• DocumentCode
    460759
  • Title

    Multi-Class Prediction of Weighted Support Vector Machine Based on Temporal Data

  • Author

    Meng, Zhiqing ; Peng, Lifang ; Zhou, Gengui ; Zhu, Yihua

  • Author_Institution
    Coll. of Bus. & Adm., Zhejiang Univ. of Technol.
  • Volume
    1
  • fYear
    2006
  • fDate
    Nov. 2006
  • Firstpage
    73
  • Lastpage
    77
  • Abstract
    In this paper, we discuss a problem of multi-classification on temporal data. First, we present a classification model. According to the characteristic of temporal data and the need of the fact, we propose a weighted support vector multi-classification algorithm and analyze its classification performance theoretically. This algorithm introduces weight factors for samples and classes. Finally, experiments show that our proposed algorithm can effectively solve the misclassification problems and improves the correctness of multi-classification
  • Keywords
    pattern classification; support vector machines; temporal databases; misclassification problem; multiclass prediction; temporal data multiclassification; weighted support vector machine; Association rules; Data mining; Databases; Demand forecasting; Economic forecasting; Educational institutions; Marketing and sales; Support vector machine classification; Support vector machines; Weather forecasting;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Security, 2006 International Conference on
  • Conference_Location
    Guangzhou
  • Print_ISBN
    1-4244-0605-6
  • Electronic_ISBN
    1-4244-0605-6
  • Type

    conf

  • DOI
    10.1109/ICCIAS.2006.294093
  • Filename
    4072046