{"id":476684,"date":"2023-08-09T07:31:20","date_gmt":"2023-08-09T07:31:20","guid":{"rendered":""},"modified":"2023-09-05T11:13:13","modified_gmt":"2023-09-05T11:13:13","slug":"data-poisoning","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/cn\/wiki\/data-poisoning\/","title":{"rendered":"\u6570\u636e\u4e2d\u6bd2"},"content":{"rendered":"

\u6570\u636e\u4e2d\u6bd2\uff0c\u4e5f\u79f0\u4e3a\u4e2d\u6bd2\u653b\u51fb\u6216\u5bf9\u6297\u6027\u6c61\u67d3\uff0c\u662f\u4e00\u79cd\u901a\u8fc7\u5c06\u4e2d\u6bd2\u6570\u636e\u6ce8\u5165\u8bad\u7ec3\u6570\u636e\u96c6\u6765\u64cd\u7eb5\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6076\u610f\u6280\u672f\u3002\u6570\u636e\u4e2d\u6bd2\u7684\u76ee\u6807\u662f\u5728\u8bad\u7ec3\u671f\u95f4\u635f\u5bb3\u6a21\u578b\u7684\u6027\u80fd\uff0c\u751a\u81f3\u5bfc\u81f4\u5176\u5728\u63a8\u7406\u671f\u95f4\u4ea7\u751f\u9519\u8bef\u7684\u7ed3\u679c\u3002\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u7f51\u7edc\u5b89\u5168\u5a01\u80c1\uff0c\u6570\u636e\u4e2d\u6bd2\u7ed9\u4f9d\u8d56\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8fdb\u884c\u5173\u952e\u51b3\u7b56\u7684\u5404\u4e2a\u884c\u4e1a\u548c\u90e8\u95e8\u5e26\u6765\u4e86\u4e25\u91cd\u98ce\u9669\u3002<\/p>\n

\u6570\u636e\u4e2d\u6bd2\u7684\u8d77\u6e90\u5386\u53f2\u53ca\u5176\u9996\u6b21\u63d0\u53ca<\/h2>\n

\u6570\u636e\u4e2d\u6bd2\u7684\u6982\u5ff5\u53ef\u4ee5\u8ffd\u6eaf\u5230 2000 \u5e74\u4ee3\u521d\u671f\uff0c\u5f53\u65f6\u7814\u7a76\u4eba\u5458\u5f00\u59cb\u63a2\u7d22\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u7684\u6f0f\u6d1e\u3002\u7136\u800c\uff0c\u201c\u6570\u636e\u4e2d\u6bd2\u201d\u4e00\u8bcd\u5728 2006 \u5e74\u5f00\u59cb\u53d7\u5230\u5173\u6ce8\uff0c\u5f53\u65f6\u7814\u7a76\u4eba\u5458 Marco Barreno\u3001Blaine Nelson\u3001Anthony D. Joseph \u548c JD Tygar \u53d1\u8868\u4e86\u4e00\u7bc7\u9898\u4e3a\u201c\u673a\u5668\u5b66\u4e60\u7684\u5b89\u5168\u6027\u201d\u7684\u5f00\u521b\u6027\u8bba\u6587\uff0c\u5176\u4e2d\u4ed6\u4eec\u5c55\u793a\u4e86\u64cd\u7eb5\u5783\u573e\u90ae\u4ef6\u8fc7\u6ee4\u5668\u7684\u53ef\u80fd\u6027\u901a\u8fc7\u5c06\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6570\u636e\u6ce8\u5165\u8bad\u7ec3\u96c6\u4e2d\u3002<\/p>\n

\u6709\u5173\u6570\u636e\u4e2d\u6bd2\u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u6269\u5c55\u6570\u636e\u4e2d\u6bd2\u4e3b\u9898\u3002<\/h2>\n

