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- W2390573119 abstract "A method of applying support vector machine (SVM) in speech recognition was proposed, and a speech recognition system for mandarin digits was built up by SVMs. In the system, vectors were linearly extracted from speech feature sequence to make up time-aligned input patterns for SVM, and the decisions of several 2-class SVM classifiers were employed for constructing an N-class classifier. Four kinds of SVM kernel functions were compared in the experiments of speaker-independent speech recognition of mandarin digits. And the kernel of radial basis function has the highest accurate rate of 99.33%, which is better than that of the baseline system based on hidden Markov models (HMM) (97.08%). And the experiments also show that SVM can outperform HMM especially when the samples for learning were very limited." @default.
- W2390573119 created "2016-06-24" @default.
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- W2390573119 date "2005-01-01" @default.
- W2390573119 modified "2023-09-26" @default.
- W2390573119 title "Mandarin Digits Speech Recognition Using Support Vector Machines" @default.
- W2390573119 hasPublicationYear "2005" @default.
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