An Attention-Based Spatiotemporal Gated Recurrent Unit Network for Point-of-Interest Recommendation

An Attention-Based Spatiotemporal Gated Recurrent Unit Network for Point-of-Interest Recommendation

Point-of-interest (POI) recommendation is one of the fundamental tasks for location-based social networks (LBSNs). Some existing methods are mostly based on collaborative filtering (CF), Markov chain (MC) and recurrent neural network (RNN). However, it is difficult to capture dynamic user’...

Full description

Bibliographic Details
Main Authors: Chunyang Liu, Jiping Liu, Jian Wang, Shenghua Xu, Houzeng Han, Yang Chen
Format: Article
Language:English
Published: MDPI AG 2019-08-01
Series:ISPRS International Journal of Geo-Information
Subjects:
point-of-interest recommendation
spatiotemporal context
recurrent neural networks
gated recurrent unit
attention model
Online Access:https://www.mdpi.com/2220-9964/8/8/355

Internet

https://www.mdpi.com/2220-9964/8/8/355

Similar Items