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
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;
Conference_Titel :
Asia-Pacific Signal and Information Processing Association, 2014 Annual Summit and Conference (APSIPA)
Conference_Location :
Siem Reap
DOI :
10.1109/APSIPA.2014.7041637