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class=\"wp-block-paragraph\">\u7535\u6c14\u8bbe\u5907\u7684\u6545\u969c\u8bca\u65ad\u4e00\u76f4\u662f\u7535\u529b\u884c\u4e1a\u6700\u6838\u5fc3\u4e5f\u6700\u68d8\u624b\u7684\u6280\u672f\u6311\u6218\u3002\u5404\u7c7b\u7535\u6c14\u8bbe\u5907\u7684\u72b6\u6001\u8bc4\u4f30\u3001\u6545\u969c\u5b9a\u4f4d\u548c\u9884\u6d4b\u6027\u7ef4\u62a4\u4e25\u91cd\u4f9d\u8d56\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5de5\u7a0b\u5e08\uff0c\u6280\u80fd\u4f20\u627f\u56f0\u96be\uff0c\u4e14\u96be\u4ee5\u89c4\u6a21\u5316\u3002\u8fd1\u5e74\u6765\uff0c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u5f15\u5165\u5927\u5e45\u63d0\u5347\u4e86\u6545\u969c\u68c0\u6d4b\u7684\u51c6\u786e\u7387\u548c\u901f\u5ea6\uff0c\u4f46\u5728\u201c\u9ed1\u7bb1\u201d\u56f0\u5883\u9762\u524d\uff0c\u5de5\u7a0b\u5e08\u5e38\u5e38\u9677\u5165\u4fe1\u4efb\u56f0\u5883\uff1aAI\u8bf4\u201c\u53d8\u538b\u5668\u9884\u8ba1\u5c06\u53d1\u751f\u6545\u969c\u201d\uff0c\u4f46\u63d0\u4f9b\u4e86\u65e0\u6cd5\u89e3\u6784\u7684\u5224\u65ad\u8def\u5f84\uff0c\u7ef4\u4fee\u51b3\u7b56\u53ea\u80fd\u5c06\u4fe1\u5c06\u7591\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6b63\u662f\u53ef\u89e3\u91ca\u4eba\u5de5\u667a\u80fd\uff08eXplainable AI, XAI\uff09\u5e94\u8fd0\u800c\u751f\u7684\u52a8\u56e0\u3002XAI\u4e0d\u6ee1\u8db3\u4e8e\u7ed9\u51fa\u201c\u662f\u4ec0\u4e48\u201d\uff0c\u66f4\u8981\u63ed\u793a\u201c\u4e3a\u4ec0\u4e48\u201d\uff0c\u8ba9\u6a21\u578b\u5224\u65ad\u4f9d\u636e\u5728\u5de5\u7a0b\u5e08\u9762\u524d\u6e05\u6670\u5c55\u5f00\uff0c\u6700\u7ec8\u5f62\u6210\u53ef\u5ba1\u8ba1\u3001\u53ef\u9a8c\u8bc1\u3001\u53ef\u4fee\u6b63\u7684\u95ed\u73af\u7ef4\u62a4\u4f53\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fd\u7f51\u6c5f\u82cf\u7535\u79d1\u9662\u7684AI\u601d\u7ef4\u94fe\u5e73\u53f0\u4fbf\u662f\u4e00\u4e2a\u6210\u529f\u5b9e\u8df5\u3002\u8be5\u5e73\u53f0\u5c06\u201c\u8bbe\u5907\u5065\u5eb7\u8bc4\u4f30\u201d\u201c\u6545\u969c\u5b9a\u4f4d\u201d\u7b49\u9700\u6c42\u62c6\u89e3\u4e3a\u201c\u6570\u636e\u6e05\u6d17\u2014\u7279\u5f81\u63d0\u53d6\u2014\u5173\u8054\u5206\u6790\u2014\u7ed3\u8bba\u9a8c\u8bc1\u201d\u7684\u6e05\u6670\u6b65\u9aa4\uff0c\u8ba9AI\u51b3\u7b56\u8fc7\u7a0b\u53ef\u89e3\u91ca\u3001\u53ef\u8ffd\u6eaf\u3002\u8bbe\u5907\u6570\u636e\u8d28\u91cf\u5206\u6790\u4e2d\u5f02\u5e38\u6570\u636e\u8bc6\u522b\u51c6\u786e\u7387\u8fbe98.7%\uff1b\u914d\u7f51\u6545\u969c\u7814\u5224\u4e2d\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5e73\u574745\u5206\u949f\u538b\u7f29\u81f312\u5206\u949f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001XAI\u5728\u7535\u6c14\u8bbe\u5907\u6545\u969c\u8bca\u65ad\u4e2d\u7684\u65b9\u6cd5\u4f53\u7cfb<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 SHAP\uff1a\u91cf\u5316\u6bcf\u4e2a\u7279\u5f81\u7684\u201c\u8d21\u732e\u503c\u201d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Shapley