DocumentCode
1102383
Title
Comparative study of nonlinear time warping techniques in isolated word speech recognition systems
Author
Waibel, A. ; Yegnanarayana, B.
Author_Institution
Carnegie-Mellon University, Pittsburgh, PA, USA
Volume
31
Issue
6
fYear
1983
fDate
12/1/1983 12:00:00 AM
Firstpage
1582
Lastpage
1586
Abstract
In this paper, the effects of two major design choices on the performance of an isolated word speech recognition system are examined in detail. They are: 1) the choice of a warping algorithm among the Itakura asymmetric, the Sakoe and Chiba symmetric, and the Sakoe and Chiba asymmetric, and 2) the size of the warping window to reduce computation time. Two vocabularies were used: the digits (zero, one,..., nine) and a highly confusable subset of the alphabet (b, c, d, e, g, p, t, v, z). The Itakura asymmetric warping algorithm appears to be slightly better than the other two for the confusable vocabulary. We discuss the reasons why the performance of the algorithms is vocabulary dependent. Finally, for the data used in our experiments, a warping window of about 100 ms appears to be optimal.
Keywords
Acoustic signal processing; Algorithm design and analysis; Computer science; Databases; Signal processing algorithms; Space technology; Speech processing; Speech recognition; Testing; Vocabulary;
fLanguage
English
Journal_Title
Acoustics, Speech and Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
0096-3518
Type
jour
DOI
10.1109/TASSP.1983.1164241
Filename
1164241
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