• DocumentCode
    3442525
  • Title

    On the use of lattices for the automatic generation of pronunciations

  • Author

    Deligne, Subine ; Mangu, Lidia

  • Author_Institution
    IBM T. J. Watson Res. Center, Yorktown Heights, NY, USA
  • Volume
    1
  • fYear
    2003
  • fDate
    6-10 April 2003
  • Abstract
    In this paper, we explore the use of lattices to generate pronunciations for speech recognition based on the observation of a few (say one or two) speech utterances of a word. Various search strategies are investigated in combination with schemes where single or multiple pronunciations are generated for each speech utterance. In our experiments, a strategy that combines merging time-overlapping links in a context-dependent subphone lattice and generating multiple pronunciations provides the best recognition accuracy. This results in average relative gains of 30% over the generation of single pronunciations using a Viterbi search.
  • Keywords
    maximum likelihood estimation; speech recognition; Viterbi search; automatic generation; average relative gains; context-dependent subphone lattice; lattices; multiple pronunciations; recognition accuracy; search strategies; speech recognition; speech utterances; time-overlapping links; Cepstral analysis; Context modeling; Decision trees; Gaussian distribution; Gaussian processes; Lattices; Merging; Speech recognition; Viterbi algorithm; Vocabulary;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7663-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.2003.1198752
  • Filename
    1198752