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\u5728\u6ca1\u6709\u4eba\u5de5\u6838\u9a8c\u7684\u60c5\u51b5\u4e0b\u5b9e\u65bd\u81ea\u52a8\u5c01\u7981\uff0c\u4f1a\u7ed9\u6e38\u620f\u5382\u5546\u5e26\u6765\u76f4\u63a5\u7684\u7ecf\u6d4e\u635f\u5931\u3002\u65e0\u8f9c\u73a9\u5bb6\u5728\u8d26\u53f7\u88ab\u9519\u8bef\u5c01\u7981\u540e\uff0c\u5f80\u5f80\u4f1a\u6c38\u4e45\u79bb\u5f00\u6e38\u620f\u3002\u73b0\u4ee3\u53cd\u4f5c\u5f0a\u65b9\u6848\u5fc5\u987b\u907f\u514d\u8bef\u5224\uff0c\u56e0\u4e3a\u9519\u8bef\u5c01\u7981\u4f1a\u758f\u8fdc\u5fe0\u5b9e\u7528\u6237\u7fa4\u4f53\u3002\u906d\u9047\u8bef\u62a5\u7684\u73a9\u5bb6\u4f1a\u505c\u6b62\u5728\u6e38\u620f\u5185\u8fdb\u884c\u5fae\u4ea4\u6613\u6d88\u8d39\u3002\u4e0d\u516c\u6b63\u7684\u5904\u7f5a\u63aa\u65bd\u8fd8\u4f1a\u540c\u65f6\u8d76\u8d70\u6d3b\u8dc3\u7684\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u666e\u901a\u7ade\u6280\u73a9\u5bb6\u3002<\/p>\n

\u4f5c\u5f0a\u6307\u63a7\u4f1a\u5728\u4e92\u8054\u7684\u5e73\u53f0\u751f\u6001\u4e2d\u635f\u5bb3\u73a9\u5bb6\u58f0\u8a89\u3002\u4e00\u6b21\u4e0d\u51c6\u786e\u7684\u7cfb\u7edf\u5224\u5b9a\uff0c\u5c31\u53ef\u80fd\u4e3a\u6b63\u5e38\u73a9\u5bb6\u5e26\u6765\u4e25\u91cd\u7684\u8fde\u9501\u540e\u679c\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u8bef\u5224\u4f5c\u5f0a\u4e8b\u4ef6\u5982\u4f55\u5728\u591a\u4e2a\u793e\u533a\u7ef4\u5ea6\u4e0a\u4fb5\u8680\u4fe1\u4efb\uff1a<\/p>\n

\n\n\n\n\n <\/colgroup>\n\n\n\n\n\n\n

\u793e\u533a\u4fe1\u4efb\u6307\u6807<\/p>\n<\/th>\n

\u8bef\u62a5\u5c01\u7981\u540e\u7684\u53ef\u89c2\u5bdf\u4e0b\u964d<\/p>\n<\/th>\n<\/tr>\n

\u516c\u5f00\u58f0\u8a89<\/p>\n<\/td>\n

Steam \u4e2a\u4eba\u8d44\u6599\u4e0a\u4f1a\u516c\u5f00\u663e\u793a\u201c\u6709 1 \u6761\u6e38\u620f\u5c01\u7981\u8bb0\u5f55\u201d\u7684\u6807\u7b7e\uff0c\u5e76\u6301\u7eed 7 \u5e74\uff0c\u635f\u5bb3\u597d\u53cb\u3001\u4ea4\u6613\u4f19\u4f34\u53ca\u5176\u4ed6\u73a9\u5bb6\u5bf9\u8be5\u8d26\u53f7\u7684\u89c2\u611f\u3002<\/p>\n<\/td>\n<\/tr>\n

Trust Factor \/ \u4fe1\u4efb\u5206<\/p>\n<\/td>\n

\u9690\u85cf\u7684 Steam Trust Factor \u4f1a\u660e\u663e\u4e0b\u964d\uff0c\u5bfc\u81f4\u73a9\u5bb6\u5373\u4f7f\u5728\u65e0\u5173\u6e38\u620f\u4e2d\uff0c\u4e5f\u66f4\u5bb9\u6613\u88ab\u5339\u914d\u5230\u6709\u6bd2\u7528\u6237\u6216\u4f5c\u5f0a\u8005\u3002<\/p>\n<\/td>\n<\/tr>\n

\u7fa4\u7ec4\u6743\u9650<\/p>\n<\/td>\n

\u7ade\u6280\u793e\u533a\u3001\u79c1\u4eba\u8054\u8d5b\u548c Discord \u670d\u52a1\u5668\u901a\u5e38\u4f1a\u81ea\u52a8\u62d2\u7edd\u6216\u5c01\u7981\u8d44\u6599\u4e2d\u5e26\u6709\u4efb\u4f55\u6e38\u620f\u5c01\u7981\u8bb0\u5f55\u7684\u6210\u5458\uff0c\u800c\u4e0d\u8bba\u5177\u4f53\u662f\u54ea\u6b3e\u6e38\u620f\u89e6\u53d1\u4e86\u8be5\u8bb0\u5f55\u3002<\/p>\n<\/td>\n<\/tr>\n

\u8d26\u53f7\u4ef7\u503c\u4e0e\u6838\u5fc3\u529f\u80fd<\/p>\n<\/td>\n

\u6709\u6548\u7684\u6e38\u620f\u5c01\u7981\u4f1a\u6c38\u4e45\u73b7\u6c61\u8d26\u53f7\u8bb0\u5f55\uff0c\u5e76\u9650\u5236\u5176\u6838\u5fc3\u529f\u80fd\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

