• DocumentCode
    2191443
  • Title

    A Novel Chinese Mandarin Speech Indexing Method Based on Confusion Network Using Tone Information

  • Author

    Huang, Xiangsong ; Zhao, Chunhui ; Pan, Dapeng ; Liu, Baisen

  • Author_Institution
    Coll. of Inf. & Commun. Eng., Harbin Eng. Univ., Harbin, China
  • fYear
    2009
  • fDate
    24-26 Sept. 2009
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    We proposed a novel method for Chinese Mandarin speech indexing on the basis of confusion network in this paper. Chinese Mandarin is a tonal language which has 5 basic tones including neutral tone. The method utilized this characteristic of Chinese to model tone. Firstly, we obtained a tonal syllable confusion network (CN) through a conversion after an introduction of traditional lattice. Subsequently, we used MSD-HMM model to get a tone model, with the use of which we merge the CN into an acoustic model. Finally we got our best speech indexing system with a precision of 84.6%. The experiment results showed that the merged confusion network system had a better performance comparing with the former system with an improvement of 4.2%. And the run speed of CN can be nearly 5 times faster than the traditional lattice.
  • Keywords
    hidden Markov models; natural language processing; speech processing; Chinese Mandarin speech indexing method; MSD-HMM model; tonal language; tonal syllable confusion network; tone information; Acoustic signal detection; Educational institutions; Electronic mail; Hidden Markov models; IP networks; Indexing; Lattices; Natural languages; Space technology; Speech processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wireless Communications, Networking and Mobile Computing, 2009. WiCom '09. 5th International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-3692-7
  • Electronic_ISBN
    978-1-4244-3693-4
  • Type

    conf

  • DOI
    10.1109/WICOM.2009.5305414
  • Filename
    5305414