{"id":2592,"date":"2025-03-14T21:51:05","date_gmt":"2025-03-14T13:51:05","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2592"},"modified":"2025-03-14T21:51:05","modified_gmt":"2025-03-14T13:51:05","slug":"202503%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-hypermst-multi-scale-spatio-temporal-hypercorrelation-network-for-poi-recommendation","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202503%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-hypermst-multi-scale-spatio-temporal-hypercorrelation-network-for-poi-recommendation\/","title":{"rendered":"202503\u8bba\u6587\u7814\u8bfb-HyperMST: Multi-scale Spatio-Temporal Hypercorrelation Network for POI Recommendation"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aZeyun Zhao, Changjian Wang, Kele Xu, Zhen Huang, Gaojin He, Xu Liu<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a\u56fd\u9632\u79d1\u6280\u5927\u5b66<\/p>\n\n\n\n<p>\u6765\u6e90\uff1aICASSP 2025 &#8211; 2025 IEEE International Conference on Acoustics, Speech and Signal Processing<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/h2>\n\n\n\n<p><strong>POI<\/strong><strong>\uff08\u5174\u8da3\u70b9\uff09\u63a8\u8350<\/strong>\uff1a<\/p>\n\n\n\n<p>\u5728\u8f68\u8ff9\u9884\u6d4b\u9886\u57df\uff0cPOI\u63a8\u8350\u7684\u4f5c\u7528\u6108\u53d1\u5173\u952e\uff0c\u5b83\u80fd\u591f\u4e3a\u7528\u6237\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u5730\u70b9\u5efa\u8bae\uff0c\u5e2e\u52a9\u7528\u6237\u53d1\u73b0\u6f5c\u5728\u7684\u611f\u5174\u8da3\u5730\u70b9\u3002<\/p>\n\n\n\n<p><strong>\u73b0\u6709\u65b9\u6cd5\u7684\u5c40\u9650\u6027\uff1a<\/strong><\/p>\n\n\n\n<p>\u5355\u4e00\u5c3a\u5ea6\u805a\u7126\uff1a\u5f88\u591a\u65b9\u6cd5\u53ea\u5173\u6ce8\u67d0\u4e00\u7279\u5b9a\u5c3a\u5ea6\u4e0b\u7684\u6570\u636e\u7279\u5f81\uff0c\u4f8b\u5982\u4ec5\u8003\u8651\u7528\u6237\u5728\u77ed\u65f6\u95f4\u5185\u8bbf\u95ee\u7684POI\u5e8f\u5217\uff0c\u6216\u8005\u4ec5\u5206\u6790POI\u4e4b\u95f4\u7684\u957f\u671f\u7a7a\u95f4\u5173\u7cfb\u3002\u8fd9\u79cd\u5355\u4e00\u5c3a\u5ea6\u7684\u5206\u6790\u65e0\u6cd5\u5168\u9762\u6355\u6349\u7528\u6237\u884c\u4e3a\u7684\u590d\u6742\u6027\u3002<\/p>\n\n\n\n<p>\u7a7a\u95f4\u6216\u65f6\u95f4\u7ef4\u5ea6\u7684\u8fc7\u5ea6\u5f3a\u8c03\uff1a\u90e8\u5206\u65b9\u6cd5\u5728\u5904\u7406\u7a7a\u95f4\u548c\u65f6\u95f4\u56e0\u7d20\u65f6\uff0c\u5f80\u5f80\u503e\u5411\u4e8e\u8fc7\u5ea6\u5f3a\u8c03\u5176\u4e2d\u4e00\u4e2a\u7ef4\u5ea6\uff0c\u800c\u5ffd\u89c6\u53e6\u4e00\u4e2a\u7ef4\u5ea6\u7684\u91cd\u8981\u6027\u3002\u8fd9\u79cd\u4e0d\u5e73\u8861\u7684\u5904\u7406\u65b9\u5f0f\u5bfc\u81f4\u65e0\u6cd5\u5145\u5206\u6316\u6398\u7a7a\u95f4\u4e0e\u65f6\u95f4\u76f8\u5173\u6027\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u8fdb\u800c\u5f71\u54cd\u63a8\u8350\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p><strong>\u8be5\u8bba\u6587\u7684\u4e3b\u8981\u8d21\u732e\u603b\u7ed3\u5982\u4e0b\uff1a<\/strong><\/p>\n\n\n\n<p>1\u3001\u63d0\u51fa\u4e86\u4e00\u79cd\u591a\u5c3a\u5ea6\u52a8\u6001\u9759\u6001\u8f68\u8ff9\u7f16\u7801\u6a21\u5757\uff0c\u8be5\u6a21\u5757\u96c6\u6210\u4e86\u5730\u7406\u3001\u5386\u53f2\u548c\u52a8\u6001POI\u4ea4\u4e92\uff0c\u540c\u65f6\u8003\u8651\u4e86\u65f6\u7a7a\u7ea6\u675f\u3002<\/p>\n\n\n\n<p>2\u3001\u5f15\u5165\u4e86\u4e00\u79cd\u591a\u5c3a\u5ea6\u65f6\u7a7a\u76f8\u5173\u673a\u5236\uff0c\u8be5\u673a\u5236\u5e73\u8861\u4e86\u65f6\u95f4\u548c\u7a7a\u95f4\u7279\u5f81\uff0c\u51cf\u5c11\u4e86\u9884\u6d4b\u8bef\u5dee\uff0c\u63d0\u9ad8\u4e86\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u6280\u672f\u601d\u60f3<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"426\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-43-1024x426.png\" alt=\"\" class=\"wp-image-2593\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-43-1024x426.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-43-300x125.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-43-768x319.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-43-1536x639.