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An Appropriate Parallel HMM for Speaker-Independent Speech Recognition
一种适于非特定人语音识别的并行隐马尔可夫模型

Keywords: Speaker-independent speech recognition,Continuous Hidden Markov Model(CHMM),Parallel Markov chain
非特定人语音识别
,连续隐马尔可夫模型,并行马尔可夫链

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Abstract:

In this paper Parallel Hidden Markov Model(PHMM)made up of several parallel Markov chains is proposed to fit in with speaker-independent speech recognition. The performance is improved because of the fusion of different models from classification based speech recognition. By sharing states of fused models, making classification automatically during training and getting result from all classifications, the amount of storage and operation can be decreased. The experiment for speaker-independent recognition of mandarin isolated digit shows that the PHMM improves the recognition performance and noise robustness.

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