• DocumentCode
    1092944
  • Title

    Generation of Phonetic Units for Mixed-Language Speech Recognition Based on Acoustic and Contextual Analysis

  • Author

    Huang, Chien-Lin ; Wu, Chung-Hsien

  • Volume
    56
  • Issue
    9
  • fYear
    2007
  • Firstpage
    1225
  • Lastpage
    1233
  • Abstract
    This work presents a novel approach to generating phonetic units in order to recognize mixed-language or multilingual speech. Acoustic and contextual analysis is performed to characterize multilingual phonetic units for phone set creation. Acoustic likelihood is utilized for similarity estimation of phone models. The hyperspace analog to language (HAL) model is adopted for contextual modeling and contextual similarity estimation. A confusion matrix combining acoustic and contextual similarities between every two phonetic units is built for phonetic unit clustering. Multidimensional scaling (MDS) method is applied to the confusion matrix for reducing dimensionality. Experimental results indicate that the created phonetic set provides a compact and robust set that considers acoustic and contextual information for mixed-language or multilingual speech recognition.
  • Keywords
    Context modeling; Fusion power generation; Maximum likelihood estimation; Multidimensional systems; Natural languages; Performance analysis; Robustness; Speech analysis; Speech processing; Speech recognition; Mixed-language speech recognition; hyperspace analog to language; multidimensional scaling; phonetic unit;
  • fLanguage
    English
  • Journal_Title
    Computers, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9340
  • Type

    jour

  • DOI
    10.1109/TC.2007.1064
  • Filename
    4288089