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Fuzzy information granules in time series data

✍ Scribed by Michael R. Berthold; Marco Ortolani; David Patterson; Frank Höppner; Ondine Callan; Heiko Hofer

Publisher
John Wiley and Sons
Year
2004
Tongue
English
Weight
309 KB
Volume
19
Category
Article
ISSN
0884-8173

No coin nor oath required. For personal study only.

✦ Synopsis

Often, it is desirable to represent a set of time series through typical shapes in order to detect common patterns. The algorithm presented here compares pieces of a different time series in order to find such similar shapes. The use of a fuzzy clustering technique based on fuzzy c-means allows us to detect shapes that belong to a certain group of typical shapes with a degree of membership. Modifications to the original algorithm also allow this matching to be invariant with respect to a scaling of the time series. The algorithm is demonstrated on a widely known set of data taken from the electrocardiogram (ECG) rhythm analysis experiments performed at the Massachusetts Institute of Technology (MIT) laboratories and on data from protein mass spectrography.

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