• DocumentCode
    3660154
  • Title

    A matrix factorization based trust factors model

  • Author

    Suhuan Sun;Changwei Zhao;Zhiyong Zhang

  • Author_Institution
    School of Information Engineering, Henan University of Science &
  • fYear
    2015
  • Firstpage
    803
  • Lastpage
    808
  • Abstract
    Considering the complexity of trust among users, we presented a new trust factor model. In this model, trust relationships among users are represented as an adjacent matrix, and trust matrix can be decomposed into two low rank dimensionality matrixes, which are trust factor matrix of users and trusted factor matrix by users, through matrix factorization in this model. User-to-user trust values are computed as inner products of corresponding vectors., Trust users can be identified according sorts of trust values. The model can give consideration to the global structure and finer-grained characteristics of trust. The experimental results show that this model has higher accuracy of trust identification and efficiency in prediction stage. The Trust factors model not only reflect users´ characteristics of trust and trusted, but also can be used to explain trust propagation in trust chain.
  • Keywords
    "Social network services","Sparse matrices","Computational modeling","Peer-to-peer computing","Matrix decomposition","Prediction algorithms","Buildings"
  • Publisher
    ieee
  • Conference_Titel
    Information and Automation, 2015 IEEE International Conference on
  • Type

    conf

  • DOI
    10.1109/ICInfA.2015.7279394
  • Filename
    7279394