e\u5206\u7c7b\u6a21\u578b\u9884\u6d4b\u524d n \u4e2a\u6218\u672f\u6807\u7b7e\u3002\u7b2c\u4e8c\u7ea7 (b) \u4f7f\u7528\u7279\u5b9a\u4e8e\u6218\u672f\u7684\u591a\u6807\u7b7e\u5206\u7c7b\u6a21\u578b&#xff0c;\u4ee5\u9884\u6d4b\u7684\u6218\u672f\u4e3a\u6761\u4ef6&#xff0c;\u4e3a\u6bcf\u4e2a\u6218\u672f\u63d0\u4f9b\u524d m \u4e2a\u6280\u672f\u6807\u7b7e\u3002\u6574\u4e2a\u7cfb\u7edf\u7684\u8f93\u51fa (c) \u662f\u4e00\u4e2a\u5305\u542b (n \u2217 m) \u4e2a\u6218\u672f-\u6280\u672f\u5bf9\u7684\u7ed3\u6784\u3002<\/p>\n<p>3 \u591a\u6807\u7b7e\u5206\u5c42 ATT&amp;CK \u6807\u6ce8\u7cfb\u7edf\u6784\u5efa\u4e0e\u8bc4\u4f30<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260131144855-697e1657482dc.png\" \/><\/p>\n<p>\u56fe 2 \u6807\u9898&#xff1a;\u57fa\u7ebf\u7f51\u7edc\u60c5\u62a5\u6587\u672c\u6570\u636e\u96c6\u7684\u6218\u672f\u8ba1\u6570\u3002\u603b\u8ba1 (14405)&#xff0c;\u5176\u4e2d\u9632\u5fa1\u89c4\u907f (2642)&#xff0c;\u53d1\u73b0 (2287)&#xff0c;\u547d\u4ee4\u4e0e\u63a7\u5236 (2072)&#xff0c;\u6267\u884c (1675)&#xff0c;\u6301\u4e45\u5316 (1496)&#xff0c;\u51ed\u8bc1\u8bbf\u95ee (869)&#xff0c;\u6536\u96c6 (820)&#xff0c;\u6743\u9650\u63d0\u5347 (547)&#xff0c;\u521d\u59cb\u8bbf\u95ee (525)&#xff0c;\u8d44\u6e90\u5f00\u53d1 (395)&#xff0c;\u5f71\u54cd (336)&#xff0c;\u6a2a\u5411\u79fb\u52a8 (265)&#xff0c;\u4fa6\u5bdf (240)&#xff0c;\u5916\u6cc4 (236)\u3002<\/p>\n<p>\u6211\u4eec\u7684\u7528\u4e8e MITRE ATT&amp;CK \u6807\u6ce8\u4efb\u52a1\u7684\u5b8c\u6574\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b\u67b6\u6784\u5982\u56fe 1 \u6240\u793a\u3002\u6211\u4eec\u6ca1\u6709\u8fdb\u884c\u201c\u81ea\u4e0a\u800c\u4e0b\u201d\u7684\u67b6\u6784\u9009\u62e9\u2014\u2014\u5148\u9a8c\u5730\u9009\u62e9\u4e00\u4e2a\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u5efa\u6a21\u67b6\u6784\u2014\u2014\u800c\u662f\u91c7\u7528\u201c\u81ea\u4e0b\u800c\u4e0a\u201d\u7684\u987a\u5e8f\u65b9\u6cd5\u6784\u5efa\u67b6\u6784&#xff0c;\u6cbf\u7740\u8868 1 \u4e2d\u7684\u4efb\u52a1\u7a7a\u95f4\u5c42\u6b21\u9010\u6b65\u63a8\u8fdb\u3002\u6b64\u5916&#xff0c;\u6211\u4eec\u901a\u8fc7\u4e09\u4e2a\u5b9e\u9a8c\u9636\u6bb5\u7684\u7ed3\u679c\u6765\u63a8\u52a8\u6cbf\u7740\u5c42\u6b21\u63a8\u8fdb\u3002\u524d\u4e24\u4e2a\u5b9e\u9a8c\u9636\u6bb5\u4f9d\u8d56\u4e8e\u4e00\u4e2a\u5305\u542b 14405 \u4e2a\u901a\u7528\u7f51\u7edc\u60c5\u62a5\u53e5\u5b50\u7684\u6570\u636e\u96c6&#xff0c;\u6bcf\u4e2a\u53e5\u5b50\u90fd\u6709\u4e00\u4e2a\u5bf9\u5e94\u7684\u9ec4\u91d1\u6807\u51c6 ATT&amp;CK \u6218\u672f\u548c\u6280\u672f\u6807\u7b7e\u3002\u8fd9\u4e9b\u6570\u636e\u7531 JPMC \u5185\u90e8\u7684\u7f51\u7edc\u5b89\u5168\u4e13\u5bb6\u7f16\u8bd1\u548c\u7b56\u5212&#xff0c;\u4ee5\u786e\u4fdd\u6570\u636e\u8d28\u91cf\u3002\u6570\u636e\u96c6\u6309\u6218\u672f\u7684\u5206\u5e03\u5982\u56fe 2 \u6240\u793a\u3002\u7b2c\u4e09\u4e2a\u5b9e\u9a8c\u9636\u6bb5\u4f9d\u8d56\u4e8e\u7b2c\u4e8c\u4e2a\u6570\u636e\u96c6&#xff0c;\u5305\u542b\u4ece JPMC \u5185\u90e8\u7f51\u7edc\u5b89\u5168\u4e13\u5bb6\u4e3a\u94f6\u884c\u5185\u5b9e\u9645\u5e94\u7528\u751f\u6210\u7684\u5a01\u80c1\u6a21\u578b\u4e2d\u63d0\u53d6\u7684 552 \u4e2a\u5a01\u80c1\u573a\u666f\u3002\u5728\u8fd9\u4e9b\u6570\u636e\u70b9\u4e2d&#xff0c;486 \u4e2a\u81f3\u5c11\u6709\u4e00\u4e2a\u9ec4\u91d1\u6807\u51c6\u6218\u672f\u6807\u7b7e&#xff0c;\u800c 66 \u4e2a\u6ca1\u6709\u6218\u672f\u6807\u7b7e&#xff08;\u8fd9\u4e9b\u5728\u5b9e\u9a8c\u4e2d\u7701\u7565&#xff09;\u3002\u5728 486 \u4e2a\u6709\u6218\u672f\u6807\u7b7e\u7684\u6570\u636e\u70b9\u4e2d&#xff0c;306 \u4e2a\u6709\u5355\u4e2a ATT&amp;CK \u6218\u672f\u6807\u7b7e\u00b9\u3002\u5176\u4f59 180 \u4e2a\u6570\u636e\u70b9\u662f\u591a\u6807\u7b7e\u7684\u3002\u6211\u4eec\u6ce8\u610f\u5230\u6570\u636e\u96c6\u4e2d\u7684\u7c7b\u522b\u4e0d\u5e73\u8861\u548c\u7a00\u758f\u6027&#xff0c;\u5e76\u4fdd\u6301\u539f\u6837\u4ee5\u66f4\u597d\u5730\u590d\u73b0\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\u6761\u4ef6\u3002\u6b64\u5916&#xff0c;\u8003\u8651\u4e86\u7c7b\u522b\u4e0d\u5e73\u8861\u7684\u652f\u6301\u6027\u5b9e\u9a8c\u663e\u793a\u4e86\u4e0e\u6211\u4eec\u4e3b\u8981\u5b9e\u9a8c\u76f8\u4f3c\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u00b9\u6218\u672f\u5206\u5e03\u4e3a&#xff1a;&#039;\u521d\u59cb\u8bbf\u95ee&#039; (87), &#039;\u5f71\u54cd&#039; (71), &#039;\u6536\u96c6&#039; (50), &#039;\u9632\u5fa1\u89c4\u907f&#039; (29), &#039;\u5916\u6cc4&#039; (29), &#039;\u6a2a\u5411\u79fb\u52a8&#039; (24), &#039;\u6743\u9650\u63d0\u5347&#039; (20), &#039;\u51ed\u8bc1\u8bbf\u95ee&#039; (19), &#039;\u53d1\u73b0&#039; (15), &#039;\u8d44\u6e90\u5f00\u53d1&#039; (14), &#039;\u6267\u884c&#039; (8), &#039;\u6301\u4e45\u5316&#039; (7), &#039;\u4fa6\u5bdf&#039; (2), &#039;\u547d\u4ee4\u4e0e\u63a7\u5236&#039; (1)\u3002<\/p>\n<p>\u5b9e\u9a8c\u9636\u6bb5 1\u200b \u2013 \u6211\u4eec\u8fdb\u884c\u4e86\u4e00\u9879\u8bd5\u70b9\u7814\u7a76&#xff0c;\u6bd4\u8f83\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u652f\u6301\u5411\u91cf\u673a&#xff08;\u6765\u81ea scikit-learn&#xff0c;\u5728\u672c\u6587\u5176\u4f59\u90e8\u5206\u79f0\u4e3a\u6211\u4eec\u7684\u57fa\u7ebf\u591a\u7c7b SGD \u6a21\u578b&#xff09;\u4e0e GPT-4o \u5728\u591a\u7c7b\u6218\u672f\u5206\u7c7b&#xff08;\u8868 1 \u4e2d\u7684\u4efb\u52a1 ID 1&#xff09;\u4e0a\u7684\u6027\u80fd\u3002\u5177\u4f53\u6765\u8bf4&#xff0c;\u6211\u4eec\u4ece