{"id":3641,"date":"2025-07-16T17:59:28","date_gmt":"2025-07-16T09:59:28","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3641"},"modified":"2025-07-16T17:59:28","modified_gmt":"2025-07-16T09:59:28","slug":"202507%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-deep-learning-of-dynamic-poi-generation-and-optimisation-for-itinerary-recommendation","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202507%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-deep-learning-of-dynamic-poi-generation-and-optimisation-for-itinerary-recommendation\/","title":{"rendered":"202507\u8bba\u6587\u7814\u8bfb\u2014Deep Learning of Dynamic POI Generation and Optimisation for Itinerary Recommendation"},"content":{"rendered":"\n

\u4f5c\u8005<\/strong>\uff1a<\/strong>Sajal Halder\uff0cKwan Hui Lim\uff0cJeffrey Chan\uff0cXiuZhen Zhang<\/p>\n\n\n\n

\u5355\u4f4d<\/strong>\uff1a<\/strong>\u7687\u5bb6\u58a8\u5c14\u672c\u7406\u5de5\u5927\u5b66\u3001\u65b0\u52a0\u5761\u79d1\u6280\u8bbe\u8ba1\u5927\u5b66<\/p>\n\n\n\n

\u6765\u6e90\uff1a<\/strong>2025\u5e744\u6708ACM Transactions on Recommender Systems<\/p>\n\n\n\n

\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/h2>\n\n\n\n

1. <\/strong>\u73b0\u5b9e\u75db\u70b9\uff1a\u4f20\u7edf\u884c\u7a0b\u63a8\u8350\u7684\u7f3a\u9677<\/strong><\/p>\n\n\n\n

\u7528\u6237\u5174\u8da3\u9759\u6001\u5316<\/strong>\uff1a<\/strong>\u4f20\u7edf\u6a21\u578b\u5047\u8bbe\u5174\u8da3\u6052\u5b9a\uff0c\u5ffd\u7565\u65f6\u95f4\u56e0\u7d20\u3002<\/p>\n\n\n\n

\u7a7a\u95f4\u5173\u7cfb\u7ebf\u6027\u5316\uff1a<\/strong>\u4ec5\u7528\u6b27\u6c0f\u8ddd\u79bb\u5efa\u6a21\uff0c\u5ffd\u7565\u201c\u8fdc\u8ddd\u79bb\u70ed\u95e8\u666f\u70b9\u4f18\u5148\u201d\u7b49\u975e\u7ebf\u6027\u504f\u597d\u3002<\/p>\n\n\n\n

\u63a8\u8350\u4e0e\u4f18\u5316\u5272\u88c2<\/strong>\uff1a\u5148\u9009POI\u518d\u6392\u884c\u7a0b\uff0c\u5bfc\u81f4\u5c40\u90e8\u6700\u4f18\u3002<\/p>\n\n\n\n

2. <\/strong>\u6838\u5fc3<\/strong>\u95ee\u9898\u5b9a\u4e49<\/strong><\/p>\n\n\n\n

\u5982\u4f55\u8054\u5408\u4f18\u5316\u201c\u52a8\u6001\u5174\u8da3<\/strong>+<\/strong>\u975e\u7ebf\u6027\u7a7a\u95f4\u5173\u7cfb<\/strong>+<\/strong>\u6392\u961f\u65f6\u95f4\u201d\u4ee5\u751f\u6210\u4e2a\u6027\u5316\u884c\u7a0b\uff1f<\/strong><\/p>\n\n\n\n

\u8f93\u5165\uff1a<\/strong>\u7528\u6237\u5386\u53f2\u8f68\u8ff9\u3001POI\u5c5e\u6027\u3001\u5b9e\u65f6\u6392\u961f\u6570\u636e\u3001\u65f6\u95f4\u9884\u7b97\u7b49\u3002<\/p>\n\n\n\n

