• DocumentCode
    2261294
  • Title

    LR-parser-driven Viterbi search with hypotheses merging mechanism using context-dependent phone models

  • Author

    Yamada, Tomokazu ; Sagayama, Shigeki

  • Author_Institution
    NTT Human Interface Labs., Kanagawa, Japan
  • Volume
    4
  • fYear
    1996
  • fDate
    3-6 Oct 1996
  • Firstpage
    2103
  • Abstract
    Describes a Viterbi search algorithm for continuous speech recognition using context-dependent phone models under the constraint defined by a context-free grammar (CFG). It is based on a frame-synchronous LR parser which dynamically generates a finite state network (FSN) from the CFG with an efficient path merging mechanism. Full context dependency (intra- and inter-word context) is taken into account in the likelihood calculation process. This paper first describes the algorithm and the processing mechanism, then compares the experimental results of our algorithm and the conventional tree-based HMM-LR speech recognition algorithm which uses HMMs and an LR parser in phone-synchronous processing. The experiments show that our algorithm runs faster than the conventional HMM-LR algorithm with an equivalent recognition accuracy
  • Keywords
    Viterbi detection; context-free grammars; finite state machines; merging; speech recognition; tree searching; HMM-LR algorithm; Viterbi search algorithm; context-dependent phone models; context-free grammar; continuous speech recognition; finite state network generation; frame-synchronous left-right parser; full context dependency; hidden Harkov models; hypotheses merging mechanism; inter-word context; intra-word context; likelihood calculation; path merging mechanism; phone-synchronous processing; recognition accuracy; tree-based speech recognition algorithm; Cities and towns; Context modeling; Electronic mail; Hidden Markov models; Humans; Laboratories; Merging; Natural language processing; Speech recognition; Viterbi algorithm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Spoken Language, 1996. ICSLP 96. Proceedings., Fourth International Conference on
  • Conference_Location
    Philadelphia, PA
  • Print_ISBN
    0-7803-3555-4
  • Type

    conf

  • DOI
    10.1109/ICSLP.1996.607217
  • Filename
    607217