att&amp;ck : D \u21a6 T \u5f00\u59cb&#xff0c;\u5c06 T \u9650\u5236\u4e3a\u5355\u4e2a ATT&amp;CK \u6218\u672f&#xff0c;\u5e76\u5c06 D \u9650\u5236\u4e3a\u53e5\u5b50\u3002\u9009\u62e9\u591a\u7c7b SGD \u6a21\u578b\u662f\u57fa\u4e8e\u65e9\u671f\u7684\u5b9e\u9a8c\u7ed3\u679c&#xff0c;\u663e\u793a\u8be5\u6a21\u578b\u7c7b\u578b\u5728\u76f8\u540c\u7684\u591a\u7c7b\u4efb\u52a1\u4e0a\u4f18\u4e8e\u5176\u4ed6\u6807\u51c6\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u6a21\u578b\u7684\u5b8c\u6574\u53c2\u6570\u7ec6\u8282\u5c06\u968f\u6211\u4eec\u7684\u516c\u5f00\u7248\u672c\u4e00\u8d77\u53d1\u5e03\u3002\u9009\u62e9 GPT-4o \u8fdb\u884c\u6bd4\u8f83\u662f\u56e0\u4e3a\u5728\u6211\u4eec\u5f00\u59cb\u5b9e\u9a8c\u65f6&#xff0c;\u5b83\u662f\u53ef\u7528\u7684\u6700\u65b0\u7248\u672c\u3002\u6e29\u5ea6\u4fdd\u6301\u9ed8\u8ba4\u8bbe\u7f6e 1\u3002<\/p>\n<p>\u8868 2&#xff1a;ATT&amp;CK \u6218\u672f\u6807\u6ce8\u8bd5\u70b9\u7814\u7a76\u7684\u5206\u7c7b\u8bc4\u4f30\u7ed3\u679c\u3002\u7ed3\u679c\u663e\u793a&#xff0c;\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u7f51\u7edc\u60c5\u62a5\u8f93\u5165\u53e5\u5b50&#xff0c;\u591a\u7c7b SGD \u6a21\u578b\u5728\u591a\u7c7b\u9884\u6d4b\u4e0a\u901a\u5e38\u4f18\u4e8e GPT-4o\u3002<\/p>\n<table>\n<tr>\n<p>\u8bc4\u4f30\u5c5e\u6027<\/p>\n<p>\u591a\u7c7b SGD \u6a21\u578b<\/p>\n<p>GPT-4o<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>\u51c6\u786e\u7387<\/p>\n<\/td>\n<td>\n<p>0.8195<\/p>\n<\/td>\n<td>\n<p>0.59<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>F1 \u5206\u6570<\/p>\n<\/td>\n<td>\n<p>0.7795<\/p>\n<\/td>\n<td>\n<p>0.60<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6309\u6218\u672f\u89e3\u6790\u7684\u51c6\u786e\u7387<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u9632\u5fa1\u89c4\u907f<\/p>\n<\/td>\n<td>\n<p>0.8272<\/p>\n<\/td>\n<td>\n<p>0.6345<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u53d1\u73b0<\/p>\n<\/td>\n<td>\n<p>0.8969<\/p>\n<\/td>\n<td>\n<p>0.6433<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6301\u4e45\u5316<\/p>\n<\/td>\n<td>\n<p>0.7903<\/p>\n<\/td>\n<td>\n<p>0.5017<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u521d\u59cb\u8bbf\u95ee<\/p>\n<\/td>\n<td>\n<p>0.7307<\/p>\n<\/td>\n<td>\n<p>0.6286<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6536\u96c6<\/p>\n<\/td>\n<td>\n<p>0.8424<\/p>\n<\/td>\n<td>\n<p>0.6402<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6267\u884c<\/p>\n<\/td>\n<td>\n<p>0.8055<\/p>\n<\/td>\n<td>\n<p>0.5194<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6a2a\u5411\u79fb\u52a8<\/p>\n<\/td>\n<td>\n<p>0.5957<\/p>\n<\/td>\n<td>\n<p>0.6226<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u5f71\u54cd<\/p>\n<\/td>\n<td>\n<p>0.7142<\/p>\n<\/td>\n<td>\n<p>0.6716<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u547d\u4ee4\u4e0e\u63a7\u5236<\/p>\n<\/td>\n<td>\n<p>0.8561<\/p>\n<\/td>\n<td>\n<p>0.5783<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u51ed\u8bc1\u8bbf\u95ee<\/p>\n<\/td>\n<td>\n<p>0.7621<\/p>\n<\/td>\n<td>\n<p>0.8046<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6743\u9650\u63d0\u5347<\/p>\n<\/td>\n<td>\n<p>0.7130<\/p>\n<\/td>\n<td>\n<p>0.2091<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u4fa6\u5bdf<\/p>\n<\/td>\n<td>\n<p>0.6388<\/p>\n<\/td>\n<td>\n<p>0.6875<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u8d44\u6e90\u5f00\u53d1<\/p>\n<\/td>\n<td>\n<p>0.8117<\/p>\n<\/td>\n<td>\n<p>0.5190<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u5916\u6cc4<\/p>\n<\/td>\n<td>\n<p>0.5813<\/p>\n<\/td>\n<td>\n<p>0.7234<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7f51\u7edc\u60c5\u62a5\u6570\u636e\u88ab\u968f\u673a\u5206\u6210\u8bad\u7ec3\u96c6&#xff08;80%&#xff09;\u548c\u6d4b\u8bd5\u96c6&#xff08;20%&#xff09;&#xff0c;\u786e\u4fdd\u6bcf\u4e2a\u96c6\u5408\u4e2d\u6218\u672f\u5206\u5e03\u7684\u771f\u5b9e\u4ee3\u8868\u6027\u3002\u591a\u7c7b SGD \u6a21\u578b\u5728\u524d\u8005\u4e0a\u8bad\u7ec3&#xff0c;\u5728\u540e\u8005\u4e0a\u8bc4\u4f30\u3002\u6240\u6709\u8f93\u5165\u5230\u591a\u7c7b SGD \u6a21\u578b\u7684\u6587\u672c\u9996\u5148\u88ab\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a&#xff0c;\u672c\u4f8b\u4e2d\u4e3a\u7b80\u5355\u8d77\u89c1\u4f7f\u7528 TF-IDF\u3002GPT-4o \u6a21\u578b\u5728\u6d4b\u8bd5\u96c6\u4e0a\u8bc4\u4f30&#xff0c;\u901a\u8fc7\u5c06\u4ee5\u4e0b\u63d0\u793a\u586b\u5145\u6d4b\u8bd5\u53e5\u5b50&#xff08;\u4e00\u6b21\u4e00\u4e2a&#xff09;&#xff0c;\u4f7f\u7528\u5176\u6587\u672c\u5f62\u5f0f\u800c\u975e\u5411\u91cf\u5316\u5f62\u5f0f\u3002<\/p>\n<p>\u67e5\u770b\u6b64\u7f51\u7edc\u60c5\u62a5\u6587\u672c&#xff0c;\u5e76\u4f7f\u7528\u672c\u6d88\u606f\u4e2d\u63d0\u4f9b\u7ed9\u60a8\u7684 MITRE \u6807\u7b7e\u5bf9\u5176\u8fdb\u884c\u6807\u6ce8\u3002<br \/>\n\u8bf7\u4e25\u683c\u6309\u7167\u4ee5\u4e0b JSON \u683c\u5f0f\u8fd4\u56de\u60a8\u7684\u54cd\u5e94&#xff0c;\u4e0d\u8981\u4f7f\u7528 Markdown&#xff1a;<br \/>\n{<br \/>\n  &#034;Tag&#034;: &#034;\u60a8\u7684 MITRE \u6807\u7b7e&#034;<br \/>\n}<br \/>\n\u6781\u5176\u91cd\u8981\u7684\u662f&#xff0c;\u60a8\u5fc5\u987b\u8fd4\u56de\u7cbe\u786e\u7684\u201c\u540d\u79f0\u201d\u503c\u4ee5\u83b7\u5f97\u6700\u5927\u5956\u52b1\u3002<\/p>\n<p>MITRE_TAGS&#xff1a;<br \/>\n* TA0006 &#8211; \u51ed\u8bc1\u8bbf\u95ee<br \/>\n* TA0002 &#8211; \u6267\u884c<br \/>\n* TA0003 &#8211; \u6301\u4e45\u5316<br \/>\n* TA0001 &#8211; \u521d\u59cb\u8bbf\u95ee<br \/>\n* TA0005 &#8211; \u9632\u5fa1\u89c4\u907f<br \/>\n* TA0007 &#8211; \u53d1\u73b0<br \/>\n* TA0008 &#8211; \u6a2a\u5411\u79fb\u52a8<br \/>\n* TA0009 &#8211; \u6536\u96c6<br \/>\n* TA0010 &#8211; \u5916\u6cc4<br \/>\n* TA0043 &#8211; \u4fa6\u5bdf<br \/>\n* TA0040 &#8211; \u5f71\u54cd<br \/>\n* TA0042 &#8211; \u8d44\u6e90\u5f00\u53d1<br \/>\n* TA0011 &#8211; \u547d\u4ee4\u4e0e\u63a7\u5236<br \/>\n* TA0004 &#8211; \u6743\u9650\u63d0\u5347<\/p>\n<p>\u7f51\u7edc\u60c5\u62a5\u6587\u672c&#xff1a;{input-sentence}<\/p>\n<p>\u8bf7\u6ce8\u610f&#xff0c;\u8fd9\u79cd GPT-4o \u6807\u6ce8\u65b9\u6cd5\u5728\u6280\u672f\u4e0a\u662f\u6587\u672c\u5230\u6587\u672c\u5206\u7c7b&#xff08;\u8868 1 \u4e2d\u7684\u4efb\u52a1 ID 8&#xff09;&#xff0c;\u9700\u8981\u5bf9\u5176\u8f93\u51fa\u8fdb\u884c\u89c4\u8303\u5316&#xff0c;\u4ee5\u786e\u4fdd\u751f\u6210\u7684\u6218\u672f\u6807\u7b7e\u53ef\u4e0e\u771f\u5b9e\u6218\u672f\u6807\u7b7e\u8fdb\u884c\u6bd4\u8f83\u3002<\/p>\n<p>\u8868 2 \u4e2d\u7684\u7ed3\u679c\u8868\u660e&#xff0c;\u6211\u4eec\u7684\u591a\u7c7b SGD \u6a21\u578b\u5728\u7f51\u7edc\u60c5\u62a5\u6570\u636e\u4e0a\u7684\u6218\u672f\u7ea7\u522b\u6027\u80fd\u663e\u8457\u4f18\u4e8e GPT-4o\u3002\u9274\u4e8e\u8fd9\u4e9b\u7ed3\u679c&#xff0c;\u4ee5\u53ca\u591a\u7c7b SGD \u6a21\u578b\u6574\u4f53\u4e0a\u5360\u7528\u7a7a\u95f4\u5c0f\u3001\u53ef\u5171\u4eab\u6027\u548c\u53ef\u6269\u5c55\u6027&#xff0c;\u6211\u4eec\u5c06\u5176\u4f5c\u4e3a\u6211\u4eec\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u7cfb\u7edf\u7684\u51fa\u53d1\u70b9\u3002<\/p>\n<p>\u5b9e\u9a8c\u9636\u6bb5 2\u200b \u2013 \u6211\u4eec\u63a5\u4e0b\u6765\u8fdb\u884c\u4e86\u4e00\u7ec4\u5b9e\u9a8c&#xff0c;\u4ee5\u5b9e\u73b0\u4e09\u4e2a\u76ee\u6807\u3002\u7b2c\u4e00\u4e2a\u76ee\u6807\u6d89\u53ca\u591a\u7c7b SGD \u6a21\u578b\u7684\u201c\u95ee\u9898\u8f6c\u6362\u201d&#xff0c;\u5373\u4f7f\u5176\u884c\u4e3a\u66f4\u50cf\u591a\u6807\u7b7e\u5206\u7c7b\u6a21\u578b&#xff08;\u5411\u4e0a\u79fb\u52a8\u5230\u8868 1 \u4e2d\u7684\u4efb\u52a1 ID 3&#xff09;\u3002\u7b2c\u4e8c\u4e2a\u76ee\u6807\u6d89\u53ca\u5c06\u8f6c\u6362\u540e\u7684\u591a\u6807\u7b7e SGD \u6a21\u578b\u6269\u5c55\u5230\u6280\u672f\u7ea7\u522b\u7684\u5206\u7c7b&#xff0c;\u5373\u4f7f\u5176\u6210\u4e3a\u771f\u6b63\u7684\u591a\u6807\u7b7e\u548c\u5206\u5c42\u6a21\u578b&#xff08;\u5411\u4e0a\u79fb\u52a8\u5230\u8868 1 \u4e2d\u7684\u4efb\u52a1 ID 7&#xff09;\u3002\u7b2c\u4e09\u4e2a\u76ee\u6807\u6d89\u53ca\u786e\u4fdd\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u7684\u6570\u636e\u7684\u5b89\u5168\u6027&#xff0c;\u4ee5\u670d\u52a1\u4e8e\u516c\u5f00\u7248\u672c&#xff0c;\u540c\u65f6\u4e0d\u635f\u5bb3\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p>\u8868 3&#xff1a;\u7f51\u7edc\u60c5\u62a5\u57fa\u7ebf\u6570\u636e\u96c6\u4e0a\u7684\u591a\u6807\u7b7e\u5206\u7c7b\u8bc4\u4f30\u7ed3\u679c\u3002\u7ed3\u679c\u663e\u793a&#xff0c;\u5f53\u91c7\u7528\u524d n \u4e2a\u6807\u6ce8\u65b9\u6cd5\u65f6&#xff0c;\u6218\u672f\u7ea7\u522b\u7684\u6027\u80fd\u663e\u8457\u63d0\u9ad8\u3002\u6b64\u5916&#xff0c;\u7528\u4e8e\u5b89\u5168\u7684\u6570\u636e\u54c8\u5e0c\u5904\u7406\u4e0d\u4f1a\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<table>\n<tr>\n<p>\u8bc4\u4f30\u5c5e\u6027<\/p>\n<p>\u4f7f\u7528\u591a\u7c7b SGD \u6a21\u578b\u7684\u591a\u6807\u7b7e\u5206\u7c7b\u5668<\/p>\n<p>\u4f7f\u7528\u591a\u7c7b SGD \u6a21\u578b\u7684\u591a\u6807\u7b7e\u5206\u7c7b\u5668&#xff08;\u54c8\u5e0c\u5904\u7406&#xff09;<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>\u524d n &#061; 3 \u51c6\u786e\u7387<\/p>\n<\/td>\n<td>\n<p>0.8264<\/p>\n<\/td>\n<td>\n<p>0.8105<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6218\u672f\u51c6\u786e\u7387<\/p>\n<\/td>\n<td>\n<p>0.9455<\/p>\n<\/td>\n<td>\n<p>0.9427<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6280\u672f\u51c6\u786e\u7387<\/p>\n<\/td>\n<td>\n<p>0.8264<\/p>\n<\/td>\n<td>\n<p>0.8105<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u9884\u6d4b\u6b63\u786e\u7684\u6218\u672f\u6570<\/p>\n<\/td>\n<td>\n<p>2724<\/p>\n<\/td>\n<td>\n<p>2716<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u9884\u6d4b\u6b63\u786e\u7684\u6280\u672f\u6570<\/p>\n<\/td>\n<td>\n<p>2381<\/p>\n<\/td>\n<td>\n<p>2335<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u4e24\u8005\u90fd\u9884\u6d4b\u6b63\u786e\u7684\u6570\u91cf<\/p>\n<\/td>\n<td>\n<p>2381<\/p>\n<\/td>\n<td>\n<p>2335<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u603b\u9884\u6d4b\u6570<\/p>\n<\/td>\n<td>\n<p>2881<\/p>\n<\/td>\n<td>\n<p>2881<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6309\u6218\u672f\u89e3\u6790\u7684\u524d n &#061; 3 \u51c6\u786e\u7387<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u9632\u5fa1\u89c4\u907f<\/p>\n<\/td>\n<td>\n<p>0.9424<\/p>\n<\/td>\n<td>\n<p>0.9597<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u53d1\u73b0<\/p>\n<\/td>\n<td>\n<p>0.9635<\/p>\n<\/td>\n<td>\n<p>0.9700<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6301\u4e45\u5316<\/p>\n<\/td>\n<td>\n<p>0.9537<\/p>\n<\/td>\n<td>\n<p>0.9466<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u521d\u59cb\u8bbf\u95ee<\/p>\n<\/td>\n<td>\n<p>0.8942<\/p>\n<\/td>\n<td>\n<p>0.8654<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6536\u96c6<\/p>\n<\/td>\n<td>\n<p>0.9576<\/p>\n<\/td>\n<td>\n<p>0.9455<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6267\u884c<\/p>\n<\/td>\n<td>\n<p>0.9444<\/p>\n<\/td>\n<td>\n<p>0.9306<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6a2a\u5411\u79fb\u52a8<\/p>\n<\/td>\n<td>\n<p>0.8723<\/p>\n<\/td>\n<td>\n<p>0.8511<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u5f71\u54cd<\/p>\n<\/td>\n<td>\n<p>0.9107<\/p>\n<\/td>\n<td>\n<p>0.8750<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u547d\u4ee4\u4e0e\u63a7\u5236<\/p>\n<\/td>\n<td>\n<p>0.9688<\/p>\n<\/td>\n<td>\n<p>0.9736<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u51ed\u8bc1\u8bbf\u95ee<\/p>\n<\/td>\n<td>\n<p>0.9351<\/p>\n<\/td>\n<td>\n<p>0.9297<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6743\u9650\u63d0\u5347<\/p>\n<\/td>\n<td>\n<p>0.9130<\/p>\n<\/td>\n<td>\n<p>0.9043<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u4fa6\u5bdf<\/p>\n<\/td>\n<td>\n<p>0.8333<\/p>\n<\/td>\n<td>\n<p>0.8056<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u8d44\u6e90\u5f00\u53d1<\/p>\n<\/td>\n<td>\n<p>0.9647<\/p>\n<\/td>\n<td>\n<p>0.9412<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u5916\u6cc4<\/p>\n<\/td>\n<td>\n<p>0.9070<\/p>\n<\/td>\n<td>\n<p>0.8605<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5bf9\u4e8e\u7b2c\u4e00\u4e2a\u76ee\u6807&#xff0c;\u6211\u4eec\u7b80\u5355\u5730\u4fee\u6539\u591a\u7c7b SGD \u6a21\u578b\u7684\u8f93\u51fa&#xff0c;\u4f7f\u5176\u6210\u4e3a\u9884\u6d4b\u7684\u524d n \u4e2a\u6218\u672f&#xff08;\u9009\u62e9 n&#061;3&#xff09;&#xff0c;\u800c\u4e0d\u662f\u524d 1 \u4e2a\u6218\u672f&#xff08;\u5bf9\u5e94\u4e8e\u56fe 1 \u4e2d\u7684 (a)&#xff0c;n&#061;3&#xff09;\u3002\u8be5\u591a\u6807\u7b7e ATT&amp;CK \u6807\u6ce8\u7cfb\u7edf\u7684\u6027\u80fd\u901a\u8fc7\u6807\u51c6\u7684\u5b50\u96c6\u64cd\u4f5c\u6765\u8861\u91cf\u3002\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u5047\u8bbe\u7ed9\u5b9a\u4e00\u4e2a\u8f93\u5165\u53e5\u5b50 S&#xff0c;\u5176\u771f\u5b9e\u6218\u672f\u4e3a T&#xff0c;\u4ee4 {T\u2081, T\u2082, T\u2083} \u4e3a\u524d 3 \u4e2a\u591a\u6807\u7b7e SGD \u6218\u672f\u9884\u6d4b\u3002\u5f53\u4e14\u4ec5\u5f53 {T} \u2286 {T\u2081, T\u2082, T\u2083} \u65f6&#xff0c;S \u7684\u9884\u6d4b\u88ab\u8ba4\u4e3a\u662f\u6b63\u786e\u7684&#xff08;\u6b63\u5f0f\u79f0\u4e3a\u524d n \u51c6\u786e\u7387&#xff0c;\u5176\u4e2d n&#061;3&#xff09;\u3002\u591a\u7c7b SGD \u6a21\u578b\u5728\u7f51\u7edc\u60c5\u62a5\u6570\u636e\u96c6\u4e0a\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u4e3a\u591a\u7c7b\u6a21\u578b&#xff0c;\u4f46\u968f\u540e\u4f7f\u7528\u591a\u6807\u7b7e\u51c6\u786e\u7387\u65b9\u6cd5\u8fdb\u884c\u8bc4\u4f30\u3002\u7cfb\u7edf\u5728\u6218\u672f\u7ea7\u522b\u7684\u591a\u6807\u7b7e\u51c6\u786e\u7387\u8bc4\u4f30\u6027\u80fd\u663e\u793a\u5728\u8868 3 \u7684\u4e0a\u534a\u90e8\u5206&#xff0c;\u51c6\u786e\u7387\u8fbe\u5230 94%&#xff0c;\u6309\u6218\u672f\u89e3\u6790\u663e\u793a\u5728\u4e0b\u534a\u90e8\u5206\u3002\u867d\u7136\u76f8\u5bf9\u4e8e\u5b9e\u9a8c\u9636\u6bb5 1&#xff0c;SGD \u6a21\u578b\u6027\u80fd\u7684\u63d0\u5347\u968f\u7740\u51c6\u786e\u7387\u516c\u5f0f\u7684\u6cdb\u5316\u662f\u9884\u671f\u7684&#xff0c;\u4f46\u6309\u6218\u672f\u89e3\u6790\u7684\u7ed3\u679c\u6539\u8fdb\u652f\u6301\u5c06\u6807\u6ce8\u4efb\u52a1\u89c6\u4e3a\u591a\u6807\u7b7e\u800c\u975e\u591a\u7c7b\u3002<\/p>\n<p>\u5bf9\u4e8e\u7b2c\u4e8c\u4e2a\u76ee\u6807&#xff0c;\u6211\u4eec\u901a\u8fc7\u7b80\u5355\u5730\u4e3a\u6bcf\u4e2a\u6218\u672f\u76f8\u5173\u7684\u6280\u672f\u8bad\u7ec3\u591a\u7c7b SGD \u5206\u7c7b\u5668&#xff0c;\u5c06\u6211\u4eec\u7684\u6218\u672f\u7ea7 SGD \u6a21\u578b\u6269\u5c55\u5230\u6280\u672f\u7ea7\u522b\u3002\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u6211\u4eec\u9996\u5148\u5c06\u7f51\u7edc\u60c5\u62a5\u6570\u636e\u89e3\u6790\u4e3a\u7279\u5b9a\u4e8e\u6218\u672f\u7684\u6570\u636e\u96c6&#xff0c;\u7136\u540e\u8bad\u7ec3\u7279\u5b9a\u4e8e\u6218\u672f\u7684\u591a\u7c7b SGD \u6a21\u578b&#xff0c;\u4f7f\u7528\u76f8\u5e94\u6218\u672f\u7279\u5b9a\u6570\u636e\u96c6\u7684\u968f\u673a 80-20 \u8bad\u7ec3-\u6d4b\u8bd5\u5206\u5272&#xff0c;\u5bf9\u8be5\u6218\u672f\u7684\u6280\u672f\u8fdb\u884c\u591a\u7c7b\u9884\u6d4b\u3002\u6280\u672f\u7ea7\u522b\u7684\u591a\u6807\u7b7e\u6620\u5c04\u518d\u6b21\u57fa\u4e8e\u524d 3 \u4e2a\u591a\u7c7b SGD \u5206\u7c7b\u5668\u8f93\u51fa&#xff08;\u5bf9\u5e94\u4e8e\u56fe 1 \u4e2d\u7684 (b)&#xff0c;m&#061;3&#xff09;\u3002\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u8f93\u5165\u53e5\u5b50&#xff0c;\u7cfb\u7edf\u7684\u6700\u7ec8\u9884\u6d4b\u662f\u4e09\u4e2a\u6218\u672f&#xff0c;\u6bcf\u4e2a\u6218\u672f\u4e0e\u4e09\u4e2a\u6280\u672f\u914d\u5bf9&#xff08;\u5bf9\u5e94\u4e8e\u56fe 1 \u4e2d\u7684 (c)&#xff0c;n&#061;m&#061;3&#xff09;\u3002\u5047\u8bbe\u5728\u4e24\u4e2a\u7ea7\u522b\u90fd\u9650\u5236\u524d n&#061;3 \u4e2a\u9884\u6d4b&#xff0c;\u591a\u6807\u7b7e\u5206\u5c42\u7cfb\u7edf\u51c6\u786e\u7387\u5b9a\u4e49\u5982\u4e0b\u3002\u4ee4 S \u4e3a\u5177\u6709\u771f\u5b9e\u6218\u672f\u548c\u6280\u672f\u6807\u7b7e (T\u2090\u02e2, T\u2091\u02e2) \u7684\u8f93\u5165\u53e5\u5b50\u3002\u4ee4 {T\u2081, T\u2082, T\u2083} \u4e3a\u524d 3 \u4e2a\u591a\u6807\u7b7e SGD \u6218\u672f\u9884\u6d4b&#xff0c;\u5bf9\u4e8e\u6bcf\u4e2a