A Random Walk around the City: New Venue Recommendation in Location-Based Social Networks

@article{Noulas2012ARW,
  title={A Random Walk around the City: New Venue Recommendation in Location-Based Social Networks},
  author={Anastasios Noulas and Salvatore Scellato and Neal Lathia and Cecilia Mascolo},
  journal={2012 International Conference on Privacy, Security, Risk and Trust and 2012 International Confernece on Social Computing},
  year={2012},
  pages={144-153}
}
The popularity of location-based social networks available on mobile devices means that large, rich datasets that contain a mixture of behavioral (users visiting venues), social (links between users), and spatial (distances between venues) information are available for mobile location recommendation systems. However, these datasets greatly differ from those used in other online recommender systems, where users explicitly rate items: it remains unclear as to how they capture user preferences as… CONTINUE READING
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