Classification of infrasound events with various machine learning techniques
2007 (English)In: CITSA 2007 - Int. Conference on Cybernetics and Information Technologies, Systems and Applications and CCCT 2007 - Int. Conference on Computing, Communications and Control Technologies, Proceedings: Vol II / [ed] Savoie M; Aguilar J; Chu HW; Zinn CD; AroshaS SMN, International Institute of Informatics and Systemics, 2007, 191-195 p.Conference paper (Refereed)
This paper presents classification results for infrasonic events using practically all well-known machine learning algorithms together with wavelet transforms for preprocessing. We show that there are great differences between different groups of classification algorithms and that nearest neighbor classifiers are superior to all others for accurate classification of infrasonic events.
Place, publisher, year, edition, pages
International Institute of Informatics and Systemics, 2007. 191-195 p.
classification, machine lcarning, pattern recognition, wavelets
Engineering and Technology
IdentifiersURN: urn:nbn:se:kth:diva-14098ISI: 000254391300036ScopusID: 2-s2.0-84890841348ISBN: 1934272086ISBN: 978-193427208-4OAI: oai:DiVA.org:kth-14098DiVA: diva2:329729
4th International Conference on Cybernetics and Information Technologies, Systems and Applications, CITSA 2007, Jointly with the 5th International Conference on Computing, Communications and Control Technologies, CCCT 2007; Orlando, FL; United States; 12 July 2007 through 15 July 2007
QC 201007132010-07-132010-07-132014-02-17Bibliographically approved