\u5de5\u5355\u6d2a\u5cf0\u4e0e\u8fd0\u8425\u538b\u529b<\/h3>\n
\u672a\u7ecf\u6838\u5b9e\u7684\u5c01\u7981\u4f1a\u7ed9\u5ba2\u670d\u56e2\u961f\u5e26\u6765\u5de8\u5927\u7684\u8fd0\u8425\u538b\u529b\u3002\u5728\u81ea\u52a8\u5904\u7f5a\u6ce2\u6b21\u4e4b\u540e\uff0c\u5927\u91cf\u65e0\u8f9c\u73a9\u5bb6\u4f1a\u63d0\u4ea4\u7d27\u6025\u7533\u8bc9\u5de5\u5355\u3002\u5ba2\u670d\u4eba\u5458\u4e0d\u5f97\u4e0d\u82b1\u8d39\u6570\u767e\u5c0f\u65f6\u624b\u52a8\u5ba1\u67e5\u9065\u6d4b\u65e5\u5fd7\uff0c\u4ee5\u786e\u8ba4\u662f\u5426\u5b58\u5728\u771f\u5b9e\u4f5c\u5f0a\u3002\u8fd9\u79cd\u5de5\u5355\u6570\u91cf\u4f1a\u62d6\u6162\u5e38\u89c4\u8d26\u53f7\u95ee\u9898\u7684\u5904\u7406\u901f\u5ea6\uff0c\u5e76\u63d0\u9ad8\u5ba2\u670d\u6210\u672c\u3002\u5728\u5927\u578b\u6e38\u620f\u66f4\u65b0\u671f\u95f4\uff0c\u5b89\u5168\u8fd0\u8425\u56e2\u961f\u5f80\u5f80\u96be\u4ee5\u53ca\u65f6\u6d88\u5316\u4e0d\u65ad\u79ef\u538b\u7684\u5de5\u5355\u3002<\/p>\n
\u5f53\u8bef\u5c01\u6ce2\u53ca\u9ad8\u77e5\u540d\u5ea6\u73a9\u5bb6\u65f6\uff0c\u8fc7\u5ea6\u4f9d\u8d56\u81ea\u52a8\u4f5c\u5f0a\u68c0\u6d4b\u8fd8\u4f1a\u5e26\u6765\u516c\u5173\u98ce\u9669\u3002\u672a\u7ecf\u6838\u5b9e\u7684\u8d26\u53f7\u5c01\u7981\u5f88\u5feb\u5c31\u4f1a\u5728\u793e\u4ea4\u5a92\u4f53\u4e0a\u5f15\u53d1\u5e7f\u6cdb\u53cd\u5f39\u3002\u53cd\u4f5c\u5f0a\u67b6\u6784\u9700\u8981\u591a\u5c42\u9a8c\u8bc1\u4fdd\u969c\uff0c\u4ee5\u907f\u514d\u54c1\u724c\u53d7\u635f\u3002\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5e94\u5f53\u4f5c\u4e3a\u5b89\u5168\u56e2\u961f\u6253\u51fb\u5b9e\u65f6\u4f5c\u5f0a\u7684\u8f85\u52a9\u5de5\u5177\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u505a\u51fa\u672a\u7ecf\u6838\u9a8c\u7684\u5373\u65f6\u5904\u7f5a\u3002\u9ad8\u6548\u7684\u53cd\u4f5c\u5f0a\u6d41\u7a0b\u5e94\u5c06\u81ea\u52a8\u7b5b\u67e5\u4e0e\u4eba\u5de5\u5ba1\u6838\u7ed3\u5408\u8d77\u6765\uff0c\u5728\u538b\u5236\u5728\u7ebf\u4f5c\u5f0a\u7684\u540c\u65f6\u7ef4\u62a4\u73a9\u5bb6\u4fe1\u4efb\u3002<\/p>\n

\u5b9e\u65f6\u4f5c\u5f0a\u68c0\u6d4b\u4e0e\u6df7\u5408\u6846\u67b6<\/strong><\/h2>\n
\u73b0\u4ee3\u53cd\u4f5c\u5f0a\u7cfb\u7edf\u5c06\u5ba2\u6237\u7aef\u68c0\u6d4b\u4e0e\u670d\u52a1\u5668\u7aef\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7ed3\u5408\u8d77\u6765\u3002\u5ba2\u6237\u7aef\u5de5\u5177\u4f1a\u5728\u73a9\u5bb6\u8bbe\u5907\u4e0a\u6267\u884c\u8f7b\u91cf\u7ea7\u672c\u5730\u626b\u63cf\u548c\u542f\u53d1\u5f0f\u68c0\u6d4b\u3002\u4f20\u7edf\u7684\u57fa\u4e8e\u7279\u5f81\u7684\u68c0\u6d4b\u96be\u4ee5\u533a\u5206\u5916\u89c2\u76f8\u4f3c\u7684\u6076\u610f\u6a21\u5f0f\u4e0e\u826f\u6027\u6a21\u5f0f\u3002\u7eaf\u7279\u5f81\u673a\u5236\u4e5f\u65e0\u6cd5\u8bc6\u522b\u65b0\u7684\u5185\u5b58\u7be1\u6539\uff0c\u56e0\u4e3a\u7279\u5f81\u626b\u63cf\u4f9d\u8d56\u5df2\u77e5\u5a01\u80c1\u6587\u4ef6\u3002\u56e0\u6b64\uff0c\u6e38\u620f\u5f00\u53d1\u5546\u4f1a\u90e8\u7f72\u5b9e\u65f6\u76d1\u63a7\uff0c\u4ee5\u4fbf\u5728\u7ade\u6280\u5bf9\u5c40\u4e2d\u52a8\u6001\u6355\u6349\u6b63\u5728\u53d1\u751f\u7684\u4f5c\u5f0a\u884c\u4e3a\u3002\u5b9e\u65f6\u884c\u4e3a\u76d1\u63a7\u4f1a\u8ddf\u8e2a\u73a9\u5bb6\u79fb\u52a8\u3001\u955c\u5934\u89d2\u5ea6\u548c\u8f93\u5165\u901f\u5ea6\u3002\u7cfb\u7edf\u5229\u7528\u542f\u53d1\u5f0f\u6a21\u5f0f\u68c0\u6d4b\u6765\u52a8\u6001\u6807\u8bb0\u53ef\u7591\u884c\u4e3a\u3002<\/p>\n
