Title :
Fuzzy smoothing of HMM parameters using the Parzen window
Author :
Dai, Jiejian ; Tyler, J.E.M. ; MacKenzie, I.G.
Author_Institution :
Dept. of Comput. Sci., Nanjing Univ., China
Abstract :
Presents a parameter-smoothing technique for discrete hidden Markov models in speech recognition using fuzzy vector quantisation and the Parzen window. The technique is compared with existing smoothing techniques by experiments with speaker-independent isolated word recognition. The results suggest that this technique is more effective than the others in terms of improved recognition.
Keywords :
fuzzy logic; hidden Markov models; speech coding; speech recognition; vector quantisation; HMM parameters; Parzen window; discrete hidden Markov models; fuzzy vector quantisation; parameter-smoothing technique; speaker-independent isolated word recognition; speech coding; speech recognition;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19931272