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A Kernel based multi-resolution time series analysis for screening deficiencies in paper production
Halmstad University, School of Information Technology, Halmstad Embedded and Intelligent Systems Research (EIS), Intelligent systems (IS-lab).
Halmstad University, School of Information Technology, Halmstad Embedded and Intelligent Systems Research (EIS), Intelligent systems (IS-lab).
Halmstad University, School of Information Technology, Halmstad Embedded and Intelligent Systems Research (EIS), Intelligent systems (IS-lab).ORCID iD: 0000-0003-2185-8973
2006 (English)In: Advances in neural networks - ISNN 2006: third International Symposium on Neural Networks, Chengdu, China, May 28 - June 1, 2006 ; proceedings. III / [ed] Jun Wang, Berlin: Springer Berlin/Heidelberg, 2006, p. 1111-1116Conference paper, Published paper (Refereed)
Abstract [en]

This paper is concerned with a multi-resolution tool for analysis of a time series aiming to detect abnormalities in various frequency regions. The task is treated as a kernel based novelty detection applied to a multi-level time series representation obtained from the discrete wavelet transform. Having a priori knowledge that the abnormalities manifest themselves in several frequency regions, a committee of detectors utilizing data dependent aggregation weights is build by combining outputs of detectors operating in those regions.

Place, publisher, year, edition, pages
Berlin: Springer Berlin/Heidelberg, 2006. p. 1111-1116
Series
Lecture Notes in Computer Science, ISSN 0302-9743 ; Volume 3973/2006
Keywords [en]
Discrete transformation, Discrete time, Discrete wavelet, Time analysis, Kernel method, Medical screening, Screening, Neural network
National Category
Computer Vision and Robotics (Autonomous Systems)
Identifiers
URN: urn:nbn:se:hh:diva-2003DOI: 10.1007/11760191ISI: 000239485300162Scopus ID: 2-s2.0-33745927697Local ID: 2082/2398ISBN: 978-3-540-34482-7 (print)OAI: oai:DiVA.org:hh-2003DiVA, id: diva2:239221
Conference
third International Symposium on Neural Networks, Chengdu, China, May 28 - June 1, 2006
Available from: 2008-10-06 Created: 2008-10-06 Last updated: 2020-05-14Bibliographically approved

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Ejnarsson, MarcusNilsson, Carl MagnusVerikas, Antanas

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CiteExportLink to record
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Citation style
  • apa
  • ieee
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Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
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  • nn-NB
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Output format
  • html
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  • asciidoc
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