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class=\"wp-block-paragraph\">\u5728\u8111\u5f71\u50cf\u9884\u6d4b\u4efb\u52a1\u4e2d\uff0c\u7279\u5f81\u9009\u62e9\u4e0d\u4ec5\u662f\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u7684\u624b\u6bb5\uff0c\u66f4\u662f\u4fdd\u969c\u6a21\u578b\u5916\u90e8\u6709\u6548\u6027\u7684\u91cd\u8981\u6b65\u9aa4\u3002\u4e0d\u5f53\u7684\u7279\u5f81\u4fdd\u7559\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u8fc7\u5ea6\u4f9d\u8d56\u5076\u7136\u76f8\u5173\u6027\uff0c\u4ece\u800c\u5728\u65b0\u6837\u672c\u4e0a\u7684\u8868\u73b0\u6025\u5267\u4e0b\u6ed1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e38\u7528\u7684\u8fc7\u6ee4\u5f0f\u65b9\u6cd5\u5305\u62ec\u4e92\u4fe1\u606f\uff08Mutual Information\uff09\u3001\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\uff08Pearson Correlation Coefficient\uff09\u548cKruskal-Wallis\u68c0\u9a8c\u7b49\u3002\u8fd9\u4e9b\u65b9\u6cd5\u57fa\u4e8e\u7edf\u8ba1\u72ec\u7acb\u6027\u6216\u5206\u5e03\u5dee\u5f02\u7b5b\u9009\u7279\u5f81\uff0c\u8ba1\u7b97\u901f\u5ea6\u5feb\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u521d\u7b5b\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u9879\u5173\u4e8e\u8111\u8f6c\u79fb\u7624\u539f\u53d1\u7076\u9884\u6d4b\u7684\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u5229\u7528Kruskal-Wallis\u68c0\u9a8c\u5254\u9664\u65e0\u663e\u8457\u533a\u5206\u80fd\u529b\u7684\u653e\u5c04\u7ec4\u5b66\u7279\u5f81\uff0c\u518d\u7ed3\u5408\u76f8\u5173\u6027\u5206\u6790\u53bb\u9664\u9ad8\u5ea6\u5171\u7ebf\u6027\u53d8\u91cf\uff0c\u6700\u7ec8\u5c06\u521d\u59cb\u63d0\u53d6\u76841688\u4e2a\u7279\u5f81\u538b\u7f29\u81f334\u4e2a\u6838\u5fc3\u53d8\u91cf\uff0c\u6781\u5927\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u4e0e\u6cdb\u5316\u80fd\u529b [5]\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u65b9\u9762\uff0c\u5305\u88c5\u5f0f\uff08Wrapper\uff09\u4e0e\u5d4c\u5165\u5f0f\uff08Embedded\uff09\u65b9\u6cd5\u5219\u5c06\u7279\u5f81\u9009\u62e9\u8fc7\u7a0b\u4e0e\u6a21\u578b\u8bad\u7ec3\u7d27\u5bc6\u7ed3\u5408\u3002\u9012\u5f52\u7279\u5f81\u6d88\u9664\uff08Recursive Feature Elimination, RFE\uff09\u662f\u4e00\u79cd\u5178\u578b\u7684\u5305\u88c5\u5f0f\u7b56\u7565\uff0c\u5b83\u901a\u8fc7\u53cd\u590d\u8bad\u7ec3\u6a21\u578b\u5e76\u79fb\u9664\u6700\u4e0d\u91cd\u8981\u7684\u7279\u5f81\uff0c\u9010\u6b65\u4f18\u5316\u8f93\u5165\u96c6\u3002\u5728MVI\u9634\u6027\u809d\u764c\u590d\u53d1\u98ce\u9669\u9884\u6d4b\u4e2d\uff0cCatBoost\u7ed3\u5408RFE\u6210\u529f\u8bc6\u522b\u51fa\u80bf\u7624\u5305\u819c\u5b8c\u6574\u6027\u3001HBV-DNA\u6c34\u5e73\u3001CA125\u6d53\u5ea6\u7b49\u5173\u952e\u4e34\u5e8a\u6307\u6807\uff0c\u63ed\u793a\u4e86\u751f\u7269\u5b66\u4e0a\u5408\u7406\u7684\u98ce\u9669\u56e0\u7d20\u7ec4\u5408 [4]\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u4f5c\u4e3a\u7ecf\u5178\u7684\u964d\u7ef4\u5de5\u5177\uff0c\u4e5f\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8111\u5f71\u50cf\u6570\u636e\u9884\u5904\u7406\u3002\u867d\u7136PCA\u80fd\u591f\u6709\u6548\u53bb\u9664\u591a\u91cd\u5171\u7ebf\u6027\u5e76\u4fdd\u7559\u4e3b\u8981\u65b9\u5dee\u7ed3\u6784\uff0c\u4f46\u5176\u6240\u751f\u6210\u7684\u65b0\u7279\u5f81\u7f3a\u4e4f\u660e\u786e\u7684\u751f\u7406\u542b\u4e49\uff0c\u4e0d\u5229\u4e8e\u540e\u7eed\u7684\u4e34\u5e8a\u89e3\u8bfb\u3002\u76f8\u8f83\u4e4b\u4e0b\uff0c\u5f39\u6027\u7f51\u7edc\u56de\u5f52\uff08ElasticNet\uff09\u7b49\u6b63\u5219\u5316\u65b9\u6cd5\u5728\u4fdd\u8bc1\u7a00\u758f\u6027\u7684\u540c\u65f6\u517c\u987e\u7fa4\u7ec4\u6548\u5e94\uff0c\u5728\u67d0\u4e9b\u4efb\u52a1\u4e2d\u66f4\u5177\u4f18\u52bf\u3002\u4e00\u9879\u9488\u5bf9\u4f4e\u7ea7\u522b\u80f6\u8d28\u7624\u7684\u7814\u7a76\u91c7\u7528ElasticNet\u8fdb\u884c\u7279\u5f81\u9009\u62e9\uff0c\u6210\u529f\u8bc6\u522b\u51fa\u4e0e1p\/19q\u5171\u7f3a\u5931\u72b6\u6001\u5bc6\u5207\u76f8\u5173\u7684\u4e00\u7ec4\u653e\u5c04\u7ec4\u5b66\u53c2\u6570\uff0c\u4e3a\u975e\u4fb5\u5165\u6027\u5206\u5b50\u5206\u578b\u63d0\u4f9b\u4e86\u53ef\u884c\u8def\u5f84 [6]\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8ff0\u7814\u7a76\u8868\u660e\uff0c\u6709\u6548\u7684\u7279\u5f81\u9009\u62e9\u4e0d\u4ec5\u80fd\u63d0\u5347\u6a21\u578b\u6027\u80fd\uff0c\u8fd8\u80fd\u63ed\u793a\u9690\u85cf\u5728\u6570\u636e\u80cc\u540e\u7684\u751f\u7269\u5b66\u903b\u8f91\u3002\u5bf9\u4e8e\u9488\u523a\u54cd\u5e94\u9884\u6d4b\u800c\u8a00\uff0c\u8fd9\u610f\u5473\u7740\u53ef\u4ee5\u4ece\u5168\u8111\u529f\u80fd\u8fde\u63a5\u77e9\u9635\u4e2d\u63d0\u70bc\u51fa\u771f\u6b63\u53cd\u6620\u9488\u523a\u8c03\u63a7\u6548\u5e94\u7684\u6838\u5fc3\u7f51\u7edc\u8282\u70b9\u4e0e\u901a\u8def\uff0c\u907f\u514d\u56e0\u65e0\u5173\u53d8\u91cf\u5e72\u6270\u800c\u5bfc\u81f4\u865a\u5047\u5173\u8054\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u89e3\u91ca\u4eba\u5de5\u667a\u80fd\uff08XAI\uff09\u7684\u5f15\u5165\uff1a\u5f25\u5408\u9ed1\u7bb1\u6a21\u578b\u4e0e\u4e34\u5e8a\u4fe1\u4efb\u4e4b\u95f4\u7684\u9e3f\u6c9f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c3d\u7ba1\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5728\u9884\u6d4b\u51c6\u786e\u6027\u65b9\u9762\u4e0d\u65ad\u7a81\u7834\uff0c\u4f46\u5176\u51b3\u7b56\u8fc7\u7a0b\u7684\u4e0d\u53ef\u89c1\u6027\u4e25\u91cd\u5236\u7ea6\u4e86\u5176\u5728\u533b\u7597\u5b9e\u8df5\u4e2d\u7684\u91c7\u7eb3\u3002\u533b\u751f\u65e0\u6cd5\u63a5\u53d7\u4e00\u4e2a\u65e0\u6cd5\u89e3\u91ca\u5176\u5224\u65ad\u4f9d\u636e\u7684\u98ce\u9669\u8bc4\u4f30\u5de5\u5177\uff0c\u5c24\u5176\u662f\u5728\u6d89\u53ca\u91cd\u5927\u6cbb\u7597\u51b3\u7b56\u65f6\u3002\u56e0\u6b64\uff0c\u53d1\u5c55\u900f\u660e\u3001\u53ef\u8ffd\u6eaf\u7684\u9884\u6d4b\u7cfb\u7edf\u5df2\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u533b\u7597\u5e94\u7528\u7684\u6838\u5fc3\u8bc9\u6c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u89e3\u91ca\u4eba\u5de5\u667a\u80fd\uff08Explainable