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Improving simplified fuzzy ARTMAP performance using genetic algorithm for brain fingerprint classification

Palaniappan, Ramaswamy, Krishnan, S.M., Eswaran, C. (2006) Improving simplified fuzzy ARTMAP performance using genetic algorithm for brain fingerprint classification. In: 2006 International Conference on Advanced Computing and Communications. . pp. 327-330. IEEE ISBN 978-1-4244-0715-6. (doi:10.1109/ADCOM.2006.4289909) (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)

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. (Contact us about this Publication)
Official URL
http://dx.doi.org/10.1109/ADCOM.2006.4289909

Abstract

A genetic algorithm is proposed for ordering the input patterns during training for Simplified Fuzzy ARTMAP (SFA) classifier to improve the individual identification classification performance using brain fingerprints. The results indicate improved classification performance as compared to the existing methods for pattern ordering, namely voting strategy and min-max. As the ordering method is general, it could be used with any dataset to obtain improved classification performance when SFA is used.

Item Type: Conference or workshop item (Proceeding)
DOI/Identification number: 10.1109/ADCOM.2006.4289909
Additional information: Unmapped bibliographic data: C7 - 4289909 [EPrints field already has value set] LA - English [Field not mapped to EPrints] J2 - Proc. - Int. Conf. Adv. Comput. Commun., ADCOM [Field not mapped to EPrints] AD - Department of Computer Science, University of Essex, Colchester, United Kingdom [Field not mapped to EPrints] AD - Biomedical Engineering Research Centre, Nanyang Technological University, Research TechnoPlaza, Singapore, Singapore [Field not mapped to EPrints] AD - Faculty of Information Technology, Multimedia University, Cyberjaya, Malaysia [Field not mapped to EPrints] DB - Scopus [Field not mapped to EPrints] M3 - Conference Paper [Field not mapped to EPrints] C3 - Proceedings - 2006 14th International Conference on Advanced Computing and Communications, ADCOM 2006 [Field not mapped to EPrints]
Uncontrolled keywords: Algorithms, Arsenic compounds, Boolean functions, Diesel engines, Fuzzy logic, Genetic algorithms, Classification performance, Data sets, Fingerprint classification, Individual identification, Input patterns, International conferences, Min max, Pattern ordering, Simplified Fuzzy ARTMAP (SFA), Voting strategies, Classification (of information)
Divisions: Faculties > Sciences > School of Computing
Faculties > Sciences > School of Computing > Data Science
Depositing User: Palaniappan Ramaswamy
Date Deposited: 15 Dec 2018 17:15 UTC
Last Modified: 30 May 2019 08:29 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/70730 (The current URI for this page, for reference purposes)
Palaniappan, Ramaswamy: https://orcid.org/0000-0001-5296-8396
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