{"id":37516,"date":"2025-01-30T04:00:52","date_gmt":"2025-01-29T20:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=37516"},"modified":"2025-01-30T04:00:52","modified_gmt":"2025-01-29T20:00:52","slug":"aaai-2025-%e7%94%a8%e4%ba%8e%e9%9f%a6%e4%bc%af%e5%8c%ba%e4%bd%8d%e9%97%ae%e9%a2%98%e7%9a%84%e5%8e%bb%e5%a5%87%e5%bc%82%e6%80%a7%e6%ac%a1%e6%a2%af%e5%ba%a6%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37516","title":{"rendered":"AAAI 2025 | \u7528\u4e8e\u97e6\u4f2f\u533a\u4f4d\u95ee\u9898\u7684\u53bb\u5947\u5f02\u6027\u6b21\u68af\u5ea6\u65b9\u6cd5"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-30-6\" target=\"_blank\">AAAI 2025 | \u7528\u4e8e\u97e6\u4f2f\u533a\u4f4d\u95ee\u9898\u7684\u53bb\u5947\u5f02\u6027\u6b21\u68af\u5ea6\u65b9\u6cd5<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-36d74eee97da1558c3f9734c6900dea4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-36d74eee97da1558c3f9734c6900dea4.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u66a8\u5357\u5927\u5b66\u901a\u7528\u673a\u5668\u5b66\u4e60\u8bfe\u9898\u7ec4\u7531\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u548c\u4fe1\u606f\u79d1\u5b66\u6280\u672f\u5b66\u9662\u7684\u591a\u540d\u9752\u5e74\u6559\u5e08\u3001\u535a\u58eb\u751f\u3001\u7855\u58eb\u751f\u548c\u672c\u79d1\u751f\u5171\u540c\u7ec4\u6210\uff0c\u7814\u7a76\u65b9\u5411\u5305\u62ec\u901a\u7528\u903c\u8fd1\u7406\u8bba\u3001\u5206\u5e03\u5916\u6cdb\u5316\u3001\u975e\u51f8\u4f18\u5316\u3001\u7a00\u758f\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7684\u57fa\u7840\u6a21\u5757\u5f00\u53d1\u3001\u4f18\u5316\u5668\u5f00\u53d1\u3001\u9690\u79c1\u4fdd\u62a4\u4e0e\u589e\u5f3a\u7b49\u3002\u81ea 2024 \u5e74 4 \u6708\u81f3 12 \u6708\uff0c\u8bfe\u9898\u7ec4\u4f5c\u4e3a\u7b2c\u4e00\u5355\u4f4d\u5df2\u83b7\u5f97\u6240\u6709 CCF A \u673a\u5668\u5b66\u4e60\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae ICML\uff082 \u7bc7\uff09\u3001NeurIPS \u548c\u4eba\u5de5\u667a\u80fd\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae IJCAI\u3001AAAI \u5f55\u7528\u8bba\u6587\u5171 5 \u7bc7\u3002\u672c\u6587\u7b2c\u4e00\u4f5c\u8005\u4e3a\u8bfe\u9898\u7ec4\u8d1f\u8d23\u4eba\u8d56\u5146\u8363\uff0c\u901a\u8baf\u4f5c\u8005\u4e3a\u535a\u58eb\u751f\u674e\u7a0b\uff0c\u5176\u4ed6\u5408\u4f5c\u4f5c\u8005\u4e3a\u8bfe\u9898\u7ec4\u6559\u5e08\u5434\u5c0f\u5929\u3001\u65b9\u826f\u8fbe\u3001\u9648\u5b50\u826f\u3002<\/strong><\/section>\n<section><\/section>\n<section><strong>\u95ee\u9898\u80cc\u666f<\/strong><\/section>\n<section><\/section>\n<section>\u97e6\u4f2f\u533a\u4f4d\u95ee\u9898\u6e90\u81ea\u4e00\u4e2a\u7ecf\u5178\u7684\u8fd0\u7b79\u4f18\u5316\u95ee\u9898\uff0c\u5b83\u9996\u5148\u7531\u8457\u540d\u6570\u5b66\u5bb6\u76ae\u8036\u30fb\u5fb7\u30fb\u8d39\u9a6c\u63d0\u51fa\uff0c\u540e\u88ab\u8457\u540d\u7ecf\u6d4e\u5b66\u5bb6\u963f\u5c14\u5f17\u96f7\u5fb7\u30fb\u97e6\u4f2f\uff08\u8457\u540d\u793e\u4f1a\u5b66\u5bb6\u9a6c\u514b\u65