Long- and Short-Term Preference Modeling Based on Multi-Level Attention for Next POI Recommendation

Long- and Short-Term Preference Modeling Based on Multi-Level Attention for Next POI Recommendation

The next point-of-interest (POI) recommendation is one of the most essential applications in location-based social networks (LBSNs). Its main goal is to research the sequential patterns of user check-in activities and then predict a user’s next destination. However, most previous studies have failed...

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Bibliographic Details
Main Authors: Xueying Wang, Yanheng Liu, Xu Zhou, Zhaoqi Leng, Xican Wang
Format: Article
Language:English
Published: MDPI AG 2022-05-01
Series:ISPRS International Journal of Geo-Information
Subjects:
next POI recommendation
recurrent neural network
LSTM
attentional mechanism
location-based social networks
Online Access:https://www.mdpi.com/2220-9964/11/6/323

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