Additive Explanations\uff08SHAP\uff09\u662f\u76ee\u524d\u6700\u4e3b\u6d41\u7684\u4e8b\u540e\u89e3\u91ca\u65b9\u6cd5\u4e4b\u4e00\u3002SHAP\u501f\u9274\u5408\u4f5c\u535a\u5f08\u8bba\u7684\u601d\u60f3\uff0c\u5c06\u6a21\u578b\u9884\u6d4b\u89c6\u4e3a\u201c\u5408\u4f5c\u73af\u8282\u201d\u2014\u2014\u6bcf\u4e2a\u8f93\u5165\u7279\u5f81\u88ab\u89c6\u4e3a\u53c2\u4e0e\u9884\u6d4b\u7684\u201c\u73a9\u5bb6\u201d\uff0cShapley\u503c\u7cbe\u786e\u91cf\u5316\u4e86\u6bcf\u4e2a\u7279\u5f81\u5bf9\u6700\u7ec8\u8f93\u51fa\u6240\u8d21\u732e\u7684\u8fb9\u9645\u6548\u5e94\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u7535\u529b\u53d8\u538b\u5668\u6cb9\u8272\u8c31\u8bca\u65ad\uff0cSHAP\u8ba1\u7b97\u5c06\u5206\u89e3\u4e3a\uff1aH\u2082\u7684\u8d21\u732e\u5ea6\u4e3a+0.15\uff08\u63a8\u52a8\u6a21\u578b\u5224\u65ad\u4e3a\u5c40\u90e8\u653e\u7535\uff09\uff0cCH\u2084\u8d21\u732e\u5ea6\u4e3a+0.08\uff0cCO\u8d21\u732e\u5ea6\u4e3a-0.02\uff08\u5f31\u5316\u6545\u969c\u7f6e\u4fe1\uff09\uff0c\u5408\u8ba1\u5f97\u5230\u53d8\u538b\u5668\u670980%\u6982\u7387\u8fc7\u70ed\u6545\u969c\u7684\u5224\u65ad\u3002\u7ef4\u4fee\u5de5\u7a0b\u5e08\u770b\u5230\u91cf\u5316\u8d21\u732e\u503c\u540e\u80fd\u591f\u5224\u65adCH\u2084\u5f97\u5206\u662f\u5426\u53ef\u9760\uff0c\u5e76\u7ed3\u5408\u5386\u53f2\u6570\u636e\u548c\u7269\u7406\u6a21\u578b\u4ea4\u53c9\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 LIME\u4e0e\u5c40\u90e8\u89e3\u91ca<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Local Interpretable Model-agnostic Explanations\uff08LIME\uff09\u7684\u5de5\u4f5c\u65b9\u5f0f\u662f\uff1a\u9488\u5bf9\u5355\u4e00\u5f85\u89e3\u91ca\u6837\u672c\uff0c\u5728\u90bb\u8fd1\u533a\u57df\u968f\u673a\u751f\u6210\u6270\u52a8\u6837\u672c\uff0c\u7528\u539f\u6a21\u578b\u8ba1\u7b97\u8fd9\u4e9b\u6837\u672c\u7684\u9884\u6d4b\uff0c\u518d\u8bad\u7ec3\u4e00\u4e2a\u6613\u4e8e\u89e3\u6790\u7684\u5c40\u90e8\u4ee3\u7406\u6a21\u578b\u6765\u6a21\u62df\u9884\u6d4b\u3002\u5bf9\u4e8e\u8f93\u7535\u7ebf\u8def\u5355\u76f8\u63a5\u5730\u6545\u969c\u8bc6\u522b\uff0cLIME\u80fd\u591f\u5224\u65ad\u6a21\u578b\u505a\u51fa\u5206\u7c7b\u7684\u5224\u65ad\u4f9d\u636e\u4e3b\u8981\u662fB\u76f8\u7535\u538b\u8dcc\u843d\u53ca\u96f6\u5e8f\u7535\u6d41\u53d8\u5316\uff0c\u5e2e\u52a9\u5de5\u7a0b\u5e08\u786e\u8ba4\u6a21\u578b\u4e13\u6ce8\u4e8e\u76f8\u5173\u7684\u7269\u7406\u91cf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u6ce8\u610f\u529b\u673a\u5236\u4e0e\u53ef\u89e3\u91ca\u6027\u589e\u5f3a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u795e\u7ecf\u7f51\u7edc\u6ce8\u610f\u529b\u56fe\u901a\u8fc7\u5bf9\u8f93\u5165\u6570\u636e\u8fdb\u884c\u52a0\u6743\uff0c\u7a81\u51fa\u663e\u793a\u6a21\u578b\u6700\u201c\u5173\u6ce8\u201d\u7684\u4f20\u611f\u5668\u901a\u9053\u548c\u65f6\u95f4\u7a97\u53e3\u3002\u5bf9\u4e8e\u7528\u6ed1\u52a8\u