• DocumentCode
    55572
  • Title

    A Novel Method for Calculating Service Reputation

  • Author

    Yan Wu ; Chungang Yan ; ZhiJun Ding ; Guanjun Liu ; Pengwei Wang ; Changjun Jiang ; Mengchu Zhou

  • Author_Institution
    Key Lab. of Embedded Syst. & Service Comput., Tongji Univ., Shanghai, China
  • Volume
    10
  • Issue
    3
  • fYear
    2013
  • fDate
    Jul-13
  • Firstpage
    634
  • Lastpage
    642
  • Abstract
    Owing to their rapid development, services are increasing rapidly in quantity. The consequence is that there are so many services that share the same or similar functions. Therefore, it is important to select a credible and optimal service. Reputation as one of the important parameters of services plays a significant role in the decision support for service selection. This paper proposes a novel two-phase method to calculate service reputation. The first phase uses a dynamic weight formula to calculate reputation such that it can reflect the latest tendency of a service. The second one uses an olfactory response formula to mitigate the negative effect of unfair ratings. Some experiments are conducted and the results validate the effectiveness of the proposed method.
  • Keywords
    Web services; decision support systems; electronic commerce; particle swarm optimisation; Web service; credible service selection; decision support; dynamic weight formula; electronic commerce; olfactory response formula; optimal service selection; service reputation calculation; two-phase method; unfair rating negative effect mitigation; Bayesian methods; Fading; Fatigue; Hidden Markov models; Olfactory; Quality of service; Web services; Business; electronic commerce; olfactory response; particle swarm optimization; performance evaluation; service reputation; web service; workflow;
  • fLanguage
    English
  • Journal_Title
    Automation Science and Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1545-5955
  • Type

    jour

  • DOI
    10.1109/TASE.2013.2238231
  • Filename
    6461455