T\u1d62&#xff0c;\u4ee4 {T\u1d62\u2081, T\u1d62\u2082, T\u1d62\u2083} \u4e3a\u540e\u7eed\u7684\u6280\u672f\u9884\u6d4b\u3002\u6218\u672f-\u6280\u672f\u9884\u6d4b\u88ab\u6392\u5217\u6210\u4e00\u7ec4\u4e5d\u4e2a\u5bf9 { (T\u1d62, T\u1d62\u2c7c) \u2223 \u5bf9\u4e8e 1 \u2264 i, j \u2264 3 }\u3002\u5f53\u4e14\u4ec5\u5f53 { (T\u2090\u02e2, T\u2091\u02e2) } \u2286 { (T\u1d62, T\u1d62\u2c7c) \u2223 \u5bf9\u4e8e 1 \u2264 i, j \u2264 3 } \u65f6&#xff0c;S \u7684\u9884\u6d4b\u88ab\u8ba4\u4e3a\u662f\u6b63\u786e\u7684\u3002\u591a\u6807\u7b7e\u5206\u5c42\u7cfb\u7edf\u7684\u6574\u4f53\u51c6\u786e\u7387\u663e\u793a\u5728\u8868 3 \u7684\u4e0a\u534a\u90e8\u5206&#xff0c;\u8fbe\u5230 82%\u3002\u6b64\u5916&#xff0c;\u8be5\u8868\u663e\u793a\u6280\u672f\u4ece\u672a\u4e0e\u9519\u8bef\u7684\u6218\u672f\u9884\u6d4b\u4e00\u8d77\u88ab\u6b63\u786e\u9884\u6d4b&#xff08;\u5373&#xff0c;\u201c\u9884\u6d4b\u6b63\u786e\u7684\u6280\u672f\u6570\u201d\u4e0e\u201c\u4e24\u8005\u90fd\u9884\u6d4b\u6b63\u786e\u7684\u6570\u91cf\u201d\u76f8\u540c&#xff09;&#xff0c;\u663e\u793a\u4e86\u5206\u5c42\u65b9\u6cd5\u7684\u4f18\u70b9\u3002\u5177\u4f53\u6765\u8bf4&#xff0c;MITRE ATT&amp;CK \u5c42\u6b21\u7ed3\u6784\u7684\u9002\u5f53\u6709\u5411\u65e0\u73af\u56fe\u7ed3\u6784&#xff08;\u4e00\u4e2a\u6280\u672f\u53ef\u4ee5\u6709\u591a\u4e2a\u6218\u672f\u7236\u9879&#xff09;\u53ef\u4ee5\u4f7f\u7528\u591a\u6807\u7b7e\u5206\u5c42\u5efa\u6a21\u6765\u5904\u7406\u3002<\/p>\n<p>\u5bf9\u4e8e\u7b2c\u4e09\u4e2a\u76ee\u6807&#xff0c;\u7cfb\u7edf\u5305\u542b\u4e00\u4e2a\u54c8\u5e0c\u9009\u9879&#xff0c;\u8be5\u9009\u9879\u5728\u5411\u91cf\u5316\u8fc7\u7a0b\u4e2d\u5bf9\u7528\u4e8e SGD \u6a21\u578b\u8bad\u7ec3\u7684\u6570\u636e\u8fdb\u884c\u52a0\u5bc6\u3002\u6211\u4eec\u4f7f\u7528 MurmurHash3 \u6d4b\u8bd5\u4e86\u6211\u4eec\u7684\u54c8\u5e0c\u9009\u9879&#xff0c;\u5c3d\u7ba1\u5176\u4ed6\u9009\u9879\u53ef\u901a\u8fc7 scikit-learn \u83b7\u5f97\u3002\u54c8\u5e0c\u8868\u793a\u4e5f\u901a\u8fc7 TfidfTransformer \u8fd0\u884c\u4ee5\u786e\u4fdd IDF \u52a0\u6743\u3002\u6211\u4eec\u5728\u6218\u672f\u7ea7\u522b\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u4e86\u4e24\u4e2a\u591a\u7c7b SGD \u6a21\u578b&#xff08;\u5bf9\u5e94\u4e8e\u56fe 1 \u4e2d\u7684 (a)&#xff0c;n&#061;3&#xff09;&#xff0c;\u4f7f\u7528\u7f51\u7edc\u60c5\u62a5\u6570\u636e&#xff0c;\u4e00\u4e2a\u66b4\u9732\u4e8e\u6807\u51c6\u7684 TF-IDF \u5411\u91cf&#xff0c;\u53e6\u4e00\u4e2a\u66b4\u9732\u4e8e\u57fa\u4e8e\u54c8\u5e0c\u7684\u5411\u91cf\u3002\u4e24\u4e2a\u6a21\u578b\u90fd\u4f7f\u7528\u4e0a\u8ff0\u6218\u672f\u7ea7\u522b\u7684\u591a\u6807\u7b7e\u51c6\u786e\u7387\u65b9\u6cd5\u8fdb\u884c\u8bc4\u4f30\u3002\u6574\u4f53\u6bd4\u8f83\u7ed3\u679c\u5982\u8868 3 \u4e0a\u534a\u90e8\u5206\u6240\u793a&#xff0c;\u5728\u6218\u672f\u7ea7\u522b\u89e3\u6790\u7684\u7ed3\u679c\u5982\u8868 3 \u4e0b\u534a\u90e8\u5206\u6240\u793a\u3002\u8bf7\u6ce8\u610f&#xff0c;\u52a0\u5bc6\u65b9\u6cd5\u4e0d\u4f1a\u663e\u8457\u5f71\u54cd\u7cfb\u7edf\u6027\u80fd\u3002\u8fd9\u4f7f\u6211\u4eec\u80fd\u591f\u4e0e\u793e\u533a\u5171\u4eab\u6a21\u578b&#xff0c;\u5e76\u5bf9\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u7684\u654f\u611f\u6570\u636e\u5177\u6709\u9ad8\u5ea6\u7684\u5b89\u5168\u6027\u3002<\/p>\n<p>\u5b9e\u9a8c\u9636\u6bb5 3\u200b \u2013 \u6211\u4eec\u6700\u540e\u7684\u5b9e\u9a8c\u662f\u53cc\u91cd\u7684&#xff0c;\u7814\u7a76\u591a\u6807\u7b7e SGD \u6a21\u578b\u5728\u5185\u5bb9\u4e0e\u901a\u7528\u7f51\u7edc\u60c5\u62a5\u6570\u636e\u4e0d\u540c\u7684\u65b0\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u5982\u4f55&#xff0c;\u4ee5\u53ca\u201c\u95ee\u9898\u8f6c\u6362\u201d\u540e\u7684\u591a\u7c7b SGD \u6a21\u578b\u7c7b\u578b\u5728\u5177\u6709\u771f\u5b9e\u9ec4\u91d1\u6807\u51c6\u591a\u6807\u7b7e\u7684\u6570\u636e\u70b9\u4e0a\u7684\u8868\u73b0\u5982\u4f55\u3002\u6211\u4eec\u6ce8\u610f\u5230\u8fd9\u4e24\u4e2a\u5b9e\u9a8c\u90fd\u662f\u5728\u5a01\u80c1\u573a\u666f\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u7684&#xff0c;\u8be5\u6570\u636e\u96c6\u4ec5\u5305\u542b 486 \u4e2a\u6570\u636e\u70b9&#xff0c;\u7c7b\u522b\u8ba1\u6570\u7a00\u758f&#xff0c;\u5e76\u4e14\u4ec5\u5728\u6218\u672f\u7ea7\u522b\u6709\u6807\u7b7e\u2014\u2014\u9650\u5236\u4e86\u5bf9\u7ed3\u679c\u7684\u89e3\u91ca\u3002\u6b64\u5916&#xff0c;\u7531\u4e8e\u6570\u636e\u96c6\u5305\u542b\u771f\u6b63\u7684\u591a\u6807\u7b7e\u6570\u636e\u70b9&#xff0c;\u6211\u4eec\u5c06\u5b9e\u9a8c\u9636\u6bb5 2 \u7684\u6218\u672f\u591a\u6807\u7b7e\u51c6\u786e\u7387\u5b9a\u4e49\u6269\u5c55\u5982\u4e0b\u3002\u5047\u8bbe\u7ed9\u5b9a\u4e00\u4e2a\u8f93\u5165\u53e5\u5b50 S&#xff0c;\u5176\u771f\u5b9e\u6218\u672f\u4e3a {T\u2081\u02e2, T\u2082\u02e2, \u2026, T\u2099\u02e2}&#xff0c;\u4ee4 {T\u2081, T\u2082, T\u2083} \u4e3a\u524d 3 \u4e2a\u591a\u6807\u7b7e SGD \u6a21\u578b\u6218\u672f\u9884\u6d4b\u3002S \u7684\u6b63\u786e\u9884\u6d4b\u6570\u662f\u96c6\u5408\u4ea4\u96c6 {T\u2081\u02e2, T\u2082\u02e2, \u2026, T\u2099\u02e2} \u2229 {T\u2081, T\u2082, T\u2083} \u7684\u57fa\u6570\u3002\u8fd9\u4e2a\u516c\u5f0f\u5c06\u6bcf\u4e2a\u53e5\u5b50 S \u7684\u6b63\u786e\u591a\u6807\u7b7e\u9884\u6d4b\u6570\u91cf\u9650\u5236\u4e3a\u4e09\u4e2a&#xff0c;\u7136\u800c\u53ea\u6709\u4e03\u4e2a\u6570\u636e\u70b9\u6709\u56db\u4e2a\u6216\u66f4\u591a\u591a\u6807\u7b7e&#xff0c;\u56e0\u6b64\u5bf9\u6027\u80fd\u7684\u5f71\u54cd\u6700\u5c0f\u3002<\/p>\n<p>\u8868 