af\u30fb\u97e6\u4f2f\u7684\u5f1f\u5f1f\uff09\u6269\u5c55\uff0c\u5728\u673a\u5668\u5b66\u4e60\u3001\u4eba\u5de5\u667a\u80fd\u3001\u91d1\u878d\u5de5\u7a0b\u53ca\u8ba1\u7b97\u673a\u89c6\u89c9\u7b49\u4f17\u591a\u9886\u57df\u5747\u6709\u5e7f\u6cdb\u5e94\u7528\u3002\u5728\u4e00\u822c\u5b9a\u4e49\u4e0b\uff0c\u8be5\u95ee\u9898\u7684\u76ee\u6807\u5728\u4e8e\u627e\u5230\u4e00\u4e2a\u300c\u4e2d\u5fc3\u70b9\u300dx_*\uff0c\u4f7f\u5f97\u8fd9\u4e2a\u4e2d\u5fc3\u70b9\u5230 m \u4e2a\u7ed9\u5b9a\u6570\u636e\u70b9 x_i \u7684\u52a0\u6743\u8ddd\u79bb\u4e4b\u548c\u6700\u5c0f [1][2]\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-382d3cc21c18e7388b9598aba7c6b8fb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-382d3cc21c18e7388b9598aba7c6b8fb.png\"><\/a><\/section>\n<section>\u8fd9\u91cc\u6709\u4e24\u4e2a\u91cd\u8981\u53c2\u6570\uff1a\u7528\u4f5c\u8ddd\u79bb\u7684 l_p \u8303\u6570\u4e2d\u7684 p \u503c\uff0c\u4ee5\u53ca\u8ddd\u79bb\u7684\u5e42\u6b21 q\u3002\u4e00\u822c\u8003\u8651 p&gt;=1 \u4e14 1&lt;=q&lt;=p\u3002p=2 \u8868\u793a\u5e38\u7528\u7684\u6b27\u6c0f\u8ddd\u79bb\uff1bp=1 \u8868\u793a\u66fc\u54c8\u987f\u8ddd\u79bb\uff0c\u4ee3\u8868\u4e00\u79cd\u91cd\u8981\u7684\u975e\u6b27\u51e0\u4f55\u3002\u5141\u8bb8\u8fd9\u4e24\u4e2a\u53d8\u5316\u53c2\u6570\u6709\u52a9\u4e8e\u589e\u5f3a\u97e6\u4f2f\u533a\u4f4d\u95ee\u9898\u7684\u8868\u8fbe\u529b\u548c\u5bf9\u66f4\u5e7f\u6cdb\u4efb\u52a1\u7684\u9002\u5e94\u6027\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u76f4\u5165\u4e3b\u9898\uff0c\u8ba1\u7b97 (1) \u5f0f\u4e2d\u635f\u5931\u51fd\u6570\u7684\u68af\u5ea6\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a2633f293e1182bf744f4910fbd12c42.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a2633f293e1182bf744f4910fbd12c42.png\"><\/a><\/section>\n<section>\u5176\u4e2d\u4e0a\u6807 t \u8868\u793a\u7b2c t \u7ef4\uff0c\u5e76\u5047\u8bbe\u6570\u636e\u70b9 x_i \u5c5e\u4e8e d \u7ef4\u5b9e\u7a7a\u95f4\uff081&lt;=t&lt;=d\uff09\u3002\u5bb9\u6613\u770b\u51fa\uff0c\u5f53 q<\/p>\n<p>\u5947\u5f02\u96c6\uff0c\u5219\u68af\u5ea6\u4e0d\u5b58\u5728\uff1a<\/p>\n<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cef36bae710ce9950429b3d782627f2b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cef36bae710ce9950429b3d782627f2b.png\"><\/a><\/section>\n<section>\u5176\u4e2d 1&lt;=q<\/p>\n<p><section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1db62409a6cde54bb3a842601296b8c8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1db62409a6cde54bb3a842601296b8c8.png\"><\/a><\/section>\n<section>\u800c 1&lt;=q&lt;=p,1&lt;=p&lt;2 \u7684\u60c5\u5f62\u5c31\u8981\u590d\u6742\u5f88\u591a\u4e86\u3002\u7531\u4e8e p=2 \u7684\u60c5\u5f62\u53ea\u6709<strong>\u6709\u9650\u4e2a\u5947\u5f02\u70b9\uff08\u5982\u4e0b\u56fe\u5de6\u7684\u7ea2\u70b9\u6240\u793a\uff09<\/strong>\uff0c\u6240\u4ee5\u53ea\u8981\u6210\u529f\u8bbe\u8ba1\u51fa\u4e00\u4e2a\u80fd\u4fdd\u6301\u635f\u5931\u51fd\u6570\u4e0b\u964d\u6027\u8d28\u7684\u7b97\u6cd5\uff0c\u5219\u53ef\u4ee5\u4fdd\u8bc1\u6700\u591a\u53ea\u7ecf\u8fc7\u6bcf\u4e2a\u5947\u5f02\u70b9\u4e00\u6b21\u5e76\u8131\u79bb\u5947\u5f02\u96c6\u3002\u4f46\u5bf9\u4e8e 