Artificial Intelligence, XAI\uff09\u5e94\u8fd0\u800c\u751f\uff0c\u81f4\u529b\u4e8e\u63ed\u793a\u6a21\u578b\u5185\u90e8\u8fd0\u4f5c\u673a\u5236\uff0c\u4f7f\u9884\u6d4b\u7ed3\u679c\u5177\u5907\u53ef\u7406\u89e3\u6027\u4e0e\u53ef\u95ee\u8d23\u6027\u3002\u76ee\u524d\uff0c\u4e24\u5927\u4e3b\u6d41XAI\u6280\u672f\u2014\u2014SHAP\uff08SHapley Additive exPlanations\uff09\u4e0eLIME\uff08Local Interpretable Model-agnostic Explanations\uff09\u2014\u2014\u5df2\u5728\u591a\u9879\u533b\u5b66\u9884\u6d4b\u4efb\u52a1\u4e2d\u5f97\u5230\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SHAP\u57fa\u4e8e\u535a\u5f08\u8bba\u4e2d\u7684Shapley\u503c\u6982\u5ff5\uff0c\u91cf\u5316\u6bcf\u4e2a\u7279\u5f81\u5bf9\u7279\u5b9a\u9884\u6d4b\u7ed3\u679c\u7684\u8fb9\u9645\u8d21\u732e\u3002\u5b83\u4e0d\u4ec5\u80fd\u63d0\u4f9b\u5168\u5c40\u7279\u5f81\u91cd\u8981\u6027\u6392\u5e8f\uff0c\u8fd8\u53ef\u751f\u6210\u5c40\u90e8\u89e3\u91ca\u56fe\u8c31\uff0c\u5c55\u793a\u67d0\u4e00\u60a3\u8005\u9884\u6d4b\u503c\u504f\u79bb\u57fa\u7ebf\u7684\u5177\u4f53\u539f\u56e0\u3002\u5728\u809d\u764c\u590d\u53d1\u98ce\u9669\u5efa\u6a21\u4e2d\uff0cSHAP\u5206\u6790\u6e05\u6670\u5730\u63ed\u793a\u4e86\u80bf\u7624\u76f4\u5f84\u589e\u5927\u3001\u4f53\u91cd\u51cf\u8f7b\u7b49\u56e0\u7d20\u5982\u4f55\u5171\u540c\u63a8\u9ad8\u4e2a\u4f53\u7684\u590d\u53d1\u6982\u7387\uff0c\u4f7f\u5f97\u4e34\u5e8a\u533b\u751f\u80fd\u591f\u76f4\u89c2\u7406\u89e3\u6a21\u578b\u8f93\u51fa\u80cc\u540e\u7684\u903b\u8f91\u94fe\u6761 [4]\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LIME\u5219\u901a\u8fc7\u5728\u76ee\u6807\u6837\u672c\u9644\u8fd1\u6784\u5efa\u5c40\u90e8\u7ebf\u6027\u4ee3\u7406\u6a21\u578b\uff0c\u8fd1\u4f3c\u590d\u6742\u6a21\u578b\u7684\u884c\u4e3a\u3002\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u9002\u5408\u89e3\u91ca\u5f02\u5e38\u4e2a\u6848\u6216\u8fb9\u754c\u60c5\u51b5\u3002\u5728\u5352\u4e2d\u98ce\u9669\u9884\u6d4b\u7814\u7a76\u4e2d\uff0cLIME\u88ab\u7528\u4e8e\u89e3\u6790\u9ad8\u98ce\u9669\u4e2a\u4f53\u7684\u5173\u952e\u9a71\u52a8\u56e0\u7d20\uff0c\u5982\u9ad8\u8840\u538b\u53f2\u4e0e\u7cd6\u5c3f\u75c5\u5171\u75c5\u7684\u4ea4\u4e92\u4f5c\u7528\uff0c\u4ece\u800c\u652f\u6301\u4e2a\u6027\u5316\u7684\u9884\u9632\u5efa\u8bae\u751f\u6210 [3]\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cLIME\u7684\u7ed3\u679c\u4f9d\u8d56\u4e8e\u90bb\u57df\u91c7\u6837\u7b56\u7565\uff0c\u9700\u8c28\u614e\u8bbe\u7f6e\u6270\u52a8\u8303\u56f4\u4ee5\u786e\u4fdd\u89e3\u91ca\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p 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[7]\u3002\u8fd9\u79cd\u5168\u6d41\u7a0b\u900f\u660e\u7684\u8bbe\u8ba1\u7406\u5ff5\uff0c\u4e3a\u672a\u6765\u5f00\u53d1\u53ef\u4fe1\u7684\u9488\u523a\u7597\u6548\u9884\u6d4b\u5e73\u53f0\u63d0\u4f9b\u4e86\u91cd\u8981\u53c2\u8003\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u653e\u5c04\u7ec4\u5b66\u4e0e\u591a\u6a21\u6001\u878d\u5408\uff1a\u8fc8\u5411\u4e2a\u4f53\u5316\u8bca\u7597\u7684\u6865\u6881<\/p>\n\n\n\n<p 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Saravanakumar, and Dr. G. Shanmugarathinam. \u201cA Survey on Brain Tumor Prediction with Various Machine Learning Approaches.