Dynamic time warping

Template matching is an alternative to perform speech recognition. However, the template matching encountered problems due to speaking rate variability, in which there exist timing differences between the two utterances. Speech has a constantly changing signal, thus it is almost impossible to get th...

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Main Authors: Sudirman, Rubita, Khalid, Khairul Nadiah
Format: Book Section
Language:English
Published: Penerbit UTM 2008
Subjects:
Online Access:http://eprints.utm.my/id/eprint/31021/1/RubitaSudirman2008_DynamicTimeWarping.pdf
http://eprints.utm.my/id/eprint/31021/
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Institution: Universiti Teknologi Malaysia
Language: English
id my.utm.31021
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spelling my.utm.310212017-08-02T07:50:56Z http://eprints.utm.my/id/eprint/31021/ Dynamic time warping Sudirman, Rubita Khalid, Khairul Nadiah TK Electrical engineering. Electronics Nuclear engineering Template matching is an alternative to perform speech recognition. However, the template matching encountered problems due to speaking rate variability, in which there exist timing differences between the two utterances. Speech has a constantly changing signal, thus it is almost impossible to get the same signal for two same utterances. The problem of time differences can be solved through DTW algorithm: warping the template with the test utterance based on their similarities. So, DTW algorithm actually is a procedure, which combines both warping and distance measurement. DTW is considered as one effective method in speech pattern recognition, however the bad side of this method is that it requires a long processing time plus large storage capacity, especially for real time recognitions. Penerbit UTM 2008 Book Section PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/31021/1/RubitaSudirman2008_DynamicTimeWarping.pdf Sudirman, Rubita and Khalid, Khairul Nadiah (2008) Dynamic time warping. In: Speech : Current Feature & Exraction Methods. Penerbit UTM, Skudai, Johor Bahru, pp. 31-42. ISBN 978-983-52-0650-4
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Sudirman, Rubita
Khalid, Khairul Nadiah
Dynamic time warping
description Template matching is an alternative to perform speech recognition. However, the template matching encountered problems due to speaking rate variability, in which there exist timing differences between the two utterances. Speech has a constantly changing signal, thus it is almost impossible to get the same signal for two same utterances. The problem of time differences can be solved through DTW algorithm: warping the template with the test utterance based on their similarities. So, DTW algorithm actually is a procedure, which combines both warping and distance measurement. DTW is considered as one effective method in speech pattern recognition, however the bad side of this method is that it requires a long processing time plus large storage capacity, especially for real time recognitions.
format Book Section
author Sudirman, Rubita
Khalid, Khairul Nadiah
author_facet Sudirman, Rubita
Khalid, Khairul Nadiah
author_sort Sudirman, Rubita
title Dynamic time warping
title_short Dynamic time warping
title_full Dynamic time warping
title_fullStr Dynamic time warping
title_full_unstemmed Dynamic time warping
title_sort dynamic time warping
publisher Penerbit UTM
publishDate 2008
url http://eprints.utm.my/id/eprint/31021/1/RubitaSudirman2008_DynamicTimeWarping.pdf
http://eprints.utm.my/id/eprint/31021/
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