\u5c06\u4f20\u7edf\u7279\u5f81\u4e0e AI \u5f15\u64ce\u7ed3\u5408<\/h3>\n
\u73b0\u4ee3\u53cd\u4f5c\u5f0a\u6846\u67b6\u4f1a\u5c06\u8bbe\u5907\u4fe1\u53f7\u76f4\u63a5\u6574\u5408\u8fdb\u673a\u5668\u5b66\u4e60\u6d41\u6c34\u7ebf\u3002\u5b89\u5168\u56e2\u961f\u628a\u786c\u4ef6\u5b8c\u6574\u6027\u68c0\u6d4b\u3001\u673a\u5668\u4eba\u8bc6\u522b\u5206\u6570\u4ee5\u53ca\u53ef\u7591\u7b49\u7ea7\u4f5c\u4e3a\u786e\u5b9a\u6027\u8f93\u5165\uff0c\u9001\u5165\u4eba\u5de5\u667a\u80fd\u5f15\u64ce\u3002\u5ba2\u6237\u7aef\u626b\u63cf\u80fd\u591f\u5feb\u901f\u8bc6\u522b\u5df2\u77e5\u6076\u610f\u53ef\u6267\u884c\u6587\u4ef6\u3002\u7136\u800c\uff0c\u670d\u52a1\u5668\u7aef\u7b97\u6cd5\u4f1a\u5206\u6790\u6beb\u79d2\u7ea7\u4ea4\u4e92\u6a21\u5f0f\uff0c\u4ee5\u8986\u76d6\u66f4\u5e7f\u6cdb\u7684\u4f5c\u5f0a\u7c7b\u522b\u3002Riot Games\u3001BattlEye\u3001Easy Anti-Cheat \u548c Epic Games \u7b49\u6e38\u620f\u5382\u5546\uff0c\u4f1a\u5c06\u672c\u5730\u5ba2\u6237\u7aef\u542f\u53d1\u5f0f\u68c0\u6d4b\u4e0e\u670d\u52a1\u5668\u7aef\u9a8c\u8bc1\u7ed3\u5408\u8d77\u6765\u3002\u670d\u52a1\u5668\u5206\u6790\u4f1a\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u8bc4\u4f30\u884c\u4e3a\u6a21\u5f0f\uff0c\u800c\u5ba2\u6237\u7aef\u4fe1\u53f7\u5219\u63d0\u4f9b\u5373\u65f6\u7684\u8fd0\u884c\u4e0a\u4e0b\u6587\u3002\u8fd9\u79cd\u6df7\u5408\u6846\u67b6\u80fd\u591f\u9002\u5e94\u65b0\u6218\u672f\uff0c\u800c\u4e0d\u662f\u4ec5\u4f9d\u8d56\u9759\u6001\u7279\u5f81\u3002\u670d\u52a1\u5668\u7aef\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5bf9\u4e8e\u65b0\u578b\u4f5c\u5f0a\u7279\u5f81\u80fd\u591f\u8fbe\u5230\u8f83\u9ad8\u8bc6\u522b\u51c6\u786e\u7387\u3002\u8fd9\u79cd\u591a\u5c42\u9a8c\u8bc1\u65e2\u80fd\u9632\u6b62\u5ba2\u6237\u7aef\u64cd\u63a7\uff0c\u4e5f\u80fd\u5168\u9762\u63d0\u5347\u5728\u7ebf\u6e38\u620f\u7684\u5b89\u5168\u6267\u884c\u6548\u679c\u3002<\/p>\n
\u901a\u8fc7\u9065\u6d4b\u7ba1\u7406\u8bef\u62a5\u7387<\/h3>\n
\u5de5\u7a0b\u5e08\u901a\u8fc7\u6536\u96c6\u8be6\u7ec6\u7684\u7ec8\u7aef\u3001\u7f51\u7edc\u548c\u8eab\u4efd\u9065\u6d4b\u6570\u636e\u6765\u7ba1\u7406\u8bef\u62a5\u7387\u3002\u4e30\u5bcc\u7684\u884c\u4e3a\u9065\u6d4b\u4f1a\u4e3a Isolation Forest \u548c Local Outlier Factor \u7b49\u96c6\u6210\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\u63d0\u4f9b\u8f93\u5165\u3002\u7cfb\u7edf\u5728\u5b9e\u65bd\u5904\u7f5a\u524d\uff0c\u4f1a\u6301\u7eed\u8fdb\u884c\u9a8c\u8bc1\uff0c\u5e76\u5c06\u544a\u8b66\u4e0e\u57fa\u4e8e\u7279\u5f81\u7684\u4e0a\u4e0b\u6587\u8fdb\u884c\u5173\u8054\u5206\u6790\u3002FACEIT \u7684 Human