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Benchmarking Dynamic Time Warping on Nearest Neighbor Classification of Electrocardiograms
Stockholm University, Faculty of Social Sciences, Department of Computer and Systems Sciences.
2014 (English)In: Proceedings of the 7th International Conference on PErvasive Technologies Related to Assistive Environments, ACM Press, 2014Conference paper, Published paper (Refereed)
Abstract [en]

The human cardiovascular system is a complicated structure that has been the focus of research in many different domains, such as medicine, biology, as well as computer science. Due to the complexity of the heart, even nowadays some of the most common disorders are still hard to identify. In this paper, we map each ECG to a time series or set of time series and explore the applicability of two common time series similarity matching methods, namely, DTW and cDTW, to the problem of ECG classification. We benchmark the two methods on four different datasets in terms of accuracy. In addition, we explore their predictive performance when various ECG channels are taken into account. The latter is performed using a dataset taken from Physiobank. Our findings suggest that different ECG channels are more appropriate for different cardiovascular malfunctions.

Place, publisher, year, edition, pages
ACM Press, 2014.
National Category
Information Systems
Research subject
Computer and Systems Sciences
Identifiers
URN: urn:nbn:se:su:diva-110957DOI: 10.1145/2674396.2674417ISBN: 978-1-4503-2746-6 (print)OAI: oai:DiVA.org:su-110957DiVA: diva2:773731
Conference
PETRA '14 The 7th International Conference on PErvasive Technologies Related to Assistive Environments Island of Rhodes, Greece — May 27 - 30, 2014
Available from: 2014-12-19 Created: 2014-12-19 Last updated: 2016-02-22Bibliographically approved

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Papapetrou, Panagiotis
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CiteExportLink to record
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Citation style
  • apa
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  • de-DE
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  • Other locale
More languages
Output format
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  • asciidoc
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