• DocumentCode
    323524
  • Title

    A new decoder based on a generalized confidence score

  • Author

    Koo, Myoung- Wan ; Lee, Chin-Hui ; Juang, Biing-hwang

  • Author_Institution
    Lucent Technols., Bell Labs., Murray Hill, NJ, USA
  • Volume
    1
  • fYear
    1998
  • fDate
    12-15 May 1998
  • Firstpage
    213
  • Abstract
    We propose a new decoder based on a generalized confidence score. The generalized confidence score is defined as a product of confidence scores obtained from confidence information sources such as likelihood, likelihood ratio, duration, duration ratio, language model probabilities, supra-segmental information, etc. All confidence information sources are converted into confidence scores by a confidence pre-processor. We show an extended hybrid decoder as an example of the decoder based on the generalized confidence score. The extended hybrid decoder uses multi-level confidence scores such as frame-level, phone-level, and word-level likelihood ratios, while the conventional hybrid decoder uses the frame-level confidence score. The experimental result shows that the extended decoder gives a better result than the conventional hybrid decoder, particularly in dealing with out-of-vocabulary words or out-of-task sentences
  • Keywords
    decoding; hidden Markov models; probability; speech coding; speech recognition; HMM; confidence information sources; confidence pre-processor; continuous density hidden Markov models; decoder; duration; duration ratio; experiment; extended hybrid decoder; frame-level; generalized confidence score; language model probabilities; likelihood; likelihood ratio; multi-level confidence scores; out-of-task sentences; out-of-vocabulary words; phone-level; speech recognition; supra-segmental information; word-level likelihood ratio; Acoustic beams; Decision making; Decoding; Dynamic range; Hidden Markov models; Multimedia communication; Speech recognition; Statistics; Telecommunications;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
  • Conference_Location
    Seattle, WA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-4428-6
  • Type

    conf

  • DOI
    10.1109/ICASSP.1998.674405
  • Filename
    674405