Input Detection \u4f1a\u57fa\u4e8e\u6570\u767e\u4e07\u573a\u5bf9\u5c40\u6301\u7eed\u5b66\u4e60\u3002\u8be5 AI \u884c\u4e3a\u6a21\u578b\u4f1a\u8feb\u4f7f\u4f5c\u5f0a\u8f6f\u4ef6\u53bb\u6a21\u62df\u4eba\u7c7b\u795e\u7ecf\u808c\u8089\u53cd\u5e94\u7684\u6781\u9650\u3002\u7eaf AI \u76d1\u8003\u5de5\u5177\u5f80\u5f80\u4f1a\u4ea7\u751f\u8f83\u9ad8\u9519\u8bef\u7387\uff0c\u5728\u67d0\u4e9b\u5e73\u53f0\u4e0a\u5176\u8bef\u62a5\u6807\u8bb0\u53ef\u9ad8\u8fbe 30\u201350%\u3002\u6df7\u5408\u6a21\u578b\u5c06\u5b9e\u65f6\u4f5c\u5f0a\u68c0\u6d4b\u4e0e\u4eba\u5de5\u6838\u9a8c\u7ed3\u5408\uff0c\u80fd\u591f\u663e\u8457\u964d\u4f4e\u9519\u8bef\u6807\u8bb0\u6570\u91cf\u3002<\/p>\n
\n\n\n\n\n\n <\/colgroup>\n\n\n\n\n\n
\n
\u67b6\u6784\u5c42<\/p>\n<\/th>\n
\n
\u68c0\u6d4b\u673a\u5236<\/p>\n<\/th>\n
\n
\u8fd0\u8425\u5f71\u54cd<\/p>\n<\/th>\n<\/tr>\n
\n
\u5ba2\u6237\u7aef<\/p>\n<\/td>\n
\n
\u672c\u5730\u626b\u63cf\u6267\u884c\u8f7b\u91cf\u7ea7\u542f\u53d1\u5f0f\u68c0\u6d4b\u548c\u8bbe\u5907\u8eab\u4efd\u9a8c\u8bc1\u3002<\/p>\n<\/td>\n
\n
\u80fd\u591f\u5feb\u901f\u8bc6\u522b\u5df2\u77e5\u4f5c\u5f0a\u5de5\u5177\uff0c\u540c\u65f6\u4e0d\u4f1a\u5e26\u6765\u8fc7\u91cd\u7684\u7cfb\u7edf\u5f00\u9500\u3002<\/p>\n<\/td>\n<\/tr>\n
\n
\u670d\u52a1\u5668\u7aef<\/p>\n<\/td>\n
\n
\u673a\u5668\u5b66\u4e60\u5f15\u64ce\u5206\u6790\u6beb\u79d2\u7ea7\u9065\u6d4b\u6570\u636e\u5e76\u8fd0\u884c\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\u3002<\/p>\n<\/td>\n
\n
\u4ee5 94% \u7684\u65b0\u578b\u7279\u5f81\u8bc6\u522b\u51c6\u786e\u7387\u533a\u5206\u4eba\u4e3a\u9ad8\u6c34\u5e73\u64cd\u4f5c\u4e0e\u81ea\u52a8\u5316\u4f5c\u5f0a\u3002<\/p>\n<\/td>\n<\/tr>\n
\n
\u6df7\u5408\u76d1\u7763<\/p>\n<\/td>\n
\n
\u670d\u52a1\u5668\u6a21\u578b\u9a8c\u8bc1\u5ba2\u6237\u7aef\u6807\u8bb0\uff0c\u4eba\u5de5\u5ba1\u6838\u5458\u6838\u5b9e\u590d\u6742\u8fb9\u7f18\u6848\u4f8b\u3002<\/p>\n<\/td>\n
\n
\u5c06\u8bef\u62a5\u7387\u7ef4\u6301\u5728 5% \u4ee5\u4e0b\uff0c\u5e76\u76f8\u8f83\u4e8e\u7eaf AI \u65b9\u6848\u51cf\u5c11 40% \u7684\u9519\u8bef\u6807\u8bb0\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
\u5de5\u7a0b\u5e08\u901a\u8fc7\u5728\u805a\u5408\u540e\u7684\u4f1a\u8bdd\u6570\u636e\u4e0a\u8bad\u7ec3\u6a21\u578b\u6765\u4f18\u5316\u5b9e\u65f6\u4f5c\u5f0a\u68c0\u6d4b\u3002\u670d\u52a1\u5668\u5206\u6790\u4f1a\u5728\u6570\u767e\u4e07\u4e2a\u73a9\u5bb6\u4f1a\u8bdd\u4e2d\u5173\u8054\u6807\u8bb0\uff0c\u4ee5\u53d1\u73b0\u534f\u540c\u4f5c\u5f0a\u6d3b\u52a8\u3002\u4e8b\u4ef6\u54cd\u5e94\u6d41\u7a0b\u901a\u5e38\u4ece\u542f\u53d1\u5f0f\u6807\u8bb0\u6216\u7279\u5f81\u5339\u914d\u5f00\u59cb\u3002\u7cfb\u7edf\u4f1a\u5bf9\u8b66\u62a5\u8fdb\u884c\u5206\u6d41\uff0c\u4ee5\u5224\u65ad\u8be5\u6807\u8bb0\u662f\u771f\u9633\u6027\uff0c\u8fd8\u662f\u53ea\u662f\u4e00\u4e2a\u65e0\u5bb3\u7684\u5b8f\uff0c\u4f8b\u5982\u5408\u89c4\u7684\u65e0\u969c\u788d\u8f85\u52a9\u5b8f\u3002\u6df7\u5408\u5e73\u53f0\u62a5\u544a\u79f0\uff0c\u4e0e\u7eaf AI \u5e73\u53f0\u76f8\u6bd4\uff0c\u5176\u8bef\u62a5\u6807\u8bb0\u51cf\u5c11\u4e86 40%\u3002\u5c06\u81ea\u52a8\u7b97\u6cd5\u4e0e\u5bf9\u5c40\u540e\u5ba1\u6838\u7ed3\u5408\u8d77\u6765\uff0c\u53ef\u4ee5\u4f7f\u6574\u4f53\u8bef\u62a5\u7387\u7a33\u5b9a\u63a7\u5236\u5728 5% \u4ee5\u4e0b\u3002\u6301\u7eed\u7684\u9065\u6d4b\u9a8c\u8bc1\u5728\u7ade\u6280\u5b8c\u6574\u6027\u4e0e\u516c\u5e73\u5904\u7f5a\u4e4b\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\u3002<\/p>\n