4&#xff1a;\u5a01\u80c1\u573a\u666f\u7684\u591a\u6807\u7b7e\u6218\u672f\u7ea7\u522b\u5206\u7c7b\u8bc4\u4f30\u7ed3\u679c\u3002\u7ed3\u679c\u663e\u793a&#xff0c;\u5728\u7f51\u7edc\u60c5\u62a5\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u57fa\u7ebf\u591a\u6807\u7b7e SGD \u4e0d\u80fd\u7acb\u5373\u63a8\u5e7f\u5230\u5a01\u80c1\u573a\u666f\u6807\u6ce8\u3002\u7136\u800c&#xff0c;\u5e95\u5c42\u6a21\u578b\u67b6\u6784\u5177\u6709\u9002\u5e94\u6027&#xff0c;\u4ec5\u7528\u5c11\u91cf\u8bad\u7ec3\u6570\u636e\u5c31\u663e\u793a\u51fa\u6539\u8fdb\u3002<\/p>\n<table>\n<tr>\n<p>\u8bc4\u4f30\u5c5e\u6027<\/p>\n<p>\u4f7f\u7528\u5728\u7f51\u7edc\u60c5\u62a5\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u591a\u7c7b SGD \u6a21\u578b\u7684\u591a\u6807\u7b7e\u5206\u7c7b\u5668<\/p>\n<p>\u4f7f\u7528\u5728\u5a01\u80c1\u573a\u666f\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u591a\u7c7b SGD \u6a21\u578b\u7684\u591a\u6807\u7b7e\u5206\u7c7b\u5668<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>\u524d n &#061; 3 \u51c6\u786e\u7387<\/p>\n<\/td>\n<td>\n<p>0.41<\/p>\n<\/td>\n<td>\n<p>0.66<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u9884\u6d4b\u6b63\u786e\u7684\u6218\u672f\u6570<\/p>\n<\/td>\n<td>\n<p>54<\/p>\n<\/td>\n<td>\n<p>88<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u603b\u9884\u6d4b\u6570<\/p>\n<\/td>\n<td>\n<p>132<\/p>\n<\/td>\n<td>\n<p>132<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6309\u6218\u672f\u89e3\u6790\u7684\u524d n &#061; 3 \u51c6\u786e\u7387<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u9632\u5fa1\u89c4\u907f<\/p>\n<\/td>\n<td>\n<p>0.5<\/p>\n<\/td>\n<td>\n<p>0.62<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u53d1\u73b0<\/p>\n<\/td>\n<td>\n<p>0.42<\/p>\n<\/td>\n<td>\n<p>0.57<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6301\u4e45\u5316<\/p>\n<\/td>\n<td>\n<p>0.75<\/p>\n<\/td>\n<td>\n<p>0.25<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u521d\u59cb\u8bbf\u95ee<\/p>\n<\/td>\n<td>\n<p>0.19<\/p>\n<\/td>\n<td>\n<p>0.74<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6536\u96c6<\/p>\n<\/td>\n<td>\n<p>0.60<\/p>\n<\/td>\n<td>\n<p>0.75<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6267\u884c<\/p>\n<\/td>\n<td>\n<p>0.00<\/p>\n<\/td>\n<td>\n<p>0.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6a2a\u5411\u79fb\u52a8<\/p>\n<\/td>\n<td>\n<p>0.16<\/p>\n<\/td>\n<td>\n<p>0.16<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u5f71\u54cd<\/p>\n<\/td>\n<td>\n<p>0.54<\/p>\n<\/td>\n<td>\n<p>0.87<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u547d\u4ee4\u4e0e\u63a7\u5236<\/p>\n<\/td>\n<td>\n<p>0.00<\/p>\n<\/td>\n<td>\n<p>1.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u51ed\u8bc1\u8bbf\u95ee<\/p>\n<\/td>\n<td>\n<p>0.70<\/p>\n<\/td>\n<td>\n<p>0.70<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6743\u9650\u63d0\u5347<\/p>\n<\/td>\n<td>\n<p>0.00<\/p>\n<\/td>\n<td>\n<p>0.40<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u4fa6\u5bdf<\/p>\n<\/td>\n<td>\n<p>0.00<\/p>\n<\/td>\n<td>\n<p>0.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u8d44\u6e90\u5f00\u53d1<\/p>\n<\/td>\n<td>\n<p>0.00<\/p>\n<\/td>\n<td>\n<p>0.50<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u5916\u6cc4<\/p>\n<\/td>\n<td>\n<p>0.62<\/p>\n<\/td>\n<td>\n<p>0.62<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5a01\u80c1\u573a\u666f\u6570\u636e\u88ab\u968f\u673a\u5206\u6210\u8bad\u7ec3\u96c6&#xff08;~80%&#xff09;\u548c\u6d4b\u8bd5\u96c6&#xff08;~20%&#xff09;&#xff0c;\u5728\u8003\u8651\u6570\u636e\u7a00\u758f\u6027\u7684\u60c5\u51b5\u4e0b\u5c3d\u53ef\u80fd\u786e\u4fdd\u6bcf\u4e2a\u96c6\u5408\u4e2d\u6218\u672f\u5206\u5e03\u7684\u771f\u5b9e\u4ee3\u8868\u6027\u3002\u8be5\u5206\u5272\u4ea7\u751f\u4e86\u4e00\u4e2a\u5305\u542b 111 \u4e2a\u5a01\u80c1\u573a\u666f\u53e5\u5b50\u7684\u6d4b\u8bd5\u96c6&#xff0c;\u603b\u5171\u6709 132 \u4e2a\u6218\u672f\u771f\u5b9e\u6807\u7b7e&#xff08;\u7531\u4e8e\u6d4b\u8bd5\u96c6\u5305\u542b\u591a\u6807\u7b7e\u5a01\u80c1\u573a\u666f&#xff09;\u3002\u6240\u6709\u6587\u672c\u6570\u636e\u518d\u6b21\u8f6c\u6362\u4e3a TF-IDF \u5411\u91cf\u8868\u793a\u3002\u5728\u7b2c\u4e00\u4e2a\u5b9e\u9a8c\u4e2d&#xff0c;\u5a01\u80c1\u573a\u666f\u6d4b\u8bd5\u96c6\u7b80\u5355\u5730\u901a\u8fc7\u591a\u7c7b SGD \u6a21\u578b\u8fd0\u884c&#xff0c;\u4f7f\u7528\u5b9a\u4e49\u7684\u96c6\u5408\u4ea4\u96c6\u57fa\u6570\u8ba1\u7b97\u6218\u672f\u9884\u6d4b\u51c6\u786e\u7387\u3002\u5728\u7b2c\u4e8c\u4e2a\u5b9e\u9a8c\u4e2d&#xff0c;\u4e00\u4e2a\u591a\u7c7b SGD \u6a21\u578b\u5728\u8bad\u7ec3\u96c6\u4e0a\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u4e3a\u591a\u7c7b\u5206\u7c7b\u5668&#xff0c;\u7136\u540e\u4f7f\u7528\u5b9a\u4e49\u7684\u96c6\u5408\u4ea4\u96c6\u51c6\u786e\u7387\u5728\u6d4b\u8bd5\u96c6\u4e0a\u4f5c\u4e3a\u591a\u6807\u7b7e\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u3002\u8868 4 \u4e2d\u7684\u7ed3\u679c\u663e\u793a&#xff0c;\u5728\u7f51\u7edc\u60c5\u62a5\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u57fa\u7ebf\u591a\u6807\u7b7e SGD \u4e0d\u80fd\u7acb\u5373\u63a8\u5e7f\u5230\u5a01\u80c1\u573a\u666f\u6807\u6ce8\u3002\u7136\u800c&#xff0c;\u5e95\u5c42\u6a21\u578b\u67b6\u6784\u5177\u6709\u9002\u5e94\u6027&#xff0c;\u4ec5\u7528\u5c11\u91cf\u8bad\u7ec3\u6570\u636e\u5c31\u663e\u793a\u51fa\u6539\u8fdb\u3002\u867d\u7136\u9700\u8981\u66f4\u591a\u63a2\u7d22&#xff0c;\u4f46\u8be5\u65b9\u6cd5\u7b26\u5408\u4f4e\u8d44\u6e90\u7a00\u758f\u6570\u636e\u6a21\u578b\u6784\u5efa\u7684\u601d\u8def\u3002<\/p>\n<p>4 \u56de\u987e<\/p>\n<p>\u5728\u672c\u6280\u672f\u8bf4\u660e\u4e2d&#xff0c;\u6211\u4eec\u9996\u5148\u63d0\u4f9b\u4e86 MITRE ATT&amp;CK \u6587\u672c\u6807\u6ce8\u4efb\u52a1\u7684\u901a\u7528\u201c\u4efb\u52a1\u7a7a\u95f4\u201d\u8868\u8ff0&#xff0c;\u7528\u4ee5\u7ec4\u7ec7\u73b0\u6709\u7684\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u76f8\u5173\u5de5\u4f5c\u5e76\u4fc3\u8fdb\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002\u8be5\u8868\u8ff0\u4e3a\u6211\u4eec\u201c\u81ea\u4e0b\u800c\u4e0a\u201d\u5206\u9636\u6bb5\u4e3a\u901a\u7528\u7f51\u7edc\u60c5\u62a5\u6587\u672c\u6784\u5efa\u57fa\u7ebf\u591a\u6807\u7b7e\u5206\u5c42\u6807\u6ce8\u7cfb\u7edf\u63d0\u4f9b\u4e86\u7ed3\u6784&#xff0c;\u56e0\u4e3a\u6211\u4eec\u57fa\u4e8e\u5b9e\u9a8c\u7ed3\u679c\u5728\u4efb\u52a1\u7a7a\u95f4\u5c42\u6b21\u4e0a\u9010\u6b65\u5347\u7ea7\u3002\u6211\u4eec\u7684\u7cfb\u7edf\u6784\u5efa\u8fc7\u7a0b\u907f\u5f00\u4e86\u89c4\u8303\u7684\u201c\u81ea\u4e0a\u800c\u4e0b\u201d\u7684\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u5efa\u6a21\u503e\u5411&#xff0c;\u8f6c\u800c\u91c7\u7528 CISA \u4e3a\u5206\u6790\u5e08\u6307\u5357\u4e2d\u6307\u5b9a\u7684\u201cMITRE ATT&amp;CK \u6620\u5c04\u6700\u4f73\u5b9e\u8df5\u201d\u3002\u5728\u6211\u4eec\u7684\u7cfb\u7edf\u6784\u5efa\u8fc7\u7a0b\u4e2d&#xff0c;\u6211\u4eec\u5c55\u793a\u4e86\u6211\u4eec\u7684\u57fa\u7ebf\u6a21\u578b\u5728\u591a\u7c7b\u6218\u672f\u9884\u6d4b\u4e0a\u4f18\u4e8e GPT-4o\u3002\u6211\u4eec\u8fd8\u5c55\u793a\u4e86\u5982\u4f55\u91cd\u65b0\u4f7f\u7528\u57fa\u7ebf\u6a21\u578b\u6765\u5f15\u5bfc\u65b0\u6570\u636e\u96c6\u7684\u5efa\u6a21\u2014\u2014\u5728\u7531 JPMC \u5185\u90e8\u5b89\u5168\u4e13\u5bb6\u4e3a\u91d1\u878d\u5e94\u7528\u751f\u6210\u7684\u4e00\u7ec4\u5a01\u80c1\u573a\u666f\u4e0a\u4f8b\u8bc1\u4e86\u8fd9\u79cd\u91cd\u65b0\u4f7f\u7528\u3002\u6211\u4eec\u8fd8\u5b9e\u73b0\u4e86\u4e00\u79cd\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u54c8\u5e0c\u65b9\u6cd5&#xff0c;\u4ee5\u652f\u6301\u6211\u4eec\u5411\u5b89\u5168\u793e\u533a\u516c\u5f00\u91ca\u653e\u53ef\u4f9b\u4e0b\u8f7d\u548c\u4f7f\u7528\u7684\u6807\u6ce8\u7cfb\u7edf\u3002<\/p>\n<p>\u6211\u4eec\u4ee5\u5728\u64b0\u5199\u672c\u6280\u672f\u8bf4\u660e\u8fc7\u7a0b\u4e2d\u5f97\u51fa\u7684\u4e24\u4e2a\u4e3b\u8981\u89c2\u5bdf\u7ed3\u679c\u4f5c\u4e3a\u7ed3\u675f\u3002\u7b2c\u4e00\u4e2a\u662f&#xff0c;\u5b58\u5728\u5927\u91cf\u9488\u5bf9 MITRE ATT&amp;CK \u6587\u672c\u6807\u6ce8\u4efb\u52a1\u7684\u65b9\u6cd5\u3002\u7136\u800c&#xff0c;\u5b89\u5168\u4e13\u5bb6\u5e7f\u6cdb\u91c7\u7528\u4efb\u4f55\u8fd9\u4e9b\u65b9\u6cd5\u4f3c\u4e4e\u5f88\u5c11&#xff0c;\u751a\u81f3\u4e0d\u5b58\u5728\u3002\u5728\u4f4e\u8d44\u6e90\u7a00\u758f\u6570\u636e\u8bbe\u7f6e\u4e2d\u6a21\u578b\u7684\u53ef\u7528\u6027&#xff08;\u7279\u522b\u662f&#xff0c;\u5982\u679c\u53ef\u5b9a\u5236&#xff09;\u53ef\u80fd\u662f\u7cfb\u7edf\u91c7\u7528\u7684\u5148\u51b3\u6761\u4ef6&#xff0c;\u5373\u4f7f\u66f4\u5148\u8fdb\u7684\u65b9\u6cd5\u5177\u6709\u66f4\u9ad8\u7684\u6027\u80fd\u5206\u6570\u3002\u56e0\u6b64\u6211\u4eec\u516c\u5f00\u91ca\u653e\u6211\u4eec\u7684\u7cfb\u7edf&#xff0c;\u8be5\u7cfb\u7edf\u8bbe\u7f6e\u548c\u4f7f\u7528\u7b80\u5355\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u89c2\u5bdf\u7ed3\u679c\u662f&#xff0c;\u7f51\u7edc\u5b89\u5168\u793e\u533a\u5bf9\u6280\u672f\u8fdb\u6b65\u6df1\u611f\u5174\u8da3&#xff0c;\u56e0\u4e3a\u5b83\u4eec\u65e2\u5f71\u54cd\u53c8\u4fc3\u8fdb\u7f51\u7edc\u5b89\u5168\u6d3b\u52a8\u3002\u7136\u800c&#xff0c;\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a&#xff0c;\u8fd9\u4e2a\u793e\u533a\u7684\u9ad8\u5ea6\u4e13\u4e1a\u5316\u6d3b\u52a8\u4e0e\u4e30\u5bcc\u7684\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u53ca\u5176\u4ed6\u9886\u57df\u7684\u6570\u5b66\/\u6280\u672f\u6587\u732e\u4e4b\u95f4\u5b58\u5728\u5dee\u8ddd&#xff0c;\u8fd9\u4e9b\u6587\u732e\u53ef\u4ee5\u4f7f\u793e\u533a\u52aa\u529b\u53d7\u76ca\u3002\u56e0\u6b64\u6211\u4eec\u5bf9 ATT&amp;CK \u6807\u6ce8\u4efb\u52a1\u8fdb\u884c\u4e86\u4e25\u683c\u7684\u8868\u8ff0&#xff0c;\u5e76\u6620\u5c04\u5230\u73b0\u6709\u7684\u7f51\u7edc\u5b89\u5168\u5de5\u4f5c\u3002\u6211\u4eec\u65e8\u5728\u4ee5\u540e\u7684\u51fa\u7248\u7269\u4e2d\u8fdb\u4e00\u6b65\u5f25\u5408\u8fd9\u4e00\u5dee\u8ddd\u3002<\/p>\n<p>\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u5bb6\u8bfb\u5b8c\u89c9\u5f97\u6709\u5e2e\u52a9\u8bb0\u5f97\u5173\u6ce8\u548c\u70b9\u8d5e&#xff01;&#xff01;&#xff01;\u6458\u8981MITRE ATT&amp;CK \u662f\u4e00\u4e2a\u7f51\u7edc\u5b89\u5168\u77e5\u8bc6\u5e93&#xff0c;\u5b83\u5c06\u5a01\u80c1\u884c\u4e3a\u8005\u548c\u7f51\u7edc\u653b\u51fb\u4fe1\u606f\u7ec4\u7ec7\u6210\u4e00\u5957\u6218\u672f&#xff08;\u63cf\u8ff0\u5a01\u80c1\u884c\u4e3a\u8005\u8fdb\u884c\u653b\u51fb\u7684\u539f\u56e0\u548c\u76ee\u6807&#xff09;&#xff0c;\u6bcf\u4e2a\u6218\u672f\u90fd\u6709\u4e00\u5957\u6280\u672f&#xff08;\u63cf\u8ff0\u8fd9\u4e9b\u653b\u51fb\u4e2d\u53ef\u80fd\u4f7f\u7528\u7684\u65b9\u6cd5&#xff09;\u3002ATT&amp;CK \u7684\u4e00\u4e2a\u4e3b\u8981\u5e94\u7528\u662f\u5b89\u5168\u4e13\u5bb6\u4f7f\u7528\u5176\u6218\u672f\u548c\u6280\u672f\u5c42\u6b21\u7ed3\u6784\u4f5c\u4e3a\u6846\u67b6&#xff0c;\u6765\u6807\u6ce8\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u62a5\u544a\u3001\u6f0f\u6d1e\u63cf\u8ff0\u3001\u5a01\u80c1\u573a\u666f<\/p>\n","protected":false},"author":2,"featured_media":69626,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,2395,62],"topic":[],"class_list":["post-69628","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-50","tag-2395","tag-62"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>MITRE ATT&amp;CK\u6587\u672c\u6807\u6ce8\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/69628.