1&lt;=p&lt;2 \u7684\u60c5\u5f62\uff0c\u5947\u5f02\u96c6\u662f\u4e00\u4e2a\u5305\u542b<strong>\u65e0\u9650\u4e2a\u70b9\u7684\u8fde\u7eed\u70b9\u96c6\u5408\uff08\u5982\u4e0b\u56fe\u53f3\u7684\u7ea2\u8272\u865a\u7ebf\u53ca\u7ea2\u70b9\u6240\u793a\uff09<\/strong>\uff0c\u6240\u4ee5\u7b97\u6cd5\u53ef\u80fd\u91cd\u65b0\u8bbf\u95ee\u5947\u5f02\u96c6\u65e0\u9650\u6b21\u5e76\u6700\u7ec8\u4e0d\u4f1a\u9003\u79bb\u5947\u5f02\u96c6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c94c1943f4fdefe87238245cf23f2fce.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c94c1943f4fdefe87238245cf23f2fce.png\"><\/a><\/section>\n<section>\u8be5\u5947\u5f02\u6027\u95ee\u9898\u7ecf\u5e38\u4e14\u610f\u5916\u5730\u53d1\u751f\u3002\u9020\u6210\u5947\u5f02\u6027\u7684\u521d\u59cb\u6216\u4e2d\u95f4\u8fed\u4ee3\u70b9\u53ef\u5728 d&gt;=2 \u7ef4\u5b9e\u7a7a\u95f4\u4e2d\u7684\u4e00\u4e2a\u5f00\u96c6\u4e2d\u7a20\u5bc6\uff0c\u751a\u81f3\u5145\u6ee1\u6574\u4e2a d \u7ef4\u5b9e\u7a7a\u95f4 [4]\u3002\u66f4\u4e3a\u4e25\u91cd\u7684\u662f\uff0c\u8be5\u95ee\u9898\u65e0\u6cd5\u4f9d\u9760\u7b80\u5355\u76f4\u89c2\u7684\u624b\u6bb5\u6765\u56de\u907f\uff0c\u4f8b\u5982\u968f\u673a\u6270\u52a8\u8fed\u4ee3\u70b9\u4f7f\u5176\u79bb\u5f00\u5947\u5f02\u96c6\uff0c\u6216\u8005\u91cd\u9009\u4e00\u4e2a\u968f\u673a\u521d\u59cb\u70b9\uff0c\u7b49\u7b49\u3002\u4e8b\u5b9e\u4e0a\uff0c\u53ea\u8981\u91c7\u7528\u672c\u6587\u63d0\u51fa\u7684<strong>\u53bb\u5947\u5f02\u6027\u6b21\u68af\u5ea6<\/strong>\u65b9\u6cd5\uff0c\u5373\u53ef\u5728\u4e0d\u589e\u52a0\u8ba1\u7b97\u590d\u6742\u5ea6\uff08\u4e0e\u4e00\u822c\u68af\u5ea6\u6cd5\u76f8\u6bd4\uff09\u7684\u6709\u5229\u6761\u4ef6\u4e0b\u89e3\u51b3\u8be5\u5947\u5f02\u6027\u95ee\u9898\uff0c\u56e0\u6b64\u5b8c\u5168\u4e0d\u9700\u8981\u518d\u501f\u52a9\u5176\u4ed6\u56de\u907f\u624b\u6bb5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-756324ea24ed393c9424be7635b41596.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-756324ea24ed393c9424be7635b41596.png\"><\/a><\/section>\n<\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aDe-singularity Subgradient for the q-th-Powered L_p-Norm Weber Location Problem<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/arxiv.org\/abs\/2412.15546<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/laizhr\/qPpNWAWS<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u53bb\u5947\u5f02\u6027\u6b21\u68af\u5ea6\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u63d0\u51fa\u4e00\u79cd\u89e3\u51b3\u5947\u5f02\u6027\u95ee\u9898\u7684\u76f4\u89c2\u65b9\u6cd5\uff1a\u8bc6\u522b\u51fa\u5f15\u53d1\u5947\u5f02\u6027\u7684\u6570\u636e\u70b9\u53ca\u7ef4\u5ea6\uff0c\u7136\u540e\u628a\u76f8\u5e94\u7684\u5206\u91cf\u53bb\u9664\u6389\u3002\u9996\u5148\u662f\u8bc6\u522b\u51fa\u5f15\u53d1\u5947\u5f02\u6027\u7684\u6570\u636e\u70b9\u53ca\u7ef4\u5ea6\uff0c\u5206\u522b\u7528\u96c6\u5408 