• DocumentCode
    118136
  • Title

    A clustering analysis of Chinese consonants based on functional load

  • Author

    Bin Wu ; Jinsong Zhang ; Yanlu Xie

  • Author_Institution
    Coll. of Inf. Sci., Beijing Language & Culture Univ., Beijing, China
  • fYear
    2014
  • fDate
    9-12 Dec. 2014
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    This paper attempts to provide some insights about the relationship between the differentiability and the classification importance of consonants in Chinese speech communication. The two characteristics can be modelled by the perceptual distance and the functional load respectively. We have a clustering analysis of Chinese consonants based on functional load (FL) relied on mutual information (MI) between the text and its phoneme transcription. Then we compare our clustering result with that based on the perceptual distance by articulation tests. By experimenting on the Chinese newspaper corpus with millions of sentences, we find most phonemes at the same place of articulation with different manners tend to have large FLs pairwise. It is consistent with the result that those phonemes tend to have long perceptual distance pairwise.
  • Keywords
    natural language processing; pattern clustering; signal classification; speech processing; text analysis; Chinese newspaper corpus; Chinese speech communication; articulation tests; clustering analysis; consonants classification importance; differentiability; functional load; mutual information; perceptual distance pairwise; phoneme transcription; text analysis; Abstracts; Decision support systems; Indexes; Load modeling; Mutual information; Oral communication; clustering analysis; functional load; perception;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Asia-Pacific Signal and Information Processing Association, 2014 Annual Summit and Conference (APSIPA)
  • Conference_Location
    Siem Reap
  • Type

    conf

  • DOI
    10.1109/APSIPA.2014.7041637
  • Filename
    7041637