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
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;
Journal_Title :
Audio, Speech, and Language Processing, IEEE/ACM Transactions on
DOI :
10.1109/TASLP.2013.2285482