• DocumentCode
    1874122
  • Title

    Automatic speaker recognition using dynamic Bayesian network

  • Author

    Sang, Lifeng ; Wu, Zhaohui ; Yang, Yingchun ; Zhang, Wanfeng

  • Author_Institution
    Dept. of Comput. Sci. & Technol., Zhejiang Univ., Hangzhou, China
  • Volume
    3
  • fYear
    2003
  • fDate
    6-9 July 2003
  • Abstract
    This paper presents a novel approach to automatic speaker recognition using dynamic Bayesian network (DBN). DBNs have a precise and well-understand probabilistic semantics, and it has the ability to incorporate prior knowledge, to represent arbitrary non-linearities, and to handle hidden variables and missing data in a principled way with high extensibility. Experimental evaluation over YOHO corpus shows promising results compared to other classical methods.
  • Keywords
    belief networks; probability; speaker recognition; arbitrary nonlinearity; automatic speaker recognition; dynamic Bayesian network; hidden variable; missing data; probabilistic semantics; Bayesian methods; Computer science; Heuristic algorithms; Hidden Markov models; Knowledge representation; Probability; Signal processing algorithms; Speaker recognition; Speech recognition; Vector quantization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo, 2003. ICME '03. Proceedings. 2003 International Conference on
  • Print_ISBN
    0-7803-7965-9
  • Type

    conf

  • DOI
    10.1109/ICME.2003.1221386
  • Filename
    1221386