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An efficient and effective immune based classifier

Problem statement: Artificial Immune Recognition System (AIRS) is most popular and effective immune inspired classifier. Resource competition is one stage of AIRS. Resource competition is done based on the number of allocated resources. AIRS uses a linear method to allocate resources. The linear res...

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Main Authors: Golzari, Shahram, C. Doraisamy, Shyamala, Sulaiman, Md. Nasir, Udzir, Nur Izura
Format: Article
Language:English
Published: Science Publications 2011
Online Access:http://psasir.upm.edu.my/id/eprint/22513/1/An%20efficient%20and%20effective%20immune%20based%20classifier.pdf
http://psasir.upm.edu.my/id/eprint/22513/
http://thescipub.com/html/10.3844/jcssp.2011.148.153
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spelling my.upm.eprints.225132015-10-13T07:25:28Z http://psasir.upm.edu.my/id/eprint/22513/ An efficient and effective immune based classifier Golzari, Shahram C. Doraisamy, Shyamala Sulaiman, Md. Nasir Udzir, Nur Izura Problem statement: Artificial Immune Recognition System (AIRS) is most popular and effective immune inspired classifier. Resource competition is one stage of AIRS. Resource competition is done based on the number of allocated resources. AIRS uses a linear method to allocate resources. The linear resource allocation increases the training time of classifier. Approach: In this study, a new nonlinear resource allocation method is proposed to make AIRS more efficient. New algorithm, AIRS with proposed nonlinear method, is tested on benchmark datasets from UCI machine learning repository. Results: Based on the results of experiments, using proposed nonlinear resource allocation method decreases the training time and number of memory cells and doesn't reduce the accuracy of AIRS. Conclusion: The proposed classifier is an efficient and effective classifier. Science Publications 2011 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/22513/1/An%20efficient%20and%20effective%20immune%20based%20classifier.pdf Golzari, Shahram and C. Doraisamy, Shyamala and Sulaiman, Md. Nasir and Udzir, Nur Izura (2011) An efficient and effective immune based classifier. Journal of Computer Science, 7 (2). pp. 148-153. ISSN 1549-3636; ESSN: 1552-6607 http://thescipub.com/html/10.3844/jcssp.2011.148.153 10.3844/jcssp.2011.148.153
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description Problem statement: Artificial Immune Recognition System (AIRS) is most popular and effective immune inspired classifier. Resource competition is one stage of AIRS. Resource competition is done based on the number of allocated resources. AIRS uses a linear method to allocate resources. The linear resource allocation increases the training time of classifier. Approach: In this study, a new nonlinear resource allocation method is proposed to make AIRS more efficient. New algorithm, AIRS with proposed nonlinear method, is tested on benchmark datasets from UCI machine learning repository. Results: Based on the results of experiments, using proposed nonlinear resource allocation method decreases the training time and number of memory cells and doesn't reduce the accuracy of AIRS. Conclusion: The proposed classifier is an efficient and effective classifier.
format Article
author Golzari, Shahram
C. Doraisamy, Shyamala
Sulaiman, Md. Nasir
Udzir, Nur Izura
spellingShingle Golzari, Shahram
C. Doraisamy, Shyamala
Sulaiman, Md. Nasir
Udzir, Nur Izura
An efficient and effective immune based classifier
author_facet Golzari, Shahram
C. Doraisamy, Shyamala
Sulaiman, Md. Nasir
Udzir, Nur Izura
author_sort Golzari, Shahram
title An efficient and effective immune based classifier
title_short An efficient and effective immune based classifier
title_full An efficient and effective immune based classifier
title_fullStr An efficient and effective immune based classifier
title_full_unstemmed An efficient and effective immune based classifier
title_sort efficient and effective immune based classifier
publisher Science Publications
publishDate 2011
url http://psasir.upm.edu.my/id/eprint/22513/1/An%20efficient%20and%20effective%20immune%20based%20classifier.pdf
http://psasir.upm.edu.my/id/eprint/22513/
http://thescipub.com/html/10.3844/jcssp.2011.148.153
_version_ 1643827847935033344
score 13.211869

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