\u8f93\u51fa\uff1a<\/strong>\u6ee1\u8db3\u9884\u7b97\u4e14\u6700\u5927\u5316\u6ee1\u610f\u5ea6\u7684POI\u8bbf\u95ee\u5e8f\u5217\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u89e3\u51b3\u95ee\u9898\uff1a<\/strong><\/p>\n\n\n\n

1\u3001\u63d0\u51fa\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5982\u4f55\u9009\u62e9top-k POI\u8fdb\u884c\u63a8\u8350\uff0c\u4ee5\u53ca\u4ece\u8fd9\u79cd\u9009\u62e9\u4e2d\u53ef\u4ee5\u83b7\u5f97\u5bf9\u51b3\u7b56\u8fc7\u7a0b\u7684\u54ea\u4e9b\u89c1\u89e3\uff1f<\/p>\n\n\n\n

2\u3001\u62df\u8bae\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u751f\u6210\u7efc\u5408\u884c\u7a0b\u5efa\u8bae\u65b9\u9762\u7684\u6709\u6548\u6027\u5982\u4f55\uff1f<\/p>\n\n\n\n

3\u3001\u5982\u4f55\u6d88\u878d\u7814\u7a76\u7684\u65f6\u95f4\u7528\u6237\u7684\u5174\u8da3\uff0c\u5171\u540c\u8bbf\u95ee\u6a21\u5f0f\uff0c\u548c\u4e2a\u6027\u5316\u7279\u5f81\u5f71\u54cd\u7684\u6027\u80fd\u5efa\u8bae\u7684\u63a8\u8350\u6a21\u578b\uff1f<\/p>\n\n\n\n

4\u3001\u4e0e\u57fa\u4e8e\u8499\u7279\u5361\u7f57\u6811\u641c\u7d22\uff08MCTS\uff09\u7684\u884c\u7a0b\u6784\u9020\u76f8\u6bd4\uff0c\u57fa\u4e8e\u8d2a\u5a6a\u7b56\u7565\u7684\u884c\u7a0b\u6784\u9020\u7684\u4e0a\u7ea7\u6027\u80fd\u662f\u7531\u54ea\u4e9b\u56e0\u7d20\u4fc3\u6210\u7684\uff1f<\/p>\n\n\n\n

\u4e3b\u8981\u8d21\u732e\uff1a<\/strong><\/p>\n\n\n\n

1\u3001\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u884c\u7a0b\u63a8\u8350\uff08DLIR\uff09\uff0c\u901a\u8fc7\u5b66\u4e60\u7528\u6237\u7684\u65f6\u95f4\u504f\u597d\u5e76\u5b89\u6392\u8fd9\u4e9b\u504f\u597d\u6765\u63a8\u8350\u884c\u7a0b\u3002\u5019\u9009\u751f\u6210\u5668\u5229\u7528\u7528\u6237\u7684\u52a8\u6001\u504f\u597d\u56e0\u7d20\uff0c\u5e76\u4ea7\u751f\u57fa\u4e8e\u65f6\u95f4\u7684\u6700\u4f73\u5019\u9009POI\u96c6\u5408\uff0c\u800c\u8c03\u5ea6\u90e8\u5206\u89e3\u51b3\u8c03\u5ea6\u95ee\u9898\uff0c\u8003\u8651\u6392\u961f\u65f6\u95f4\u7684\u5f71\u54cd\u548c\u9884\u7b97\u65f6\u95f4\u3002<\/p>\n\n\n\n

2\u3001\u4e3a\u4e86\u6355\u6349\u7528\u6237\u7684\u52a8\u6001\u504f\u597d\uff0c\u5229\u7528\u7528\u6237\u7684\u5468\u671f\u6027\u548c\u8d8b\u52bf\u6a21\u5f0f\uff0c\u5f15\u5165\u4e86\u4e00\u4e2a\u81ea\u9002\u5e94\u7684\u57fa\u4e8eGCN\u7684POI\u4e4b\u95f4\u7684\u7528\u6237\u79fb\u52a8\u5173\u7cfb\uff0c\u9002\u5f53\u5730\u89e3\u51b3\u4e86\u975e\u7ebf\u6027\u7a7a\u95f4\u5173\u7cfb\u3002<\/p>\n\n\n\n

