A time-aware spatio-textual recommender system
作者:
Highlights:
• We present two novel unified models to provide review and POI recommendations.
• We consider simultaneously the spatial, the textual, and the temporal factor.
• We measure the temporal influence in each time interval for different range distances.
• Results indicate that the combination of the three dimensions exhibit higher accuracy.
摘要
•We present two novel unified models to provide review and POI recommendations.•We consider simultaneously the spatial, the textual, and the temporal factor.•We measure the temporal influence in each time interval for different range distances.•Results indicate that the combination of the three dimensions exhibit higher accuracy.
论文关键词:Recommender systems,Location based services,Collaborative filtering,Review recommendation,Point-of-interest recommendation,Spatio-textual analysis,Temporal analysis
论文评审过程:Received 26 August 2016, Revised 8 January 2017, Accepted 9 January 2017, Available online 15 February 2017, Version of Record 1 March 2017.
论文官网地址:https://doi.org/10.1016/j.eswa.2017.01.060