\u6570\u636e\u4e2d\u6bd2\u653b\u51fb\u901a\u5e38\u6d89\u53ca\u5c06\u6076\u610f\u6570\u636e\u70b9\u63d2\u5165\u5230\u7528\u4e8e\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u3002\u8fd9\u4e9b\u6570\u636e\u70b9\u7ecf\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\uff0c\u53ef\u4ee5\u5728\u6a21\u578b\u7684\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u6b3a\u9a97\u6a21\u578b\u3002\u5f53\u90e8\u7f72\u4e2d\u6bd2\u6a21\u578b\u65f6\uff0c\u5b83\u53ef\u80fd\u4f1a\u8868\u73b0\u51fa\u610f\u60f3\u4e0d\u5230\u7684\u548c\u6f5c\u5728\u6709\u5bb3\u7684\u884c\u4e3a\uff0c\u4ece\u800c\u5bfc\u81f4\u9519\u8bef\u7684\u9884\u6d4b\u548c\u51b3\u7b56\u3002<\/p>\n

\u6570\u636e\u4e2d\u6bd2\u53ef\u4ee5\u901a\u8fc7\u4e0d\u540c\u7684\u65b9\u6cd5\u5b9e\u73b0\uff0c\u5305\u62ec\uff1a<\/p>\n

    \n
  1. \n

    \u9644\u52a0\u566a\u58f0\u4e2d\u6bd2<\/strong>\uff1a\u5728\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0c\u653b\u51fb\u8005\u5411\u771f\u5b9e\u6570\u636e\u70b9\u6dfb\u52a0\u6270\u52a8\u4ee5\u6539\u53d8\u6a21\u578b\u7684\u51b3\u7b56\u8fb9\u754c\u3002\u4f8b\u5982\uff0c\u5728\u56fe\u50cf\u5206\u7c7b\u4e2d\uff0c\u653b\u51fb\u8005\u53ef\u80fd\u4f1a\u5411\u56fe\u50cf\u6dfb\u52a0\u7ec6\u5fae\u7684\u566a\u58f0\u6765\u8bef\u5bfc\u6a21\u578b\u3002<\/p>\n<\/li>\n

  2. \n

    \u901a\u8fc7\u6570\u636e\u6ce8\u5165\u4e2d\u6bd2<\/strong>\uff1a\u653b\u51fb\u8005\u5c06\u5b8c\u5168\u634f\u9020\u7684\u6570\u636e\u70b9\u6ce8\u5165\u8bad\u7ec3\u96c6\u4e2d\uff0c\u8fd9\u53ef\u80fd\u4f1a\u626d\u66f2\u6a21\u578b\u7684\u5b66\u4e60\u6a21\u5f0f\u548c\u51b3\u7b56\u8fc7\u7a0b\u3002<\/p>\n<\/li>\n

  3. \n

    \u6807\u7b7e\u7ffb\u8f6c<\/strong>\uff1a\u653b\u51fb\u8005\u53ef\u80fd\u4f1a\u5bf9\u771f\u5b9e\u6570\u636e\u8fdb\u884c\u9519\u8bef\u6807\u8bb0\uff0c\u5bfc\u81f4\u6a21\u578b\u5b66\u4e60\u9519\u8bef\u7684\u5173\u8054\u5e76\u505a\u51fa\u9519\u8bef\u7684\u9884\u6d4b\u3002<\/p>\n<\/li>\n

  4. \n

    \u6218\u7565\u6570\u636e\u9009\u62e9<\/strong>\uff1a\u653b\u51fb\u8005\u53ef\u4ee5\u9009\u62e9\u7279\u5b9a\u7684\u6570\u636e\u70b9\uff0c\u5c06\u8fd9\u4e9b\u6570\u636e\u70b9\u6dfb\u52a0\u5230\u8bad\u7ec3\u96c6\u4e2d\u65f6\uff0c\u53ef\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u4ece\u800c\u4f7f\u653b\u51fb\u66f4\u96be\u4ee5\u68c0\u6d4b\u3002<\/p>\n<\/li>\n<\/ol>\n

