Title :
Comparative Evaluation of Speech Parameterizations for Speech Recognition
Author :
Mporas, Iosif ; Ganchev, Todor ; Siafarikas, Mihalis ; Kostoulas, Theodoros
Author_Institution :
Univ. of Patras, Rion-Patras
Abstract :
In this work, we present comparative evaluation of the practical value of some recently proposed speech parameterizations on the speech recognition task. Specifically, in a common experimental setup we evaluate recent discrete wavelet-packet transform (DWPT)-based speech features against traditional techniques, such as the Mel-frequency cepstral coefficients (MFCC) and perceptual linear predictive (PLP) cepstral coefficients that presently dominate the speech recognition field. The relative ranking of eleven sets of speech features is presented.
Keywords :
discrete wavelet transforms; speech recognition; Mel-frequency cepstral coefficients; discrete wavelet-packet transform; perceptual linear predictive cepstral coefficients; speech parameterizations; speech recognition; Artificial intelligence; Bandwidth; Cepstral analysis; Filters; Hidden Markov models; Mel frequency cepstral coefficient; Speech analysis; Speech recognition; Wavelet packets; Wire;
Conference_Titel :
Tools with Artificial Intelligence, 2007. ICTAI 2007. 19th IEEE International Conference on
Conference_Location :
Patras
Print_ISBN :
978-0-7695-3015-4
DOI :
10.1109/ICTAI.2007.29