\u9a8c\u8bc1\u6d41\u6c34\u7ebf\u4e0e\u7533\u8bc9\u673a\u5236<\/strong><\/h2>\n
\u4eba\u5de5\u53c2\u4e0e\u7684\u5ba1\u6838\u6d41\u7a0b<\/h3>\n
\u73b0\u4ee3\u53cd\u4f5c\u5f0a\u7cfb\u7edf\u9700\u8981\u4eba\u5de5\u9a8c\u8bc1\u6765\u6838\u5b9e\u673a\u5668\u5b66\u4e60\u6807\u8bb0\u3002\u5b89\u5168\u56e2\u961f\u4f1a\u90e8\u7f72\u81ea\u52a8\u6a21\u578b\uff0c\u4ee5\u6355\u6349\u52a8\u6001\u5f02\u5e38\u6a21\u5f0f\u3002\u7136\u800c\uff0c\u4eba\u5de5\u667a\u80fd\u65e0\u6cd5\u5b8c\u6574\u8bc4\u4f30\u73a9\u5bb6\u610f\u56fe\u6216\u72ec\u7279\u7684\u5bf9\u5c40\u4e0a\u4e0b\u6587\u3002\u7ecf\u8fc7\u8bad\u7ec3\u7684\u5b89\u5168\u5ba1\u6838\u5458\u4f1a\u5728\u5b9e\u65bd\u8d26\u53f7\u5c01\u7981\u4e4b\u524d\uff0c\u5206\u6790\u88ab\u6807\u8bb0\u7684\u89c6\u9891\u753b\u9762\u548c\u8f93\u5165\u65e5\u5fd7\u3002\u8fd9\u4e00\u5ba1\u6838\u6d41\u7a0b\u907f\u514d\u4e86\u5bf9\u672a\u7ecf\u6838\u5b9e\u7684\u73a9\u5bb6\u884c\u4e3a\u7acb\u5373\u65bd\u52a0\u81ea\u52a8\u5904\u7f5a\uff0c\u4ece\u800c\u7ef4\u62a4\u5728\u7ebf\u6e38\u620f\u4e2d\u7684\u516c\u5e73\u7ade\u4e89\u3002<\/p>\n
\u9ad8\u6548\u7684\u9a8c\u8bc1\u6d41\u7a0b\u5c06\u673a\u5668\u7684\u7cbe\u5ea6\u4e0e\u4eba\u7684\u5224\u65ad\u7ed3\u5408\u8d77\u6765\uff0c\u4ee5\u4fdd\u6301\u8fd0\u8425\u51c6\u786e\u6027\u3002\u6e38\u620f\u5382\u5546\u4f1a\u91c7\u7528\u660e\u786e\u7684\u8fd0\u8425\u6807\u51c6\u6765\u7ba1\u7406\u88ab\u6807\u8bb0\u7684\u9065\u6d4b\u6570\u636e\uff1a<\/p>\n
\n
\n
\u8bad\u7ec3\u6709\u7d20\u7684\u4eba\u5de5\u5ba1\u6838\u5458\u4f1a\u7ed3\u5408\u4e0a\u4e0b\u6587\u8bc4\u4f30\u6bcf\u4e00\u4e2a\u81ea\u52a8\u6807\u8bb0\uff0c\u4ece\u800c\u8fc7\u6ee4\u8bef\u62a5\u5e76\u51cf\u5c11\u6574\u4f53\u7ba1\u7406\u5458\u5de5\u4f5c\u91cf\u3002<\/p>\n<\/li>\n
\n
\u5ba1\u6838\u5458\u4f1a\u5c06\u7edf\u8ba1\u544a\u8b66\u4e0e\u60c5\u5883\u89c2\u5bdf\u7ed3\u5408\u8d77\u6765\uff0c\u5728\u8003\u8651\u73af\u5883\u56e0\u7d20\u548c\u65e0\u969c\u788d\u56e0\u7d20\u7684\u540c\u65f6\uff0c\u5c06\u9ad8\u6c34\u5e73\u64cd\u4f5c\u4e0e\u771f\u5b9e\u4f5c\u5f0a\u533a\u5206\u5f00\u6765\u3002<\/p>\n<\/li>\n
\n
\u5b89\u5168\u8fd0\u8425\u56e2\u961f\u4f1a\u6536\u96c6\u6700\u5c11\u5fc5\u8981\u7684\u73a9\u5bb6\u6570\u636e\uff0c\u4ee5\u786e\u8ba4\u8d26\u53f7\u8eab\u4efd\u3001\u6838\u5b9e\u53c2\u4e0e\u60c5\u51b5\uff0c\u5e76\u5728\u5ba1\u6838\u8fc7\u7a0b\u4e2d\u4fdd\u62a4\u9690\u79c1\u3002<\/p>\n<\/li>\n
\n
\u5ba1\u6838\u56e2\u961f\u4f1a\u8bb0\u5f55\u6240\u6709\u7ecf\u8fc7\u4eba\u5de5\u5ba1\u6838\u7684\u51b3\u5b9a\uff0c\u4ee5\u4fbf\u5728\u73a9\u5bb6\u8d28\u7591\u7cfb\u7edf\u7ed3\u679c\u65f6\uff0c\u80fd\u591f\u63d0\u4f9b\u6709\u636e\u53ef\u4f9d\u7684\u5904\u7f5a\u8bf4\u660e\u3002<\/p>\n<\/li>\n<\/ul>\n
