Optimizing Sequence-Based POI Recommendations:From Sequence Adjustment to Transformer-XL IntegrationOA
Optimizing Sequence-Based POI Recommendations:From Sequence Adjustment to Transformer-XL Integration
Yuwen Liu;Te Song;Yijie Yang;Dejiang Zhang;Jianye Xie;Lianyong Qi;Shigen Shen
College of Computer Science and Technology,China University of Petroleum(East China),Qingdao 266580,China||Shandong Key Laboratory of Intelligent Oil and Gas Industrial Software,Qingdao 266580,ChinaCollege of Computer Science and Technology,China University of Petroleum(East China),Qingdao 266580,China||Shandong Key Laboratory of Intelligent Oil and Gas Industrial Software,Qingdao 266580,ChinaCollege of Computer Science and Technology,China University of Petroleum(East China),Qingdao 266580,China||Shandong Key Laboratory of Intelligent Oil and Gas Industrial Software,Qingdao 266580,ChinaCollege of Computer Science and Technology,China University of Petroleum(East China),Qingdao 266580,China||Shandong Key Laboratory of Intelligent Oil and Gas Industrial Software,Qingdao 266580,ChinaCollege of Computer Science and Technology,China University of Petroleum(East China),Qingdao 266580,China||Shandong Key Laboratory of Intelligent Oil and Gas Industrial Software,Qingdao 266580,ChinaCollege of Computer Science and Technology,China University of Petroleum(East China),Qingdao 266580,China||Shandong Key Laboratory of Intelligent Oil and Gas Industrial Software,Qingdao 266580,ChinaSchool of Information Engineering,Huzhou University,Huzhou 313000,China
Transformer eXtra Long(Transformer-XL)Uniform Sequence Balancing(USB)Point-Of-Interest(POI)recommendationstandard deviationattention mechanism
Transformer eXtra Long(Transformer-XL)Uniform Sequence Balancing(USB)Point-Of-Interest(POI)recommendationstandard deviationattention mechanism
《清华大学学报自然科学版（英文版）》 2026 (5)
2323-2336,14
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