• DocumentCode
    583079
  • Title

    PIM: A Policy-Based Incentive Mechanism for Promoting Honest Recommendations in Reputation Systems

  • Author

    Chang, Junsheng ; Xu, Weixia ; Pang, Zhengbin ; Zhang, Jun ; Yin, Gang

  • Author_Institution
    Sch. of Comput., Nat. Univ. of Defense Technol., Changsha, China
  • fYear
    2012
  • fDate
    27-29 Oct. 2012
  • Firstpage
    391
  • Lastpage
    397
  • Abstract
    The efficiency of the reputation mechanism fully depends on the number of received recommendations and the quality of each of them, but a peer may not be willing to provide honest recommendations actively in order to maximize his revenues. Therefore, this paper presents a Policy-based Incentive Mechanism (PIM) implemented through a fair differential service mechanism. To achieve this goal, first, we define two parameters that can be used to create service differentiation in reputation information exchange, namely, level of participation and recommendation credibility. These two parameters identify the peer´s behavior characteristics in reputation system. We take the interest of peers into account when computing the levels of their participation so as not to falsely classify these active peers of lacking experiences as inactive ones. Second, based on the above two parameters, we propose a simple but effective reputation information exchange protocol to elicit sufficient and honest participation. Theoretical analyses and simulations show that, the incentive mechanism can stimulate rational peers to send honest recommendations actively and lay a foundation for getting an accurate reputation evaluation.
  • Keywords
    incentive schemes; protocols; recommender systems; PIM; differential service mechanism; honest recommendations; information exchange protocol; policy-based incentive mechanism; reputation information exchange; reputation systems; service differentiation; Computational modeling; History; Peer to peer computing; Protocols; Support vector machine classification; Vectors; incentive mechanism; recommendation; reputation system;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Information Technology (CIT), 2012 IEEE 12th International Conference on
  • Conference_Location
    Chengdu
  • Print_ISBN
    978-1-4673-4873-7
  • Type

    conf

  • DOI
    10.1109/CIT.2012.92
  • Filename
    6391932