\u9065\u6d4b\u900f\u660e\u5ea6\u4e0e\u73a9\u5bb6\u7533\u8bc9<\/h3>\n
\u5065\u5168\u7684\u53cd\u4f5c\u5f0a\u5f15\u64ce\u9700\u8981\u4e3a\u88ab\u8bef\u5224\u7684\u8d26\u53f7\u64cd\u4f5c\u63d0\u4f9b\u7ed3\u6784\u5316\u7533\u8bc9\u6e20\u9053\u3002\u81ea\u52a8\u4f5c\u5f0a\u68c0\u6d4b\u6a21\u578b\u4f1a\u5728\u5b9e\u65f6\u4f1a\u8bdd\u4e2d\u751f\u6210\u7edf\u8ba1\u6982\u7387\u5206\u6570\u3002\u7136\u800c\uff0c\u5728\u8bc4\u4f30\u73a9\u5bb6\u5bf9\u6d89\u5acc\u4f5c\u5f0a\u7684\u4e89\u8bae\u65f6\uff0c\u5b89\u5168\u56e2\u961f\u5fc5\u987b\u80fd\u591f\u63d0\u4f9b\u6e05\u6670\u7684\u9065\u6d4b\u8bc1\u636e\u3002\u900f\u660e\u5ea6\u80fd\u591f\u589e\u5f3a\u73a9\u5bb6\u4fe1\u4efb\uff0c\u540c\u65f6\u53c8\u4e0d\u81f3\u4e8e\u5411\u5916\u90e8\u4e0d\u6cd5\u5206\u5b50\u6cc4\u9732\u654f\u611f\u7684\u68c0\u6d4b\u673a\u5236\u3002\u652f\u6301\u7cfb\u7edf\u4f1a\u8bb0\u5f55\u5173\u952e\u9065\u6d4b\u6570\u636e\u70b9\u6765\u6253\u51fb\u4f5c\u5f0a\uff0c\u5305\u62ec\u7f51\u7edc\u5ef6\u8fdf\u3001\u8bbe\u5907\u8f93\u5165\u4fe1\u53f7\u548c\u786c\u4ef6\u5b8c\u6574\u6027\u68c0\u6d4b\u7ed3\u679c\u3002<\/p>\n
\u5f53\u73a9\u5bb6\u9488\u5bf9\u53cd\u4f5c\u5f0a\u5904\u7f5a\u6b63\u5f0f\u63d0\u4ea4\u7533\u8bc9\u5de5\u5355\u65f6\uff0c\u5ba1\u6838\u4eba\u5458\u4f1a\u91cd\u65b0\u68c0\u67e5\u6240\u8bb0\u5f55\u7684\u5bf9\u5c40\u6570\u636e\u3002\u5ba1\u6838\u56e2\u961f\u4f1a\u5c06\u88ab\u6807\u8bb0\u7684\u6bd4\u8d5b\u4f1a\u8bdd\u4e0e\u4eba\u7c7b\u57fa\u51c6\u8868\u73b0\u6863\u6848\u8fdb\u884c\u5bf9\u6bd4\u5206\u6790\u3002\u8fd9\u79cd\u6bd4\u8f83\u5206\u6790\u53ef\u4ee5\u786e\u8ba4\u73a9\u5bb6\u7a76\u7adf\u662f\u4f7f\u7528\u4e86\u672a\u7ecf\u6388\u6743\u7684\u4f5c\u5f0a\u884c\u4e3a\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5c55\u73b0\u4e86\u9876\u5c16\u673a\u68b0\u64cd\u4f5c\u6c34\u5e73\u3002\u5b8c\u6574\u8bb0\u5f55\u7684\u65e5\u5fd7\u65e2\u80fd\u4fdd\u62a4\u6b63\u5e38\u7ade\u6280\u73a9\u5bb6\u514d\u53d7\u4e0d\u516c\u6b63\u7684\u8d26\u53f7\u5904\u7f5a\uff0c\u4e5f\u80fd\u786e\u8ba4\u771f\u5b9e\u5b58\u5728\u7684\u8f6f\u4ef6\u4f5c\u5f0a\u3002\u5b89\u5168\u6d41\u7a0b\u901a\u8fc7\u6301\u7eed\u7684\u4eba\u5de5\u9a8c\u8bc1\u3001\u52a8\u6001\u6a21\u578b\u6821\u51c6\u548c\u900f\u660e\u9a8c\u8bc1\u7a0b\u5e8f\u6765\u7ef4\u6301\u7ade\u6280\u5e73\u8861\u3002<\/p>\n
\n
<\/div>\n<\/div>\n
\u6e38\u620f\u5f00\u53d1\u5546\u901a\u8fc7\u6df7\u5408\u9632\u5fa1\u6a21\u578b\uff0c\u6210\u529f\u7ba1\u7406\u8bef\u62a5\u7387\u3002\u5b9e\u65f6\u4f5c\u5f0a\u68c0\u6d4b\u4f1a\u5206\u6790\u6beb\u79d2\u7ea7\u884c\u4e3a\u9065\u6d4b\u3002\u672c\u5730\u7279\u5f81\u68c0\u6d4b\u7528\u4e8e\u8bc6\u522b\u5df2\u77e5\u5a01\u80c1\u6587\u4ef6\u3002\u4e4b\u540e\uff0c\u7531\u8bad\u7ec3\u6709\u7d20\u7684\u5b89\u5168\u4eba\u5458\u5bf9\u590d\u6742\u8fb9\u7f18\u6848\u4f8b\u8fdb\u884c\u6838\u9a8c\u3002\u8fd9\u79cd\u591a\u5c42\u6846\u67b6\u5728\u7ef4\u62a4\u7ade\u6280\u5b8c\u6574\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u4fdd\u4f4f\u4e86\u73a9\u5bb6\u4fe1\u4efb\u3002<\/p>\n