V_t (y) \u548c U_i (y) \u6765\u8868\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f1a19bba621ba7cb7f8d0db0bcc3000b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f1a19bba621ba7cb7f8d0db0bcc3000b.png\"><\/a><\/section>\n<section>\u4e0b\u56fe\u662f V_t (y) \u548c U_i (y) \u7684\u4e00\u4e2a\u76f4\u89c2\u793a\u610f\u56fe\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-62a8429756bded986937ced53e8bad4a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-62a8429756bded986937ced53e8bad4a.png\"><\/a><\/section>\n<section>\u7136\u540e\u4f7f\u7528\u5b9a\u4e49 5 \u6765\u5b9a\u4e49\u53bb\u5947\u5f02\u6027\u6b21\u68af\u5ea6 D_{p,q}(y)\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-60bd49094b3ef2422b0ea2679e7b8f5b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-60bd49094b3ef2422b0ea2679e7b8f5b.png\"><\/a><\/section>\n<section>\u63a5\u7740\uff0c\u6211\u4eec\u9700\u8981\u9a8c\u8bc1\u8fd9\u4e2a\u53bb\u5947\u5f02\u6027\u6b21\u68af\u5ea6 D_{p,q}(y) \u5177\u6709\u4e0e\u666e\u901a\u68af\u5ea6\u7c7b\u4f3c\u7684\u826f\u597d\u6027\u8d28\u3002\u4f8b\u5982\uff0c\u5b83\u8981\u80fd\u591f\u523b\u753b\u6700\u5c0f\u503c\u70b9\uff08\u5b9a\u7406 6\uff09\u548c\u4e0b\u964d\u65b9\u5411\uff08\u5b9a\u7406 7\uff09\u3002\u8fd9\u4e9b\u523b\u753b\u7684\u5173\u952e\u6280\u672f\u5728\u4e8e\u5f15\u5165 p \u8303\u6570\u7684\u5171\u8f6d\u8303\u6570\uff0c\u5373\u4f7f\u5f97 1\/r+1\/p =1 \u6210\u7acb\u7684 r \u8303\u6570\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d3c310020704775b84663a65f7d794bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d3c310020704775b84663a65f7d794bd.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dbf090b381e38de1a3459d02198a5998.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dbf090b381e38de1a3459d02198a5998.png\"><\/a><\/section>\n<section><strong>\u57fa\u4e8e q \u6b21\u65b9 p \u8303\u6570\u7684\u53bb\u5947\u5f02\u6027 Weiszfeld \u7b97\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u83b7\u5f97\u53ef\u884c\u7684\u53bb\u5947\u5f02\u6027\u6b21\u68af\u5ea6 D_{p,q}(y) \u540e\uff0c\u4e0b\u4e00\u6b65\u5c31\u662f\u5efa\u7acb\u53ef\u884c\u7684\u6c42\u89e3\u7b97\u6cd5\u3002\u672c\u6587\u57fa\u4e8e\u6c42\u89e3\u8be5\u95ee\u9898\u5e38\u7528\u7684 Weiszfeld \u7b97\u6cd5 [5][2]\uff0c\u5efa\u7acb\u4e00\u79cd\u57fa\u4e8e q \u6b21\u65b9 p \u8303\u6570\u7684\u53bb\u5947\u5f02\u6027 Weiszfeld \u7b97\u6cd5\uff08\u7b80\u8bb0\u4e3a qPpNWAWS\uff0c\u5982 18 \u5f0f\u6240\u793a\uff09\u3002\u5b83\u5728\u975e\u5947\u5f02\u6027\u60c5\u5f62\u4e0b\u4f7f\u7528 (9) \u5f0f\u7684\u5e38\u89c4 Weiszfeld \u66f4\u65b0\u8fed\u4ee3\uff0c\u5728\u5947\u5f02\u6027\u60c5\u5f62\u4e0b\u4f7f\u7528 (17) \u5f0f\u7684\u6cbf\u4e0b\u964d\u65b9\u5411\u7ebf\u6027\u641c\u7d22\u6cd5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f358ef2a20df5591a2f23748d99eebca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f358ef2a20df5591a2f23748d99eebca.