    \u6570\u636e\u4e2d\u6bd2\u7684\u5185\u90e8\u7ed3\u6784\u3002\u6570\u636e\u4e2d\u6bd2\u662f\u5982\u4f55\u8fd0\u4f5c\u7684\u3002<\/h2>\n

    \u6570\u636e\u4e2d\u6bd2\u653b\u51fb\u5229\u7528\u4e86\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4f9d\u8d56\u5927\u91cf\u5e72\u51c0\u4e14\u51c6\u786e\u7684\u8bad\u7ec3\u6570\u636e\u7684\u6f0f\u6d1e\u3002\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6210\u529f\u53d6\u51b3\u4e8e\u8fd9\u6837\u7684\u5047\u8bbe\uff1a\u8bad\u7ec3\u6570\u636e\u4ee3\u8868\u6a21\u578b\u5728\u751f\u4ea7\u4e2d\u9047\u5230\u7684\u6570\u636e\u7684\u771f\u5b9e\u5206\u5e03\u3002<\/p>\n

    \u6570\u636e\u4e2d\u6bd2\u7684\u8fc7\u7a0b\u901a\u5e38\u6d89\u53ca\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n

      \n
    1. \n

      \u6570\u636e\u91c7\u96c6<\/strong>\uff1a\u653b\u51fb\u8005\u6536\u96c6\u6216\u8bbf\u95ee\u76ee\u6807\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4f7f\u7528\u7684\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<\/li>\n

    2. \n

      \u6570\u636e\u5904\u7406<\/strong>\uff1a\u653b\u51fb\u8005\u4ed4\u7ec6\u4fee\u6539\u8bad\u7ec3\u6570\u636e\u7684\u5b50\u96c6\u4ee5\u521b\u5efa\u4e2d\u6bd2\u6570\u636e\u70b9\u3002\u8fd9\u4e9b\u6570\u636e\u70b9\u65e8\u5728\u5728\u8bad\u7ec3\u671f\u95f4\u8bef\u5bfc\u6a21\u578b\u3002<\/p>\n<\/li>\n

    3. \n

      \u6a21\u578b\u8bad\u7ec3<\/strong>\uff1a\u4e2d\u6bd2\u6570\u636e\u4e0e\u771f\u5b9e\u8bad\u7ec3\u6570\u636e\u6df7\u5408\uff0c\u6a21\u578b\u5728\u8fd9\u4e2a\u53d7\u6c61\u67d3\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<\/li>\n

    4. \n

      \u90e8\u7f72<\/strong>\uff1a\u4e2d\u6bd2\u6a21\u578b\u90e8\u7f72\u5728\u76ee\u6807\u73af\u5883\u4e2d\uff0c\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0d\u6b63\u786e\u6216\u6709\u504f\u5dee\u7684\u9884\u6d4b\u3002<\/p>\n<\/li>\n<\/ol>\n

      \u6570\u636e\u4e2d\u6bd2\u7684\u5173\u952e\u7279\u5f81\u5206\u6790\u3002<\/h2>\n

      \u6570\u636e\u4e2d\u6bd2\u653b\u51fb\u5177\u6709\u51e0\u4e2a\u4f7f\u5176\u4e0e\u4f17\u4e0d\u540c\u7684\u5173\u952e\u7279\u5f81\uff1a<\/p>\n

        \n
      1. \n

        \u9690\u79d8\u6027<\/strong>\uff1a\u6570\u636e\u4e2d\u6bd2\u653b\u51fb\u901a\u5e38\u8bbe\u8ba1\u5f97\u5f88\u9690\u853d\uff0c\u53ef\u4ee5\u5728\u6a21\u578b\u8bad\u7ec3\u671f\u95f4\u9003\u907f\u68c0\u6d4b\u3002\u653b\u51fb\u8005\u7684\u76ee\u7684\u662f\u5728\u6a21\u578b\u90e8\u7f72\u4e4b\u524d\u907f\u514d\u5f15\u8d77\u6000\u7591\u3002<\/p>\n<\/li>\n

