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Mobile Multimedia Communications. 14th EAI International Conference, Mobimedia 2021, Virtual Event, July 23-25, 2021, Proceedings

Research Article

Vendor-Based Privacy-Preserving POI Recommendation Network

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  • @INPROCEEDINGS{10.1007/978-3-030-89814-4_34,
        author={Longyin Cui and Xiwei Wang and Jun Zhang},
        title={Vendor-Based Privacy-Preserving POI Recommendation Network},
        proceedings={Mobile Multimedia Communications. 14th EAI International Conference, Mobimedia 2021, Virtual Event, July 23-25, 2021, Proceedings},
        proceedings_a={MOBIMEDIA},
        year={2021},
        month={11},
        keywords={Recommender system Privacy-preserving Virtual user Recommendation network},
        doi={10.1007/978-3-030-89814-4_34}
    }
    
  • Longyin Cui
    Xiwei Wang
    Jun Zhang
    Year: 2021
    Vendor-Based Privacy-Preserving POI Recommendation Network
    MOBIMEDIA
    Springer
    DOI: 10.1007/978-3-030-89814-4_34
Longyin Cui1,*, Xiwei Wang2, Jun Zhang1
  • 1: University of Kentucky
  • 2: Northeastern Illinois University
*Contact email: lcu225@uky.edu

Abstract

Point-of-interest (POI) recommendation services are growing in popularity due to the choice overloading and overwhelming information in modern life. However, frequent data leakage and hacking attacks are reducing people’s confidence. The awareness of privacy issues is multiplying among both the customers and service providers. This paper proposes a localized POI recommendation scheme combined with clustering techniques and introduces the concept of “virtual users” to protect user privacy without sacrificing too much accuracy.

Keywords
Recommender system Privacy-preserving Virtual user Recommendation network
Published
2021-11-02
Appears in
SpringerLink
http://dx.doi.org/10.1007/978-3-030-89814-4_34
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