3\u3001\u6784\u5efa\u4e86\u5b8c\u6574\u7684\u884c\u7a0b\u5e94\u7528\u8d2a\u5a6a\u7684\u653f\u7b56\uff0cPOIs\u9009\u62e9\u5728\u4e00\u4e2a\u52a8\u6001\u7684\u65b9\u5f0f\uff0c\u65e8\u5728\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u7528\u6237\u7684\u5174\u8da3\u548c\u6392\u961f\u65f6\u95f4\u6700\u5c0f\u5316\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6280\u672f\u601d\u60f3<\/h2>\n\n\n\n

1<\/strong>\u3001\u5019\u9009<\/strong>\u751f\u6210\u5668<\/strong><\/p>\n\n\n\n

\u8f93\u5165<\/strong>\uff1a\u7528\u6237\u5386\u53f2\u8f68\u8ff9 + \u4e0a\u4e0b\u6587<\/p>\n\n\n\n

\u8f93\u51fa<\/strong>\uff1a Top-K\u52a8\u6001POI\u5019\u9009\u96c6<\/p>\n\n\n\n

\u5173\u952e<\/strong>\u6280\u672f<\/strong>\uff1aTransformer+GCN<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Step 1 <\/strong>\u4e09\u901a\u9053\u8f93\u5165\u7f16\u7801<\/strong>\uff1a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Step 2 <\/strong>\u591a\u5934\u6ce8\u610f\u529b\u878d\u5408<\/strong><\/p>\n\n\n\n

\u8ba9\u4e09\u79cd\u7279\u5f81\u4e92\u76f8\u201c\u6295\u7968\u201d\u51b3\u5b9a\u6743\u91cd\uff0cQuery\/Key\/Value\u5747\u7531\u62fc\u63a5\u540e\u7684X_t\u7ebf\u6027\u6295\u5f71\u5f97\u5230<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u5176\u4e2dLN\uff0cFF\u548cMulHead\u5206\u522b\u8868\u793a\u5c42\u5f52\u4e00\u5316\u3001\u5168\u8fde\u63a5\u524d\u9988\u7f51\u7edc\u548c\u591a\u5934\u6ce8\u610f\u673a\u5236\u3002\u591a\u5934\u6ce8\u610f\u673a\u5236\u4ece\u8f93\u5165\u77e9\u9635\u4e2d\u83b7\u53d6\u67e5\u8be2\uff08Q\uff09\u3001\u952e\uff08K\uff09\u548c\u503c\uff08V\uff09\u77e9\u9635\u3002Transformer\u89e3\u7801\u5668\u5c06\u7f16\u7801\u5668\u8f93\u51fa\u4f5c\u4e3a\u5176\u952e\u548c\u503c\uff0c\u5e76\u518d\u6b21\u5e94\u7528\u591a\u5934\u6ce8\u610f\u673a\u5236\uff0c\u5c06\u5176\u4f20\u9012\u5230\u5b8c\u6574\u7684\u524d\u5411\u5c42\uff0c\u5e76\u4ea7\u751fTransformer\u89e3\u7801\u5668\u7684\u8f93\u51fa\uff1a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u5176\u4e2ddec\uff08Xt\uff09\u662f\u89e3\u7801\u5668\u8f93\u5165\u3002<\/p>\n\n\n\n

Step 3 <\/strong>\u5229\u7528<\/strong>Softmax<\/strong>\u89e3\u7801\u4e3a<\/strong>POI<\/strong>\u6982\u7387<\/strong><\/p>\n\n\n\n

Step 4 <\/strong>\u5b9e\u65f6\u52a8\u6001\u66f4\u65b0<\/strong><\/p>\n\n\n\n

\u91cd\u65b0\u7f16\u7801\u89e6\u53d1\u6761\u4ef6\uff1a\u7528\u6237\u79fb\u52a8\u5230\u65b0POI\uff1b\u6392\u961f\u65f6\u95f4\u53d8\u5316\u3002<\/p>\n\n\n\n

