TCSA-Net: A Temporal-Context-Based Self-Attention Network for Next Location Prediction

Next location prediction aims to find the location that the user will visit next. It plays a fundamental role for location-based applications. However, the heterogeneity and sparsity of the trajectory data pose great challenges to the task. Recently, RNN-based methods have shown promising performanc...

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Veröffentlicht in:	IEEE transactions on intelligent transportation systems 2022-11, Vol.23 (11), p.20735-20745
Hauptverfasser:	Sun, Guiming, Qi, Heng, Shen, Yanming, Yin, Baocai
Format:	Artikel
Sprache:	eng
Schlagworte:	Context Deep learning Feature extraction Heterogeneity Location based services location predication Markov processes Parallel processing Predictive models Recurrent neural networks self attention Task analysis Trajectory Transformers
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