      2. \n

        \u7279\u5b9a\u578b\u53f7<\/strong>\uff1a\u6570\u636e\u4e2d\u6bd2\u653b\u51fb\u662f\u9488\u5bf9\u76ee\u6807\u6a21\u578b\u91cf\u8eab\u5b9a\u5236\u7684\u3002\u4e0d\u540c\u7684\u6a21\u578b\u9700\u8981\u4e0d\u540c\u7684\u6210\u529f\u4e2d\u6bd2\u7b56\u7565\u3002<\/p>\n<\/li>\n

      3. \n

        \u53ef\u8f6c\u79fb\u6027<\/strong>\uff1a\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u4e2d\u6bd2\u6a21\u578b\u53ef\u4ee5\u7528\u4f5c\u6bd2\u5bb3\u5177\u6709\u7c7b\u4f3c\u67b6\u6784\u7684\u53e6\u4e00\u4e2a\u6a21\u578b\u7684\u8d77\u70b9\uff0c\u5c55\u793a\u6b64\u7c7b\u653b\u51fb\u7684\u53ef\u8f6c\u79fb\u6027\u3002<\/p>\n<\/li>\n

      4. \n

        \u4e0a\u4e0b\u6587\u4f9d\u8d56<\/strong>\uff1a\u6570\u636e\u4e2d\u6bd2\u7684\u6709\u6548\u6027\u53ef\u80fd\u53d6\u51b3\u4e8e\u7279\u5b9a\u7684\u4e0a\u4e0b\u6587\u548c\u6a21\u578b\u7684\u9884\u671f\u7528\u9014\u3002<\/p>\n<\/li>\n

      5. \n

        \u9002\u5e94\u6027<\/strong>\uff1a\u653b\u51fb\u8005\u53ef\u4ee5\u6839\u636e\u9632\u5fa1\u8005\u7684\u5bf9\u7b56\u8c03\u6574\u6295\u6bd2\u7b56\u7565\uff0c\u4f7f\u6570\u636e\u6295\u6bd2\u6210\u4e3a\u6301\u7eed\u7684\u6311\u6218\u3002<\/p>\n<\/li>\n<\/ol>\n

        \u6570\u636e\u4e2d\u6bd2\u7684\u7c7b\u578b<\/h2>\n

        \u6570\u636e\u4e2d\u6bd2\u653b\u51fb\u53ef\u4ee5\u91c7\u53d6\u591a\u79cd\u5f62\u5f0f\uff0c\u6bcf\u79cd\u5f62\u5f0f\u90fd\u6709\u5176\u72ec\u7279\u7684\u7279\u5f81\u548c\u76ee\u6807\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u6570\u636e\u4e2d\u6bd2\u7c7b\u578b\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n
        \u7c7b\u578b<\/strong><\/th>\n\u63cf\u8ff0<\/strong><\/th>\n<\/tr>\n<\/thead>\n
        \u6076\u610f\u6ce8\u5165<\/strong><\/td>\n\u653b\u51fb\u8005\u5c06\u865a\u5047\u6216\u64cd\u7eb5\u7684\u6570\u636e\u6ce8\u5165\u8bad\u7ec3\u96c6\u4e2d\u4ee5\u5f71\u54cd\u6a21\u578b\u5b66\u4e60\u3002<\/td>\n<\/tr>\n
        \u6709\u9488\u5bf9\u6027\u7684\u9519\u8bef\u6807\u7b7e<\/strong><\/td>\n\u7279\u5b9a\u6570\u636e\u70b9\u88ab\u9519\u8bef\u6807\u8bb0\uff0c\u4ece\u800c\u6df7\u6dc6\u6a21\u578b\u7684\u5b66\u4e60\u8fc7\u7a0b\u548c\u51b3\u7b56\u3002<\/td>\n<\/tr>\n
        \u6c34\u5370\u653b\u51fb<\/strong><\/td>\n\u6570\u636e\u88ab\u6c34\u5370\u6c61\u67d3\uff0c\u4ee5\u4fbf\u8bc6\u522b\u88ab\u76d7\u6a21\u578b\u3002<\/td>\n<\/tr>\n
        \u540e\u95e8\u653b\u51fb<\/strong><\/td>\n\u5f53\u51fa\u73b0\u7279\u5b9a\u7684\u8f93\u5165\u89e6\u53d1\u5668\u65f6\uff0c\u6a21\u578b\u4f1a\u4e2d\u6bd2\u800c\u65e0\u6cd5\u6b63\u786e\u54cd\u5e94\u3002<\/td>\n<\/tr>\n
        \u6570\u636e\u91cd\u5efa<\/strong><\/td>\n\u653b\u51fb\u8005\u63d2\u5165\u6570\u636e\u4ee5\u4ece\u6a21\u578b\u7684\u8f93\u51fa\u4e2d\u91cd\u5efa\u654f\u611f\u4fe1\u606f\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u4f7f\u7528\u65b9\u6cd5 \u6570\u636e\u4e2d\u6bd2\u3001\u95ee\u9898\u4ee5\u53ca\u4e0e\u4f7f\u7528\u76f8\u5173\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/h2>\n