2<\/strong>\u3001\u884c\u7a0b\u6784\u5efa\u5668<\/strong><\/p>\n\n\n\n

\u8f93\u5165<\/strong>\uff1aTop-K\u5019\u9009+ \u5b9e\u65f6\u6392\u961f\u6570\u636e   <\/p>\n\n\n\n

\u8f93\u51fa<\/strong>\uff1a \u5b8c\u6574\u884c\u7a0b\u5e8f\u5217<\/p>\n\n\n\n

\u5173\u952e\u6280\u672f<\/strong>\uff1a\u8d2a\u5fc3\u7b56\u7565+\u9884\u7b97\u7ea6\u675f<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Step 1 <\/strong>\u5019\u9009\u751f\u6210<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u6bcf\u4e2a\u65f6\u95f4\u6b65\uff0c\u5019\u9009\u751f\u6210\u5668\u6a21\u578b\u63a8\u8350\u5176\u6570\u91cf\u53d6\u51b3\u4e8e\u524dk\u503c\u7684\u5019\u9009\u96c6\u5408\u3002<\/p>\n\n\n\n

Step 2 <\/strong>\u6392\u961f<\/strong>\u4fee\u6b63<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u5176\u4e2d\uff0cQueuet<\/sub>\u662f\u5728\u5f53\u524d\u65f6\u95f4t\u7684POI\u7684\u5019\u9009\u96c6\u5408\u7684\u6392\u961f\u65f6\u95f4\uff0c\u5e76\u4e14POI\u5f97\u5206\u662f\u5019\u9009\u751f\u6210\u5668\u6a21\u578b\u7684\u8f93\u51fa\u3002<\/p>\n\n\n\n

Step 3 <\/strong>\u9884\u7b97<\/strong>\u68c0\u67e5<\/strong><\/p>\n\n\n\n

\u884c\u7a0b\u6784\u5efa\u90e8\u5206\u7684\u76ee\u6807\u662f\u6700\u5927\u5316\u5956\u52b1\u51fd\u6570\u5e76\u6ee1\u8db3\u9884\u7b97\u65f6\u95f4\u7ea6\u675f\uff1a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Step 4 <\/strong>\u8fed\u4ee3<\/strong>\u7ec8\u6b62<\/strong><\/p>\n\n\n\n

\u9884\u7b97\u8017\u5c3d\u6216\u6240\u6709POI\u904d\u5386\u5b8c<\/p>\n\n\n\n

\u4e09\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n

\u6570\u636e\u96c6\uff1a<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u57fa\u7ebf\u6a21\u578b\uff1a<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u5b9e\u9a8c<\/strong>\u7ed3\u679c\uff08<\/strong>Top-K POI<\/strong>\u63a8\u8350\uff09<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c\uff08\u5b8c\u6574\u884c\u7a0b\u63a8\u8350\uff09<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u56db\u3001\u603b\u7ed3<\/h2>\n\n\n\n

\u7814\u7a76\u7ed3\u8bba\uff1a<\/strong><\/p>\n\n\n\n

\u672c\u7814\u7a76\u9996\u6b21\u5c06\u7528\u6237\u7684\u8fd1\u671f\u3001\u5468\u671f\u6027\u548c\u957f\u671f\u8d8b\u52bf\u4e09\u79cd\u65f6\u95f4\u6a21\u5f0f\u540c\u65f6\u7f16\u7801\u8fdb Transformer\uff0c\u5b9e\u9a8c\u8868\u660e\uff0c\u79fb\u9664\u5468\u671f\u6027\u5174\u8da3\u540e F1-score \u5e73\u5747\u4e0b\u964d 31%\u3002<\/p>\n\n\n\n

