Title :
Integrating time-delay neural networks and fuzzy HMM for phoneme-based word recognition
Author :
Jang, C.S. ; Un, C.K.
Author_Institution :
Commun. Res. Lab., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
Abstract :
A speech recognition technique based on integrating time-delay neural networks and fuzzy mapping to hidden Markov models is presented. The activations from the second hidden layer of time-delay neural networks are used as outputs of a fuzzy vector quantiser (FVQ). The proposed method yields a higher recognition rate than time-delay neural networks and hidden Markov models.
Keywords :
delays; fuzzy set theory; hidden Markov models; neural nets; speech recognition; vector quantisation; fuzzy HMM; fuzzy mapping; fuzzy vector quantiser; hidden Markov models; phoneme-based word recognition; recognition rate; second hidden layer; speech recognition technique; time-delay neural networks;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19921492