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-33ddf029513955daea4a14a5c0b66795.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-33ddf029513955daea4a14a5c0b66795.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d0ad663a012d47f1b2f6347fe6fda901.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d0ad663a012d47f1b2f6347fe6fda901.png\"><\/a><\/section>\n<section>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cqPpNWAWS \u7b97\u6cd5\u53ef\u81ea\u7531\u6765\u56de\u591a\u6b21\uff08\u751a\u81f3\u5305\u62ec\u65e0\u9650\u6b21\uff09\u6e38\u8d70\u4e8e\u975e\u5947\u5f02\u96c6\u4e0e\u5947\u5f02\u96c6\u4e4b\u95f4\u6216\u4e4b\u5185\uff0c\u540c\u65f6\u4fdd\u8bc1\u635f\u5931\u51fd\u6570\u968f\u8fed\u4ee3\u4e0b\u964d\uff0c\u5e76\u6700\u7ec8\u6536\u655b\u3002\u5728 1<\/p>\n<p><section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u4ee5 CSI300 \u6570\u636e\u96c6 [3] \u4e3a\u4f8b\u7b80\u5355\u4ecb\u7ecd\u5b9e\u9a8c\u7ed3\u679c\uff0c\u5176\u4ed6\u6570\u636e\u96c6\u4ee5\u53ca\u8be6\u7ec6\u5b9e\u9a8c\u7ed3\u679c\u8bf7\u53c2\u9605\u8bba\u6587\u3002\u8fd0\u884c\u5b9e\u9a8c\u7684\u673a\u5668\u914d\u7f6e\u4e3a\uff1aIntel Core i9-14900KF \u4e2d\u592e\u5904\u7406\u5668 1 \u4e2a\uff0c64-GB DDR5 6000-MHz \u5185\u5b58\uff0c\u5e26 16-GB \u72ec\u7acb\u663e\u5b58\u7684 Nvidia RTX 4080 SUPER \u663e\u5361 1 \u5f20\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u4e00\uff1a<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u5b9e\u9a8c\u7528\u4e8e\u8bb0\u5f55 qPpNWAWS \u7b97\u6cd5\u5728\u5947\u5f02\u70b9\u9700\u8981\u51e0\u6b21\u7ebf\u6027\u641c\u7d22\u624d\u80fd\u4f7f\u635f\u5931\u51fd\u6570\u4e0b\u964d\u3002\u7ed3\u679c\u8868\u660e\u5728\u7edd\u5927\u591a\u6570\u60c5\u5f62\u4e0b\u53ea\u9700\u4e0d\u8d85\u8fc7 3 \u6b21\u7ebf\u6027\u641c\u7d22\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-45976121f0a5122f9da8e8252534218f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-45976121f0a5122f9da8e8252534218f.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u4e8c\uff1a<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u5b9e\u9a8c\u7528\u4e8e\u8bb0\u5f55 qPpNWAWS \u7b97\u6cd5\u5b8c\u6574\u8fd0\u884c\u4e00\u6b21\u6240\u9700\u7684\u603b\u8fed\u4ee3\u6b21\u6570\u4ee5\u53ca\u603b\u65f6\u95f4\u3002\u7ed3\u679c\u8868\u660e\u5728\u7edd\u5927\u591a\u6570\u60c5\u5f62\u4e0b\u53ea\u9700\u4e0d\u8d85\u8fc7\u7ea6 15 \u6b21\u8fed\u4ee3\u4ee5\u53ca 0.02 \u79d2\u7684\u603b\u65f6\u95f4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6a9631923fdde620ada790d0cb604bb4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6a9631923fdde620ada790d0cb604bb4.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u4e09\uff1a<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u5b9e\u9a8c\u7528\u4e8e\u8bb0\u5f55 qPpNWAWS \u7b97\u6cd5\u7684\u5b9e\u9645\u8ba1\u7b97\u6536\u655b\u7387\u3002\u7ed3\u679c\u8868\u660e\u5728\u7edd\u5927\u591a\u6570\u60c5\u5f62\u4e0b\u6536\u655b\u7387\u5747\u8fdc\u5c0f\u4e8e 1\uff0c\u5373\u8fbe\u5230\u7ebf\u6027\u6536\u655b\u901f\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a753454d7e0f9f13a25ee7894cd0b829.