\u8bef\u62a5\u7ba1\u7406\u9700\u8981\u6301\u7eed\u7684\u8fd0\u8425\u7ef4\u62a4\u3002\u5b89\u5168\u56e2\u961f\u4f1a\u5c06\u6982\u7387\u9608\u503c\u89c6\u4e3a\u53ef\u7531\u64cd\u4f5c\u4eba\u5458\u63a7\u5236\u7684\u8bbe\u7f6e\u3002\u5f53\u5206\u6570\u5206\u5e03\u53d1\u751f\u6f02\u79fb\u65f6\uff0c\u5de5\u7a0b\u5e08\u4f1a\u4f9d\u636e\u5b9e\u9645\u8fd0\u884c\u70b9\u8c03\u6574\u9608\u503c\u3002\u6e38\u620f\u5382\u5546\u8fd8\u4f1a\u5728\u5b8c\u6574\u4e1a\u52a1\u5468\u671f\u5185\u5b9a\u671f\u91cd\u65b0\u8bad\u7ec3\u53cd\u4f5c\u5f0a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u8fd9\u4e9b\u8ba1\u5212\u6027\u7684\u66f4\u65b0\u80fd\u591f\u9632\u6b62\u6a21\u578b\u6f02\u79fb\uff0c\u5e76\u6709\u6548\u538b\u5236\u672a\u7ecf\u6388\u6743\u7684\u4f5c\u5f0a\u884c\u4e3a\u3002<\/p>\n
\u5e38\u89c1\u95ee\u9898<\/strong><\/h2>\n
\u6df7\u5408\u6846\u67b6\u5982\u4f55\u964d\u4f4e\u8bef\u62a5\u6807\u8bb0\uff1f<\/h3>\n
\u73b0\u4ee3\u53cd\u4f5c\u5f0a\u67b6\u6784\u5c06\u672c\u5730\u7279\u5f81\u626b\u63cf\u4e0e\u670d\u52a1\u5668\u7aef\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7ed3\u5408\u8d77\u6765\u3002\u670d\u52a1\u5668\u5f15\u64ce\u4f1a\u5148\u9a8c\u8bc1\u5ba2\u6237\u7aef\u5f02\u5e38\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u6807\u8bb0\u7528\u6237\u3002\u590d\u6742\u8fb9\u7f18\u6848\u4f8b\u5219\u7531\u4eba\u5de5\u5ba1\u6838\u5458\u8fdb\u884c\u6838\u9a8c\u3002\u8fd9\u79cd\u591a\u5c42\u65b9\u6cd5\u76f8\u6bd4\u7eaf\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u53ef\u5c06\u8bef\u62a5\u964d\u4f4e 40%\u3002<\/p>\n
\u4e3a\u4ec0\u4e48\u9ad8\u6c34\u5e73\u73a9\u5bb6\u4f1a\u89e6\u53d1\u81ea\u52a8\u68c0\u6d4b\u5f15\u64ce\uff1f<\/h3>\n
\u9876\u5c16\u7ade\u6280\u73a9\u5bb6\u80fd\u591f\u4ee5\u6781\u9ad8\u7cbe\u5ea6\u6267\u884c\u673a\u68b0\u8f93\u5165\u3002\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6709\u65f6\u4f1a\u5c06\u8fd9\u4e9b\u4eba\u4f53\u8868\u73b0\u4e2d\u7684\u79bb\u7fa4\u503c\u8bef\u5224\u4e3a\u81ea\u52a8\u5316\u884c\u4e3a\u3002\u5b89\u5168\u5f15\u64ce\u4f1a\u5728\u591a\u573a\u6bd4\u8d5b\u4e2d\u8ba1\u7b97 z-score\uff0c\u4ee5\u533a\u5206\u4eba\u7c7b\u6781\u9650\u8868\u73b0\u4e0e\u5b9e\u9645\u4f5c\u5f0a\u3002<\/p>\n
\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u63d0\u5347\u957f\u671f\u4f5c\u5f0a\u68c0\u6d4b\u80fd\u529b\uff1f<\/h3>\n
\u670d\u52a1\u5668\u5206\u6790\u4f1a\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u8bc4\u4f30\u52a8\u6001\u4f1a\u8bdd\u6570\u636e\u3002Long Short-Term Memory \u6a21\u578b\u80fd\u591f\u964d\u4f4e\u7cfb\u7edf\u9519\u8bef\u7387\u3002\u7ecf\u8fc7\u91cd\u65b0\u8bad\u7ec3\u7684\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u9ad8\u7cbe\u5ea6\u8bc6\u522b\u52a8\u6001\u4ea4\u4e92\u6a21\u5f0f\uff0c\u4ece\u800c\u53d1\u73b0\u65b0\u578b\u5a01\u80c1\uff0c\u800c\u65e0\u9700\u4f9d\u8d56\u9759\u6001\u6587\u4ef6\u3002<\/p>\n