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-43.png 1558w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"511\" height=\"163\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-44.png\" alt=\"\" class=\"wp-image-2594\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-44.png 511w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-44-300x96.png 300w\" sizes=\"auto, (max-width: 511px) 100vw, 511px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5bf9\u9f50\u4e0d\u540c\u56fe\u7ed3\u6784\u7684\u5f02\u6784\u5c5e\u6027\u8868\u793a\uff0c\u4f7f\u7528\u4e24\u4e2aGCN\u5c42\u8fdb\u884c\u7f16\u7801\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"472\" height=\"166\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-45.png\" alt=\"\" class=\"wp-image-2595\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-45.png 472w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-45-300x106.png 300w\" sizes=\"auto, (max-width: 472px) 100vw, 472px\" \/><\/figure>\n\n\n\n<p>\u7136\u540e\u5e94\u7528\u5e73\u5747\u6c60\u6765\u83b7\u5f97\u6700\u7ec8\u7684POI\u9759\u6001\u5c5e\u6027\u8868\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"486\" height=\"86\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-46.png\" alt=\"\" class=\"wp-image-2596\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-46.png 486w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-46-300x53.png 300w\" sizes=\"auto, (max-width: 486px) 100vw, 486px\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"532\" height=\"256\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-47.png\" alt=\"\" class=\"wp-image-2597\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-47.png 532w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-47-300x144.png 300w\" sizes=\"auto, (max-width: 532px) 100vw, 532px\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"716\" height=\"131\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-48.png\" alt=\"\" class=\"wp-image-2598\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-48.png 716w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-48-300x55.png 300w\" sizes=\"auto, (max-width: 716px) 100vw, 716px\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"569\" height=\"233\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-49.png\" alt=\"\" class=\"wp-image-2599\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-49.png 569w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-49-300x123.png 300w\" sizes=\"auto, (max-width: 569px) 100vw, 569px\" \/><\/figure>\n\n\n\n<p>\u591a\u5c3a\u5ea6\u89d2\u5ea6\u5f97\u5230\u8f68\u8ff9\u8868\u793a\uff0c\u540c\u65f6\u4ece\u9759\u6001\u5c5e\u6027\u8868\u793a\u4e2d\u8bfb\u53d6POI\u5d4c\u5165\uff0c\u7136\u540e\u4f7f\u7528\u591a\u5934\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u878d\u5408\u200b\u3002\u901a\u8fc7\u95e8\u63a7\u878d\u5408\u6a21\u5757\u5f97\u5230\u6700\u7ec8\u7684\u8f68\u8ff9\u8868\u793a\u200b\uff0c\u5e76\u4f7f\u7528\u4ea4\u53c9\u71b5\u635f\u5931\u8ba1\u7b97\u9884\u6d4b\u6982\u7387\u3002<\/p>\n\n\n\n<h2 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"850\" height=\"605\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-50.png\" alt=\"\" class=\"wp-image-2600\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-50.png 850w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-50-300x214.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-50-768x547.png 768w\" sizes=\"auto, (max-width: 850px) 100vw, 850px\" 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srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-51.png 868w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-51-300x148.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/image-51-768x378.png 768w\" sizes=\"auto, (max-width: 868px) 100vw, 868px\" \/><\/figure>\n\n\n\n<p>\u6784\u5efa\u4e24\u79cd\u53d8\u4f53\u6a21\u578b\uff0c\u5206\u522b\u662f\u53bb\u9664\u591a\u5c3a\u5ea6\u673a\u5236\u7684\u6a21\u578b\uff08w\/o Multi-Scale\uff09\u548c\u53bb\u9664\u65f6\u7a7a\u4e00\u81f4\u6027\u673a\u5236\u7684\u6a21\u578b\uff08w\/o ST 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Zhao, Changjian Wang, Kele Xu, Zhen Huang, Gao 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