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a753454d7e0f9f13a25ee7894cd0b829.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u56db\uff1a<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u5b9e\u9a8c\u4e3b\u8981\u6d4b\u8bd5\u4e0d\u540c (q,p) \u60c5\u5f62\u4e0b\u4f7f\u7528 qPpNWAWS \u7b97\u6cd5\u8fdb\u884c\u5728\u7ebf\u8d44\u4ea7\u914d\u7f6e\u5b9e\u9a8c [6][7] \u6240\u5f97\u5230\u7684\u6295\u8d44\u5f97\u5206 \u2014\u2014 \u7d2f\u8ba1\u8d22\u5bcc\uff08CW\uff09\u548c\u590f\u666e\u6bd4\u7387\uff08SR\uff09\u3002\u7ed3\u679c\u8868\u660e\u4e00\u5b9a\u6570\u76ee\u7684\u5176\u4ed6 (q,p) \u60c5\u5f62\uff08\u4f8b\u5982 (q,p)=(1,1.6)\uff09\u7684\u5f97\u5206\u8981\u6bd4\u539f\u59cb\u7248\u672c (q,p)=(1,2) \u7684\u5f97\u5206\u9ad8\u3002\u56e0\u6b64\u89e3\u51b3 1&lt;=q&lt;=p,1&lt;=p&lt;2 \u60c5\u5f62\u4e0b\u7684\u5947\u5f02\u6027\u95ee\u9898\u6709\u7740\u975e\u5e38\u91cd\u8981\u7684\u73b0\u5b9e\u610f\u4e49\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-86cd6961ba26ccef76458c178462ff86.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-86cd6961ba26ccef76458c178462ff86.png\"><\/a><\/section>\n<section><strong>\u5173\u4e8e\u901a\u7528\u673a\u5668\u5b66\u4e60<\/strong><\/section>\n<section><\/section>\n<section>\u901a\u7528\u673a\u5668\u5b66\u4e60\u662f\u4e00\u4e2a\u7531\u591a\u4e2a\u7814\u7a76\u65b9\u5411\u6709\u673a\u7ed3\u5408\u800c\u6210\u7684\u6574\u4f53\u9886\u57df\u3002\u5176\u5f80\u5f80\u9700\u8981\u878d\u4f1a\u8d2f\u901a\u591a\u4e2a\u6570\u5b66\u7c7b\u548c\u8ba1\u7b97\u673a\u7c7b\u5b66\u79d1\u7684\u77e5\u8bc6\uff0c\u653b\u5173\u901a\u7528\u4eba\u5de5\u667a\u80fd\u4e2d\u6700\u4e3a\u57fa\u7840\u7684\u79d1\u5b66\u4e0e\u6280\u672f\u96be\u9898\u3002\u672c\u6587\u5c5e\u4e8e\u8be5\u9886\u57df\u4e2d\u7684\u57fa\u7840\u6a21\u5757\u5f00\u53d1\u4e0e\u4f18\u5316\u5668\u5f00\u53d1\u7814\u7a76\u65b9\u5411\u3002\u4ee5\u4e0b\u662f\u8fd1\u671f\u672c\u8bfe\u9898\u7ec4\u5728\u8be5\u9886\u57df\u7684\u4e00\u4e9b\u4e3b\u8981\u8bba\u6587\u4e0e\u4e3b\u653b\u65b9\u5411\uff0c\u6b22\u8fce\u9605\u8bfb\u5e76\u4e0e\u6211\u4eec\u4ea4\u6d41\u8ba8\u8bba\u3002<\/section>\n<section><\/section>\n<\/p>\n<ul>\n<li>\n<section>[a]. Zhao-Rong Lai, Weiwen Wang*, &#8220;Invariant Risk Minimization Is A Total Variation Model&#8221;, the 41st International Conference on Machine Learning (ICML, main track), 2024.\uff08\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3001\u5206\u5e03\u5916\u6cdb\u5316\uff09<\/section>\n<\/li>\n<li>\n<section>[b]. Yizun Lin, Yangyu Zhang, Zhao-Rong Lai*, Cheng Li,&#8221;Autonomous Sparse Mean-CVaR Portfolio Optimization&#8221;, the 41st International Conference on Machine Learning (ICML, main track), 2024.