• DocumentCode
    60517
  • Title

    Characterizing Phonetic Transformations and Acoustic Differences Across English Dialects

  • Author

    Chen, Nancy F. ; Tam, Sharon W. ; Wade Shen ; Campbell, J.P.

  • Author_Institution
    Human Language Technol., MIT Lincoln Lab., Lexington, MA, USA
  • Volume
    22
  • Issue
    1
  • fYear
    2014
  • fDate
    Jan. 2014
  • Firstpage
    110
  • Lastpage
    124
  • Abstract
    In this work, we propose a framework that automatically discovers dialect-specific phonetic rules. These rules characterize when certain phonetic or acoustic transformations occur across dialects. To explicitly characterize these dialect-specific rules, we adapt the conventional hidden Markov model to handle insertion and deletion transformations. The proposed framework is able to convert pronunciation of one dialect to another using learned rules, recognize dialects using learned rules, retrieve dialect-specific regions, and refine linguistic rules. Potential applications of our proposed framework include computer-assisted language learning, sociolinguistics, and diagnosis tools for phonological disorders.
  • Keywords
    hidden Markov models; natural language processing; speech recognition; English dialects; acoustic transformations; computer-assisted language learning; deletion transformations; dialect recognition; dialect-specific phonetic rules; hidden Markov model; insertion transformations; learned rules; phonetic transformation characterization; phonological disorder diagnosis tools; refine linguistic rules; sociolinguistics; Acoustics; Adaptation models; Hidden Markov models; Pragmatics; Speech; Speech processing; Speech recognition; Accent; informative dialect recognition; phonological rules; phonotactic modeling; pronunciation model;
  • fLanguage
    English
  • Journal_Title
    Audio, Speech, and Language Processing, IEEE/ACM Transactions on
  • Publisher
    ieee
  • ISSN
    2329-9290
  • Type

    jour

  • DOI
    10.1109/TASLP.2013.2285482
  • Filename
    6642105