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Dynamic Time Warping’s New Youth
Published on Sep 18, 20125452 Views
Before the use of Hidden Markov Models (HMM) became ubiquitous in speech‐related applications, pattern matching algorithms like the well known Dynamic Time Warping (DTW) algorithm [1] were extensiv
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Chapter list
Dynamic Time Warping’s new Youth00:00
Outline00:06
Before DTW00:54
Dynamic Time Warping - DTW02:53
Dynamic Time Warping (II)03:26
Warping constraints04:11
Warping constraints (II)04:55
Seminal works in DTW05:42
Even before ...06:50
And ...07:52
Substitution by HMM’s08:57
DTW vs. ASR for Speech Recognition10:06
The Zero-Resource Setting12:09
Calling DTW back13:10
From DTW to subsequence matching13:42
DTW-based subsequence matching14:02
Segmental DTW14:56
"Image-based" DTW15:33
Automatic motif discovery16:19
Music structure analysis16:46
Unbounded-DTW (1)17:37
Unbounded-DTW (2)18:12
The search for speed and scalability18:32
(Some) applications of the technology20:20
Conclusion22:29
References23:10
References (II)23:12