        \u867d\u7136\u6570\u636e\u4e2d\u6bd2\u5177\u6709\u6076\u610f\u610f\u56fe\uff0c\u4f46\u4e00\u4e9b\u6f5c\u5728\u7684\u7528\u4f8b\u6d89\u53ca\u589e\u5f3a\u673a\u5668\u5b66\u4e60\u5b89\u5168\u6027\u7684\u9632\u5fa1\u63aa\u65bd\u3002\u7ec4\u7ec7\u53ef\u80fd\u4f1a\u5728\u5185\u90e8\u91c7\u7528\u6570\u636e\u4e2d\u6bd2\u6280\u672f\u6765\u8bc4\u4f30\u5176\u6a21\u578b\u9488\u5bf9\u5bf9\u6297\u6027\u653b\u51fb\u7684\u7a33\u5065\u6027\u548c\u8106\u5f31\u6027\u3002<\/p>\n

        \u6311\u6218\u548c\u89e3\u51b3\u65b9\u6848\uff1a<\/strong><\/p>\n

          \n
        1. \n

          \u68c0\u6d4b<\/strong>\uff1a\u5728\u8bad\u7ec3\u671f\u95f4\u68c0\u6d4b\u4e2d\u6bd2\u6570\u636e\u5177\u6709\u6311\u6218\u6027\uff0c\u4f46\u4e5f\u81f3\u5173\u91cd\u8981\u3002\u5f02\u5e38\u503c\u68c0\u6d4b\u548c\u5f02\u5e38\u68c0\u6d4b\u7b49\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u8bc6\u522b\u53ef\u7591\u6570\u636e\u70b9\u3002<\/p>\n<\/li>\n

        2. \n

          \u6570\u636e\u6e05\u7406<\/strong>\uff1a\u4ed4\u7ec6\u7684\u6570\u636e\u6e05\u7406\u7a0b\u5e8f\u53ef\u4ee5\u5728\u6a21\u578b\u8bad\u7ec3\u4e4b\u524d\u5220\u9664\u6216\u4e2d\u548c\u6f5c\u5728\u7684\u6709\u6bd2\u6570\u636e\u3002<\/p>\n<\/li>\n

        3. \n

          \u591a\u6837\u5316\u7684\u6570\u636e\u96c6<\/strong>\uff1a\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u6a21\u578b\u53ef\u4ee5\u4f7f\u5b83\u4eec\u66f4\u80fd\u62b5\u6297\u6570\u636e\u4e2d\u6bd2\u653b\u51fb\u3002<\/p>\n<\/li>\n

        4. \n

          \u5bf9\u6297\u6027\u8bad\u7ec3<\/strong>\uff1a\u7ed3\u5408\u5bf9\u6297\u6027\u8bad\u7ec3\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u5bf9\u6f5c\u5728\u7684\u5bf9\u6297\u6027\u64cd\u4f5c\u53d8\u5f97\u66f4\u52a0\u9c81\u68d2\u3002<\/p>\n<\/li>\n<\/ol>\n