\u73a9\u5bb6\u7533\u8bc9\u65f6\u6709\u54ea\u4e9b\u4fdd\u969c\u63aa\u65bd\u53ef\u4ee5\u9632\u6b62\u8bef\u5c01\uff1f<\/h3>\n
\u5b89\u5168\u56e2\u961f\u4f1a\u5efa\u7acb\u4eba\u5de5\u53c2\u4e0e\u7684\u5ba1\u6838\u6d41\u7a0b\u3002\u5ba1\u6838\u56e2\u961f\u4f1a\u5c06\u4fdd\u5b58\u4e0b\u6765\u7684\u5bf9\u5c40\u65e5\u5fd7\u548c\u786c\u4ef6\u5b8c\u6574\u6027\u68c0\u6d4b\u7ed3\u679c\uff0c\u4e0e\u6b63\u5e38\u8868\u73b0\u6863\u6848\u8fdb\u884c\u6bd4\u5bf9\u5206\u6790\u3002\u5f53\u7528\u6237\u5bf9\u672a\u7ecf\u6388\u6743\u4f5c\u5f0a\u7684\u6307\u63a7\u63d0\u51fa\u5f02\u8bae\u65f6\uff0c\u8fd9\u79cd\u7ed3\u6784\u5316\u6d41\u7a0b\u80fd\u591f\u4fdd\u62a4\u6b63\u5e38\u73a9\u5bb6\u514d\u4e8e\u906d\u53d7\u5373\u65f6\u4e14\u9519\u8bef\u7684\u8d26\u53f7\u5c01\u7981\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u73b0\u4ee3\u53cd\u4f5c\u5f0a\u7cfb\u7edf\u4f1a\u533a\u5206\u786e\u5b9a\u6027\u7279\u5f81\u5c01\u7981\u4e0e\u6982\u7387\u578b\u673a\u5668\u5b66\u4e60\u6807\u8bb0\u3002\u786e\u5b9a\u6027\u68c0\u6d4b\u80fd\u591f\u4ee5\u5b8c\u5168\u786e\u5b9a\u7684\u65b9\u5f0f\u8bc6\u522b\u5df2\u77e5\u7684\u6076\u610f\u5185\u5b58\u4fee\u6539\u548c\u88ab\u7be1\u6539\u7684\u6e38\u620f\u6587\u4ef6\u3002\u76f8\u8f83\u4e4b\u4e0b\uff0c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5206\u6790\u7684\u662f\u884c\u4e3a\u9065\u6d4b\u6570\u636e\uff0c\u800c\u7edf\u8ba1\u5f02\u5e38\u6709\u65f6\u4f1a\u5c06\u9876\u5c16\u73a9\u5bb6\u7684\u9ad8\u6c34\u5e73\u64cd\u4f5c\u8bef\u5224\u4e3a\u4f5c\u5f0a\uff0c\u4ece\u800c\u4ea7\u751f\u8bef\u62a5\u3002\u5de5\u7a0b\u56e2\u961f\u65e0\u6cd5\u4ec5\u9760\u5b64\u7acb\u7684\u7edf\u8ba1\u9608\u503c\u6765\u538b\u5236\u81ea\u52a8\u5316\u4f5c\u5f0a\u3002\u8981\u6709\u6548\u63a7\u5236\u6574\u4f53\u8bef\u62a5\u7387\uff0c\u5fc5\u987b\u6784\u5efa\u591a\u5c42\u6b21\u7684\u5b89\u5168\u6846\u67b6\u3002\u6210\u529f\u7684\u53cd\u4f5c\u5f0a\u67b6\u6784\u4f1a\u7ed3\u5408\u5b9e\u65f6\u884c\u4e3a\u76d1\u63a7\u3001\u786e\u5b9a\u6027\u68c0\u6d4b\u3001\u52a8\u6001\u6982\u7387\u9608\u503c\u4ee5\u53ca\u4eba\u5de5\u5ba1\u6838\u6d41\u7a0b\u3002\u8fd9\u79cd\u5e73\u8861\u7684\u8bbe\u8ba1\u65e2\u80fd\u589e\u5f3a\u4e3b\u52a8\u4f5c\u5f0a\u68c0\u6d4b\u80fd\u529b\uff0c\u4e5f\u80fd\u90e8\u7f72\u9ad8\u7cbe\u5ea6\u7684\u4f5c\u5f0a\u68c0\u6d4b\u5f15\u64ce\uff0c\u4ece\u800c\u7ef4\u62a4\u7ade\u6280\u73af\u5883\u4e2d\u7684\u73a9\u5bb6\u4fe1\u4efb\u3002 \u7406\u89e3 AI \u53cd\u4f5c\u5f0a\u4e2d\u7684\u8bef\u62a5\u7387 \u9ad8\u6c34\u5e73\u73a9\u5bb6\u884c\u4e3a\u4e2d\u7684\u7edf\u8ba1\u79bb\u7fa4\u503c \u73b0\u4ee3\u5b89\u5168\u6a21\u578b\u901a\u8fc7\u8bef\u62a5\u7387\u6765\u8861\u91cf\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u7684\u8868\u73b0\u3002\u5de5\u7a0b\u5e08\u4f7f\u7528\u516c\u5f0f FPR = FP \/ (FP + TN) \u6765\u8ba1\u7b97\u8fd9\u4e00\u6307\u6807\uff0c\u5176\u4e2d FP \u8868\u793a\u8bef\u62a5\u6570\u91cf\uff0cTN 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