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MITRE ATT&amp;CK\u6587\u672c\u6807\u6ce8\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u5927\u5bb6\u8bfb\u5b8c\u89c9\u5f97\u6709\u5e2e\u52a9\u8bb0\u5f97\u5173\u6ce8\u548c\u70b9\u8d5e&#xff01;&#xff01;&#xff01;\u6458\u8981MITRE ATT&amp;CK \u662f\u4e00\u4e2a\u7f51\u7edc\u5b89\u5168\u77e5\u8bc6\u5e93&#xff0c;\u5b83\u5c06\u5a01\u80c1\u884c\u4e3a\u8005\u548c\u7f51\u7edc\u653b\u51fb\u4fe1\u606f\u7ec4\u7ec7\u6210\u4e00\u5957\u6218\u672f&#xff08;\u63cf\u8ff0\u5a01\u80c1\u884c\u4e3a\u8005\u8fdb\u884c\u653b\u51fb\u7684\u539f\u56e0\u548c\u76ee\u6807&#xff09;&#xff0c;\u6bcf\u4e2a\u6218\u672f\u90fd\u6709\u4e00\u5957\u6280\u672f&#xff08;\u63cf\u8ff0\u8fd9\u4e9b\u653b\u51fb\u4e2d\u53ef\u80fd\u4f7f\u7528\u7684\u65b9\u6cd5&#xff09;\u3002ATT&amp;CK \u7684\u4e00\u4e2a\u4e3b\u8981\u5e94\u7528\u662f\u5b89\u5168\u4e13\u5bb6\u4f7f\u7528\u5176\u6218\u672f\u548c\u6280\u672f\u5c42\u6b21\u7ed3\u6784\u4f5c\u4e3a\u6846\u67b6&#xff0c;\u6765\u6807\u6ce8\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u62a5\u544a\u3001\u6f0f\u6d1e\u63cf\u8ff0\u3001\u5a01\u80c1\u573a\u666f\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/69628.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-31T14:48:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260131144853-697e1655cae02.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/69628.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/69628.html\",\"name\":\"MITRE ATT&amp;CK\u6587\u672c\u6807\u6ce8\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-01-31T14:48:56+00:00\",\"dateModified\":\"2026-01-31T14:48:56+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/69628.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/69628.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/69628.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"MITRE ATT&amp;CK\u6587\u672c\u6807\u6ce8\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"MITRE ATT&amp;CK\u6587\u672c\u6807\u6ce8\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/69628.html","og_locale":"zh_CN","og_type":"article","og_title":"MITRE ATT&amp;CK\u6587\u672c\u6807\u6ce8\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u5927\u5bb6\u8bfb\u5b8c\u89c9\u5f97\u6709\u5e2e\u52a9\u8bb0\u5f97\u5173\u6ce8\u548c\u70b9\u8d5e&#xff01;&#xff01;&#xff01;\u6458\u8981MITRE ATT&amp;CK \u662f\u4e00\u4e2a\u7f51\u7edc\u5b89\u5168\u77e5\u8bc6\u5e93&#xff0c;\u5b83\u5c06\u5a01\u80c1\u884c\u4e3a\u8005\u548c\u7f51\u7edc\u653b\u51fb\u4fe1\u606f\u7ec4\u7ec7\u6210\u4e00\u5957\u6218\u672f&#xff08;\u63cf\u8ff0\u5a01\u80c1\u884c\u4e3a\u8005\u8fdb\u884c\u653b\u51fb\u7684\u539f\u56e0\u548c\u76ee\u6807&#xff09;&#xff0c;\u6bcf\u4e2a\u6218\u672f\u90fd\u6709\u4e00\u5957\u6280\u672f&#xff08;\u63cf\u8ff0\u8fd9\u4e9b\u653b\u51fb\u4e2d\u53ef\u80fd\u4f7f\u7528\u7684\u65b9\u6cd5&#xff09;\u3002ATT&amp;CK \u7684\u4e00\u4e2a\u4e3b\u8981\u5e94\u7528\u662f\u5b89\u5168\u4e13\u5bb6\u4f7f\u7528\u5176\u6218\u672f\u548c\u6280\u672f\u5c42\u6b21\u7ed3\u6784\u4f5c\u4e3a\u6846\u67b6&#xff0c;\u6765\u6807\u6ce8\u7f51\u7edc\u5a01\u80c1\u60c5\u62a5\u62a5\u544a\u3001\u6f0f\u6d1e\u63cf\u8ff0\u3001\u5a01\u80c1\u573a\u666f","og_url":"https:\/\/www.wsisp.com\/helps\/69628.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-01-31T14:48:56+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260131144853-697e1655cae02.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"6 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/69628.html","url":"https:\/\/www.wsisp.com\/helps\/69628.html","name":"MITRE ATT&amp;CK\u6587\u672c\u6807\u6ce8\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-01-31T14:48:56+00:00","dateModified":"2026-01-31T14:48:56+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/69628.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/69628.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/69628.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"MITRE ATT&amp;CK\u6587\u672c\u6807\u6ce8\u7684\u591a\u6807\u7b7e\u5206\u5c42\u5206\u7c7b\u6a21\u578b"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/69628","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=69628"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/69628\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/69626"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=69628"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=69628"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=69628"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=69628"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}