          \u4ee5\u8868\u683c\u548c\u5217\u8868\u7684\u5f62\u5f0f\u5217\u51fa\u4e3b\u8981\u7279\u5f81\u4ee5\u53ca\u4e0e\u7c7b\u4f3c\u672f\u8bed\u7684\u5176\u4ed6\u6bd4\u8f83\u3002<\/h2>\n\n\n\n\n\n\n\n\n\n
          \u7279\u5f81<\/strong><\/th>\n\u6570\u636e\u4e2d\u6bd2<\/strong><\/th>\n\u6570\u636e\u7be1\u6539<\/strong><\/th>\n\u5bf9\u6297\u6027\u653b\u51fb<\/strong><\/th>\n<\/tr>\n<\/thead>\n
          \u5ba2\u89c2\u7684<\/strong><\/td>\n\u64cd\u7eb5\u6a21\u578b\u884c\u4e3a<\/td>\n\u51fa\u4e8e\u6076\u610f\u76ee\u7684\u66f4\u6539\u6570\u636e<\/td>\n\u5229\u7528\u7b97\u6cd5\u4e2d\u7684\u6f0f\u6d1e<\/td>\n<\/tr>\n
          \u76ee\u6807<\/strong><\/td>\n\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/td>\n\u5b58\u50a8\u6216\u4f20\u8f93\u4e2d\u7684\u4efb\u4f55\u6570\u636e<\/td>\n\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/td>\n<\/tr>\n
          \u610f\u5411\u6027<\/strong><\/td>\n\u6545\u610f\u4e14\u6076\u610f<\/td>\n\u6545\u610f\u4e14\u6076\u610f<\/td>\n\u6545\u610f\u4e14\u5e38\u5e38\u662f\u6076\u610f\u7684<\/td>\n<\/tr>\n
          \u6280\u672f<\/strong><\/td>\n\u6ce8\u5165\u6709\u6bd2\u6570\u636e<\/td>\n\u4fee\u6539\u73b0\u6709\u6570\u636e<\/td>\n\u5236\u4f5c\u5bf9\u6297\u6027\u4f8b\u5b50<\/td>\n<\/tr>\n
          \u5bf9\u7b56<\/strong><\/td>\n\u9c81\u68d2\u6a21\u578b\u8bad\u7ec3<\/td>\n\u6570\u636e\u5b8c\u6574\u6027\u68c0\u67e5<\/td>\n\u5bf9\u6297\u6027\u8bad\u7ec3\uff0c\u7a33\u5065\u7684\u6a21\u578b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u4e0e\u6570\u636e\u4e2d\u6bd2\u76f8\u5173\u7684\u672a\u6765\u89c2\u70b9\u548c\u6280\u672f\u3002<\/h2>\n

          \u6570\u636e\u4e2d\u6bd2\u7684\u672a\u6765\u5f88\u53ef\u80fd\u4f1a\u89c1\u8bc1\u653b\u51fb\u8005\u548c\u9632\u5fa1\u8005\u4e4b\u95f4\u6301\u7eed\u7684\u519b\u5907\u7ade\u8d5b\u3002\u968f\u7740\u673a\u5668\u5b66\u4e60\u5728\u5173\u952e\u5e94\u7528\u4e2d\u7684\u91c7\u7528\u4e0d\u65ad\u589e\u957f\uff0c\u4fdd\u62a4\u6a21\u578b\u514d\u53d7\u6570\u636e\u4e2d\u6bd2\u653b\u51fb\u5c06\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

          \u5bf9\u6297\u6570\u636e\u4e2d\u6bd2\u7684\u6f5c\u5728\u6280\u672f\u548c\u8fdb\u6b65\u5305\u62ec\uff1a<\/p>\n

