NATIONAL UNIVERSITY OF SINGAPORE School of Computing PH.D DEFENCE - PUBLIC SEMINAR

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چکیده

Automatic Speech Recognition (ASR) has been one of the most popular research areas in computer science. Many state-of-the-art ASR systems still use the Hidden Markov Model (HMM) for acoustic modelling due to its efficient training and decoding. HMM state output probability of an observation is assumed to be independent of the other states and the surrounding observations. Since temporal correlation between observations exists due to the nature of speech, this assumption is poorly made for speech signal. Although the use of the dynamic parameters and the Gaussian mixture models (GMM) has greatly improved the system performance, implicitly or explicitly modelling the trajectory temporal correlation can potentially improve the ASR systems.

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تاریخ انتشار 2014