• DocumentCode
    2481901
  • Title

    Study on electronic commerce recommendation system by CBR and AIS

  • Author

    Chang, Chunguang ; Zhu, Yunlong ; Guo, Haifeng ; Zhou, Xiaoming

  • Author_Institution
    Adv. Manuf. Technol. Lab., Chinese Acad. of Sci., Shenyang
  • fYear
    2008
  • fDate
    25-27 June 2008
  • Firstpage
    2110
  • Lastpage
    2114
  • Abstract
    To improve the performance of electronic commerce recommendation system (ECRS), the system implement frame by case-based reasoning (CBR) and artificial immune system (AIS) is proposed. The inner mechanism of AIS is analyzed, in leaning subsystem of ECRS, the AIS implement cycles such as antigen identifying, initial antibody population generating, affinity calculating, clone selecting, population updating and so on are studied. The key techniques of CBR for reasoning subsystem of ECRS such as case representation, case retrieval, case adaptation and case maintenance are introduced. The ECRS is tested by history record information of some Website, the result demonstrates that both the recommendation accuracy and reasoning response velocity are improved, the ECRS frame based on CBR and AIS is a potent one.
  • Keywords
    Internet; artificial immune systems; case-based reasoning; electronic commerce; information retrieval; Web site; affinity calculation; antigen identification; artificial immune system; case adaptation; case maintenance; case representation; case retrieval; case-based reasoning; clone selection; electronic commerce recommendation system; initial antibody population generation; leaning subsystem; population updating; Artificial immune systems; Biology computing; Electronic commerce; Filtering; Immune system; Laboratories; Manufacturing automation; Pattern recognition; Real time systems; Stability; Artificial immune system; cased-based reasoning; electronic commerce; recommendation system;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
  • Conference_Location
    Chongqing
  • Print_ISBN
    978-1-4244-2113-8
  • Electronic_ISBN
    978-1-4244-2114-5
  • Type

    conf

  • DOI
    10.1109/WCICA.2008.4593249
  • Filename
    4593249