            \n
          1. \n

            \u53ef\u89e3\u91ca\u7684\u4eba\u5de5\u667a\u80fd<\/strong>\uff1a\u5f00\u53d1\u53ef\u4ee5\u4e3a\u5176\u51b3\u7b56\u63d0\u4f9b\u8be6\u7ec6\u89e3\u91ca\u7684\u6a21\u578b\u53ef\u4ee5\u5e2e\u52a9\u8bc6\u522b\u7531\u4e2d\u6bd2\u6570\u636e\u5f15\u8d77\u7684\u5f02\u5e38\u3002<\/p>\n<\/li>\n

          2. \n

            \u81ea\u52a8\u68c0\u6d4b<\/strong>\uff1a\u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684\u68c0\u6d4b\u7cfb\u7edf\u53ef\u4ee5\u6301\u7eed\u76d1\u63a7\u548c\u8bc6\u522b\u6570\u636e\u4e2d\u6bd2\u4f01\u56fe\u3002<\/p>\n<\/li>\n

          3. \n

            \u6a21\u7279\u5408\u594f\u56e2<\/strong>\uff1a\u91c7\u7528\u96c6\u6210\u6280\u672f\u53ef\u4ee5\u4f7f\u653b\u51fb\u8005\u66f4\u96be\u540c\u65f6\u6bd2\u5bb3\u591a\u4e2a\u6a21\u578b\u3002<\/p>\n<\/li>\n

          4. \n

            \u6570\u636e\u6765\u6e90<\/strong>\uff1a\u8ddf\u8e2a\u6570\u636e\u7684\u6765\u6e90\u548c\u5386\u53f2\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u900f\u660e\u5ea6\u5e76\u5e2e\u52a9\u8bc6\u522b\u53d7\u6c61\u67d3\u7684\u6570\u636e\u3002<\/p>\n<\/li>\n<\/ol>\n

            \u5982\u4f55\u4f7f\u7528\u4ee3\u7406\u670d\u52a1\u5668\u6216\u5982\u4f55\u5c06\u4ee3\u7406\u670d\u52a1\u5668\u4e0e\u6570\u636e\u4e2d\u6bd2\u76f8\u5173\u8054\u3002<\/h2>\n

            \u7531\u4e8e\u4ee3\u7406\u670d\u52a1\u5668\u5728\u5904\u7406\u5ba2\u6237\u7aef\u548c\u670d\u52a1\u5668\u4e4b\u95f4\u7684\u6570\u636e\uff0c\u4ee3\u7406\u670d\u52a1\u5668\u53ef\u80fd\u4f1a\u65e0\u610f\u4e2d\u9677\u5165\u6570\u636e\u4e2d\u6bd2\u653b\u51fb\u3002\u653b\u51fb\u8005\u53ef\u80fd\u4f1a\u4f7f\u7528\u4ee3\u7406\u670d\u52a1\u5668\u6765\u533f\u540d\u5316\u5176\u8fde\u63a5\uff0c\u4ece\u800c\u4f7f\u9632\u5fa1\u8005\u66f4\u96be\u8bc6\u522b\u4e2d\u6bd2\u6570\u636e\u7684\u771f\u6b63\u6765\u6e90\u3002<\/p>\n

            \u7136\u800c\uff0c\u50cf OneProxy \u8fd9\u6837\u4fe1\u8a89\u826f\u597d\u7684\u4ee3\u7406\u670d\u52a1\u5668\u63d0\u4f9b\u5546\u5bf9\u4e8e\u9632\u8303\u6f5c\u5728\u7684\u6570\u636e\u4e2d\u6bd2\u5c1d\u8bd5\u81f3\u5173\u91cd\u8981\u3002\u4ed6\u4eec\u5b9e\u65bd\u5f3a\u5927\u7684\u5b89\u5168\u63aa\u65bd\uff0c\u4ee5\u9632\u6b62\u6ee5\u7528\u5176\u670d\u52a1\u5e76\u4fdd\u62a4\u7528\u6237\u514d\u53d7\u6076\u610f\u6d3b\u52a8\u7684\u4fb5\u5bb3\u3002<\/p>\n