\u201d <em>2023 International Conference on Computer Science and Emerging Technologies (CSET)<\/em>, 2023, pp. 1\u20134. doi:10.1109\/CSET58993.2023.10346944.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[2] Raja, MD Ashif, et al. \u201cExploring Machine Learning Approaches for Predicting Brain Tumors: A Comparative Study.\u201d <em>International Journal of Membrane Science and Technology<\/em>, 2023. doi:10.15379\/ijmst.v10i5.2505.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[3] Molawade, Krishnat N., and Reena Gunjan. \u201cDecoding Stroke Risk: a Transparent Machine Learning with Personalized Recommendations.\u201d <em>2025 International Conference on Information, Implementation, and Innovation in Technology (I2ITCON)<\/em>, 2025, pp. 1\u20135. doi:10.1109\/I2ITCON65200.2025.11210549.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[4] Wang, Chendong, et al. \u201cMachine Learning-Based Models for the Prediction of Postoperative Recurrence Risk in MVI-Negative HCC.\u201d <em>Biomedicines<\/em>, vol. 13, 2025. doi:10.3390\/biomedicines13102507.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[5] Panchawagh, S., et al. \u201cP10.01.B A GRADIENT-BOOSTING MACHINE LEARNING MODEL PREDICTS PRIMARY TUMOR ORIGIN IN PATIENTS TREATED WITH GAMMA-KNIFE FOR BRAIN METASTASES.\u201d <em>Neuro-Oncology<\/em>, 2024. doi:10.1093\/neuonc\/noae144.177.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[6] Panchawagh, S. \u201cNIMG-01. RADIOMIC DATA ANALYSIS WITH ENSEMBLE MACHINE LEARNING TECHNIQUES PREDICT GRADE, HISTOPATHOLOGIC SUBTYPE, AND 1P\/19Q CO-DELETION STATUS IN PATIENTS WITH LOW-GRADE GLIOMAS.\u201d <em>Neuro-Oncology<\/em>, 2024. doi:10.1093\/neuonc\/noae165.0768.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[7] Loge, G., et al. \u201cInterpretable AI for Precision Brain Tumor Prognosis: A Transparent Machine Learning Approach.\u201d <em>International Journal of Health Sciences and Pharmacy<\/em>, 2025. doi:10.47992\/ijhsp.2581.6411.0141.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[8] Sar\u0131dede, Dilek Bet\u00fcl, and Sevim Cengiz. \u201cRadiomic Feature\u2010Based Prediction of Primary Cancer Origins in Brain Metastases Using Machine Learning.\u201d <em>International Journal of Imaging Systems and Technology<\/em>, 2025. doi:10.1002\/ima.70234.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[9] Younis, Sona M. 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