65f6\u95f4\u7a97\u5206\u6790\u632f\u52a8\u6570\u636e\u7684\u8f74\u627f\u6545\u969c\u8bca\u65ad\u7cfb\u7edf\uff0c\u6ce8\u610f\u529b\u70ed\u529b\u56fe\u663e\u793a\u524d5\u4e2a\u65f6\u95f4\u7a97\u53e3\u6ce8\u610f\u529b\u6743\u91cd\u6700\u9ad8\uff0c\u800c\u7b2c6\u4e2a\u7a97\u53e3\u660e\u663e\u964d\u4f4e\uff0c\u81ea\u7136\u63d0\u793a\u6570\u636e\u65f6\u95f4\u7a97\u53e3\u8db3\u591f\u5305\u542b\u6545\u969c\u7279\u5f81\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CNN-Transformer\u6df7\u5408\u6a21\u578b\u5728\u8f93\u7535\u7ebf\u8def\u4e2d\u7684\u5b9e\u9a8c\u9a8c\u8bc1\u4e2d\u8fbe\u523097%\u7684\u6545\u969c\u68c0\u6d4b\u51c6\u786e\u7387\uff0c\u663e\u8457\u8d85\u8fc7XGBoost\u768493%\u548cLSTM-GRU\u768492%\u3002\u6df7\u5408CNN-\u51b3\u7b56\u6811\u6846\u67b6\u66f4\u5b8c\u6574\u5730\u4fdd\u7559\u4e86\u53ef\u89e3\u91ca\u6027\uff0c\u5206\u522b\u9488\u5bf9\u77ed\u7ebf\u3001\u957f\u7ebf\u3001\u6e90\u7aef\u548c\u8d1f\u8f7d\u7aef\u6545\u969c\u56db\u4e2a\u573a\u666f\uff0c\u6545\u969c\u5206\u7c7b\u51c6\u786e\u7387\u5747\u8d85\u8fc799%\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u6545\u969c\u5f52\u56e0\u5206\u6790\u7684\u5de5\u7a0b\u5316\u8def\u5f84<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u4ece\u5f02\u5e38\u68c0\u6d4b\u5230\u6839\u56e0\u5b9a\u4f4d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7535\u529b\u8bbe\u5907\u6545\u969c\u5f52\u56e0\u901a\u5e38\u5173\u6ce8\u4e09\u4e2a\u5c42\u9762\u2014\u2014\u5f02\u5e38\u68c0\u6d4b\u3001\u6545\u969c\u5206\u7c7b\u3001\u6839\u56e0\u5b9a\u4f4d\u3002XAI\u901a\u8fc7SHAP\u503c\u8bc6\u522b\u6bcf\u4e00\u7269\u7406\u7279\u5f81\u5bf9\u5f02\u5e38\u7684\u8d21\u732e\uff0c\u6392\u9664\u73af\u5883\u566a\u58f0\u3001\u4f20\u611f\u5668\u6f02\u79fb\u7b49\u65e0\u5173\u56e0\u7d20\u3002\u7ed3\u5408\u591a\u6e90\u6570\u636e\u540e\uff0c\u7cfb\u7edf\u5224\u65ad\u201cC\u76f8\u7535\u6d41\u6ce2\u52a8\u4e3b\u8981\u662f\u7531\u4e8e\u8be5\u76f8\u9ad8\u538b\u5957\u7ba1\u5c40\u90e8\u4ecb\u7535\u5e38\u6570\u6539\u53d8\u201d\uff0c\u5c06\u7ef4\u62a4\u8303\u56f4\u9501\u5b9a\u5230\u5355\u4e2a\u90e8\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fd\u7f51\u201ceGRID\u77e5\u80fd\u201d\u601d\u7ef4\u94fe\u5e73\u53f0\u8fdb\u4e00\u6b65\u6784\u5efa\u4e86\u4ece\u201c\u6570\u636e\u6e05\u6d17\u2014\u7279\u5f81\u63d0\u53d6\u2014\u5173\u8054\u5206\u6790\u2014\u7ed3\u8bba\u9a8c\u8bc1\u201d\u7684\u4e00\u7ad9\u5f0f\u5de5\u4f5c\u6d41\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u5404\u90e8\u95e8\u201c\u6570\u636e\u5b64\u5c9b\u201d\u4e92\u4e0d\u8054\u901a\u7684\u75db\u70b9\uff0c\u4e3a\u771f\u6b63\u7684\u6545\u969c\u6839\u56e0\u5b9a\u4f4d\u63d0\u4f9b\u4e86\u6570\u5b57\u5316\u57fa\u7840\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u7269\u7406\u4fe1\u606f\u878d\u5408\u4e0e\u6df7\u5408\u89e3\u91ca<\/h3>\n\n\n\n<p 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