\u901a\u8fc7 GCN \u5c06 POI \u5171\u8bbf\u95ee\u9891\u6b21\u4e0e\u70ed\u5ea6\u8054\u5408\u6784\u56fe\uff0cDLIR \u653e\u5f03\u4e86\u4f20\u7edf\u201c\u8ddd\u79bb\u8d8a\u8fd1\u8d8a\u4f18\u5148\u201d\u7684\u5047\u8bbe\u3002\u6d88\u878d\u7ed3\u679c\u663e\u793a\uff0c\u7528\u8ddd\u79bb\u6743\u91cd\u66ff\u6362\u5171\u8bbf\u95ee\u6743\u91cd\u540e\uff0c\u6240\u6709\u6570\u636e\u96c6\u7684 F1-score \u5747\u4e0b\u964d 7% \u4ee5\u4e0a\uff0c\u9a8c\u8bc1\u4e86\u201c\u7528\u6237\u613f\u610f\u4e3a\u7f51\u7ea2\u666f\u70b9\u7ed5\u8fdc\u8def\u201d\u8fd9\u4e00\u975e\u7ebf\u6027\u73b0\u8c61\u3002<\/p>\n\n\n\n

\u73b0\u6709\u5de5\u4f5c\u5206\u4e24\u9636\u6bb5\uff1a\u5148\u9009 Top-K POI\uff0c\u518d\u6392\u7a0b\u3002DLIR \u628a\u4e8c\u8005\u6574\u5408\u4e3a\u4e00\u4e2a\u7aef\u5230\u7aef\u6846\u67b6\uff1a\u5019\u9009\u751f\u6210\u5668\u8f93\u51fa\u52a8\u6001 Top-K\uff0c\u8d2a\u5fc3\u6784\u5efa\u5668\u5b9e\u65f6\u7ed3\u5408\u6392\u961f\u65f6\u95f4\u4e0e\u9884\u7b97\u505a\u4e0b\u4e00\u6b65\u51b3\u7b56\u3002\u5728 8 \u4e2a\u6570\u636e\u96c6\u4e0a\uff0c\u5b8c\u6574\u884c\u7a0b\u7684 F1-score \u6bd4\u6700\u5f3a\u57fa\u7ebf\u9ad8 7.79%\u201326.28%\uff0c\u8bc1\u660e\u201c\u8fb9\u9009\u8fb9\u6392\u201d\u4f18\u4e8e\u201c\u5148\u9009\u540e\u6392\u201d<\/p>\n\n\n\n

\u4ece\u201c\u5355\u70b9\u9884\u6d4b\u201d\u5347\u7ea7\u5230\u201c\u884c\u7a0b\u7ea7\u51b3\u7b56\u201d\uff1a<\/strong>DLIR\u628a\u201c\u4e0b\u4e00\u4e2aPOI\u201d\u9884\u6d4b\u6269\u5c55\u4e3a\u201c\u5269\u4f59\u65f6\u95f4\u5185\u7684\u6700\u4f18\u5e8f\u5217\u201d\uff0c\u53ef\u5c06\u8f68\u8ff9\u9884\u6d4b\u4e0e\u884c\u7a0b\u89c4\u5212\u5408\u4e8c\u4e3a\u4e00\uff1a\u5148\u9884\u6d4b\u672a\u6765\u591a\u6b65\u65f6\u7a7a\u5206\u5e03\uff0c\u518d\u8054\u5408\u4f18\u5316\u6574\u6761\u7ebf\u8def\uff0c\u800c\u975e\u9010\u70b9\u72ec\u7acb\u63a8\u8350\u3002<\/p>\n\n\n\n

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\u4f5c\u8005\uff1aSajal Halder\uff0cKwan Hui Lim\uff0cJeffrey Chan\uff0cXiuZhen Zhang […]<\/p>\n","protected":false},"author":12,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3641","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3641","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=3641"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3641\/revisions"}],"predecessor-version":[{"id":3656,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3641\/revisions\/3656"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=3641"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=3641"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=3641"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}