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Exact Indexing of Dynamic Time Warping (2002)

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by Eamonn Keogh
Citations:350 - 34 self
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BibTeX

@MISC{Keogh02exactindexing,
    author = {Eamonn Keogh},
    title = {Exact Indexing of Dynamic Time Warping},
    year = {2002}
}

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Abstract

The problem of indexing time series has attracted much research interest in the database community. Most algorithms used to index time series utilize the Euclidean distance or some variation thereof. However is has been forcefully shown that the Euclidean distance is a very brittle distance measure. Dynamic Time Warping (DTW) is a much more robust distance measure for time series, allowing similar shapes to match even if they are out of phase in the time axis.

Keyphrases

dynamic time warping    exact indexing    euclidean distance    time series    time axis    much research interest    brittle distance measure    database community    index time series    robust distance measure    similar shape    variation thereof   

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