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Evolutionary Fuzzy ARTMAP for autoregressive model order selection and classification of EEG signals

Palaniappan, Ramaswamy, Raveendran, P., Nishida, S., Saiwaki, N. (2000) Evolutionary Fuzzy ARTMAP for autoregressive model order selection and classification of EEG signals. In: 2000 IEEE International Conference on Systems, Man & Cyberbetics: Cyberbetics Evolving to Systems, Humans, Organizations, and their Complex Interactions. . pp. 3682-3686. ISBN 0-7803-6583-6. (doi:10.1109/ICSMC.2000.886582) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

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Official URL
http://dx.doi.org/10.1109/ICSMC.2000.886582

Abstract

A new technique of fusing genetic algorithms with Fuzzy ARTMAP is proposed. This method selects the appropriate autoregressive model order for EEG signals and consequently classifies these signals into their respective different mental tasks. The experimental results show that this method outperforms other statistical autoregressive model order selection methods like Akaike Information Criterion, Final Prediction Error and reflection, coefficient.

Item Type: Conference or workshop item (Proceeding)
DOI/Identification number: 10.1109/ICSMC.2000.886582
Additional information: Unmapped bibliographic data: LA - English [Field not mapped to EPrints] J2 - Proc IEEE Int Conf Syst Man Cybern [Field not mapped to EPrints] AD - Faculty of Engineering, University Malaya, Kuala Lumpur, 50603, Malaysia [Field not mapped to EPrints] AD - Faculty of Engineering Science, Osaka University, Toyonaka, Osaka, 560, Japan [Field not mapped to EPrints] DB - Scopus [Field not mapped to EPrints] M3 - Article [Field not mapped to EPrints]
Uncontrolled keywords: Electroencephalography, Genetic algorithms, Linear equations, Mathematical models, Optimization, Regression analysis, Spectrum analysis, Autoregressive models, Fuzzy ARTMAP, Fuzzy sets
Divisions: Faculties > Sciences > School of Computing
Faculties > Sciences > School of Computing > Data Science
Depositing User: Palaniappan Ramaswamy
Date Deposited: 15 Dec 2018 16:16 UTC
Last Modified: 30 May 2019 08:30 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/70775 (The current URI for this page, for reference purposes)
Palaniappan, Ramaswamy: https://orcid.org/0000-0001-5296-8396
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