            \u76f8\u5173\u94fe\u63a5<\/h2>\n

            \u6709\u5173\u6570\u636e\u4e2d\u6bd2\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u8003\u8651\u67e5\u770b\u4ee5\u4e0b\u8d44\u6e90\uff1a<\/p>\n

              \n
            1. \u4e86\u89e3\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u6570\u636e\u4e2d\u6bd2<\/a><\/li>\n
            2. \u5bf9\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6570\u636e\u4e2d\u6bd2\u653b\u51fb<\/a><\/li>\n
            3. \u5bf9\u6297\u6027\u673a\u5668\u5b66\u4e60<\/a><\/li>\n<\/ol>\n

              \u8bf7\u8bb0\u4f4f\uff0c\u5728\u5f53\u4eca\u6570\u636e\u9a71\u52a8\u7684\u4e16\u754c\u4e2d\uff0c\u4e86\u89e3\u4e0e\u6570\u636e\u4e2d\u6bd2\u76f8\u5173\u7684\u98ce\u9669\u548c\u5bf9\u7b56\u81f3\u5173\u91cd\u8981\u3002\u4fdd\u6301\u8b66\u60d5\u5e76\u4f18\u5148\u8003\u8651\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u3002<\/p>","protected":false},"featured_media":476685,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476684","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Data Poisoning: A Comprehensive Overview<\/mark>","faq_items":[{"question":"What is data poisoning, and how does it affect machine learning models?","answer":"

              Data poisoning is a malicious technique where attackers inject manipulated data into the training set of machine learning models. This poisoned data aims to deceive the model during its learning process, leading to incorrect predictions during inference. It poses serious risks to industries relying on AI for critical decision-making.<\/p>"},{"question":"How did data poisoning originate, and when was it first mentioned?","answer":"

              The concept of data poisoning emerged in the early 2000s, but it gained prominence in 2006 with a paper by Marco Barreno, Blaine Nelson, Anthony D. Joseph, and J.D. Tygar. They demonstrated its potential by manipulating a spam filter with injected data.<\/p>"},{"question":"What are the key features of data poisoning attacks?","answer":"

              Data poisoning attacks are characterized by their stealthiness, model-specific nature, transferability, context dependence, and adaptability. Attackers tailor their strategies to evade detection and maximize impact, making them challenging to defend against.<\/p>"},{"question":"What are the common types of data poisoning attacks?","answer":"

              Some common types of data poisoning attacks include malicious injections, targeted mislabeling, watermark attacks, backdoor attacks, and data reconstruction. Each type serves specific purposes to compromise the model's performance.<\/p>"},{"question":"How can organizations protect against data poisoning attacks?","answer":"

              Defending against data poisoning requires proactive measures. Techniques like outlier detection, data sanitization, diverse datasets, and adversarial training can enhance the model's resilience against such attacks.<\/p>"},{"question":"How might the future of data poisoning and cybersecurity unfold?","answer":"

              As AI adoption grows, the future of data poisoning will involve an ongoing battle between attackers and defenders. Advancements in explainable AI, automated detection, model ensemble, and data provenance will be critical in mitigating the risks posed by data poisoning.<\/p>"},{"question":"How can proxy servers be associated with data poisoning?","answer":"

              Proxy servers can be misused by attackers to anonymize their connections, potentially facilitating data poisoning attempts. Reputable proxy server providers like OneProxy implement robust security measures to prevent misuse and protect users from malicious activities.<\/p>"},{"question":"Where can I find more information about data poisoning?","answer":"

              For more in-depth insights into data poisoning, check out the provided links:<\/p>

              1. Understanding Data Poisoning in Machine Learning<\/a><\/li>
              2. Data Poisoning Attacks on Machine Learning Models<\/a><\/li>
              3. Adversarial Machine Learning<\/a><\/li><\/ol>

                Stay informed and stay secure in the era of AI and data-driven technologies!<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/wiki\/476684","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/wiki\/476684\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/media\/476685"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/media?parent=476684"}],"curies":[{"name":"\u53ef\u6e7f\u6027\u7c89\u5242","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}