Point-of-Interest Recommendation Task

A Point-of-Interest Recommendation Task is an item recommendation task that ...

• Context:
  • It can be solved by a POI Recommendation System (that implements a POI recommendation algorithm).
• Example(s):
  • based on FourSquare POI Data.
• See: Location-based Social Network.

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References

2018

• (Zhao, Lyu et al., 2018) ⇒ Shenglin Zhao, Michael R. Lyu, and Irwin King. (2018). “Point-of-Interest Recommendation in Location-Based Social Networks.” Springer Singapore.

2014

• (Lian et al., 2014) ⇒ Defu Lian, Cong Zhao, Xing Xie, Guangzhong Sun, Enhong Chen, and Yong Rui. (2014). “GeoMF: Joint Geographical Modeling and Matrix Factorization for Point-of-interest Recommendation.” In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2014) Journal. ISBN:978-1-4503-2956-9 doi:10.1145/2623330.2623638
  • QUOTE: Point-of-Interest (POI) recommendation has become an important means to help people discover attractive locations. ...

2013

• (Yuan et al., 2013) ⇒ Quan Yuan, Gao Cong, Zongyang Ma, Aixin Sun, and Nadia Magnenat- Thalmann. (2013). “Time-aware Point-of-interest Recommendation.” In: Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval. ISBN:978-1-4503-2034-4 doi:10.1145/2484028.2484030
  • ABSTRACT: The availability of user check-in data in large volume from the rapid growing location based social networks (LBSNs) enables many important location-aware services to users. Point-of-interest (POI) recommendation is one of such services, which is to recommend places where users have not visited before. …

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