\uff08\u903c\u8fd1\u7406\u8bba\u3001\u7a00\u758f\u5b66\u4e60\uff09<\/section>\n<\/li>\n<li>\n<section>[c]. Yizun Lin, Zhao-Rong Lai*, Cheng Li,\u201cA Globally Optimal Portfolio for m-Sparse Sharpe Ratio Maximization\u201d, the 38th Annual Conference on Neural Information Processing Systems\uff08NeurIPS, main track), 2024.\uff08\u4f18\u5316\u5668\u5f00\u53d1\u3001\u7a00\u758f\u5b66\u4e60\uff09<\/section>\n<\/li>\n<li>\n<section>[d]. Zhao-Rong Lai, Xiaotian Wu, Liangda Fang, Ziliang Chen*, &#8220;A De-singularity Subgradient Approach for the Extended Weber Location Problem&#8221;, the 33rd International Joint Conference on Artificial Intelligence (IJCAI, main track), 2024.\uff08\u57fa\u7840\u6a21\u5757\u5f00\u53d1\u3001\u4f18\u5316\u5668\u5f00\u53d1\uff09<\/section>\n<\/li>\n<\/ul>\n<section><em><br \/><\/em><\/section>\n<section><em><sup>\u53c2\u8003\u6587\u732e\uff1a<\/sup><\/em><\/section>\n<section><sup><em>[1]. Weber, A. 1909. Uber den Standort der Industrien. Tubingen: Mohr.<\/em><\/sup><\/section>\n<section><sup><em>[2]. Morris, J. G. 1981. Convergence of the Weiszfeld algorithm for Weber problems using a generalized \u201cdistance\u201d function. Operations Research, 29(1): 37\u201348.<\/em><\/sup><\/section>\n<section><sup><em>[3]. Lai, Z.-R.; Wu, X.; Fang, L.; and Chen, Z. 2024. A De-singularity Subgradient Approach for the Extended Weber Location Problem. In Proceedings of the 33rd International Joint Conference on Artificial Intelligence.<\/em><\/sup><\/section>\n<section><sup><em>[4]. Chandrasekaran, R.; and Tamir, A. 1989. Open questions concerning Weiszfeld\u2019s algorithm for the Fermat-Weber location problem. Mathematical Programming, 44: 293\u2013295.<\/em><\/sup><\/section>\n<section><sup><em>[5]. Weiszfeld, E.. Sur le point pour lequel la somme des distances de n points donnes est minimum. Tohoku Mathematical Journal, 43:355\u2013386, 1937.<\/em><\/sup><\/section>\n<section><sup><em>[6]. Li, B.; Sahoo, D.; and Hoi, S. C. 2016. OLPS: a toolbox for on-line portfolio selection. Journal of Machine Learning Research, 17(1): 1242\u20131246.<\/em><\/sup><\/section>\n<section><em><sup>[7]. Huang, D.; Zhou, J.; Li, B.; Hoi, S. C. H.; and Zhou, S. 2016. Robust Median Reversion Strategy for Online Portfolio Selection. IEEE Transactions on Knowledge and Data Engineering, 28(9): 2480\u20132493.<\/sup><\/em><\/section>\n<\/section>\n<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-30-6\" target=\"_blank\">AAAI 2025 | \u7528\u4e8e\u97e6\u4f2f\u533a\u4f4d\u95ee\u9898\u7684\u53bb\u5947\u5f02\u6027\u6b21\u68af\u5ea6\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:AAAI 2025 | [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[55,65,66],"class_list":["post-37516","post","type-post","status-publish","format-standard","hentry","category-news","tag-55","tag-65","tag-66"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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