DocumentCode :
3133704
Title :
A continuous Putonghua recognizer
Author :
Wong, Pak-Kwong ; Chan, Chorkin
Author_Institution :
Dept. of Comput. Sci., Hong Kong Univ., Hong Kong
Volume :
2
fYear :
1997
fDate :
2-4 Jul 1997
Firstpage :
889
Abstract :
A multi-speaker continuous Putonghua recognizer has been developed composing of 20 speaker-dependent recognizer as sub-systems. Each sub-system is a network of hidden Markov models modeling triphones as the fundamental speech units. Over 3 GB of speech data have been collected for training from twenty native Putonghua speakers reading carefully designed tests trying to include all phone-to-phone transitions in Putonghua. A Viterbi path search yields the best speech unit sequence over the HMMnet for each unknown input utterance which is then passed down to a language model for post-processing. The most suitable word sequence is determined by means of the bigram statistics of 470 word classes covering a vocabulary of over 80,000 words. An enrollment process is required for each new user to select the most suitable speaker-dependent system among the 20 sub-systems according to their recognition performance on a small quantity of speech data collected from the user
Keywords :
hidden Markov models; natural languages; search problems; speech recognition; statistical analysis; HMMnet; Viterbi path search; bigram statistics; enrollment process; hidden Markov models; input utterance; language model; multi-speaker continuous Putonghua recognizer; phone-to-phone transitions; post-processing; recognition performance; speaker-dependent recognizer; speaker-dependent system; speech data; speech unit sequence; speech units; subsystems; training; triphones; vocabulary; word classes; word sequence; Aging; Application specific processors; Cloning; Computer science; Databases; Hidden Markov models; Sampling methods; Speech processing; Speech recognition; Vocabulary;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Digital Signal Processing Proceedings, 1997. DSP 97., 1997 13th International Conference on
Conference_Location :
Santorini
Print_ISBN :
0-7803-4137-6
Type :
conf
DOI :
10.1109/ICDSP.1997.628503
Filename :
628503
Link To Document :
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