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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Online Access: | http://eprints.utm.my/id/eprint/31021/1/RubitaSudirman2008_DynamicTimeWarping.pdf http://eprints.utm.my/id/eprint/31021/ |
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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 |
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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. |
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Book Section |
author |
Sudirman, Rubita Khalid, Khairul Nadiah |
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Sudirman, Rubita Khalid, Khairul Nadiah |
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Sudirman, Rubita |
title |
Dynamic time warping |
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Dynamic time warping |
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Dynamic time warping |
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Dynamic time warping |
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Dynamic time warping |
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dynamic time warping |
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Penerbit UTM |
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2008 |
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http://eprints.utm.my/id/eprint/31021/1/RubitaSudirman2008_DynamicTimeWarping.pdf http://eprints.utm.my/id/eprint/31021/ |
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