Knowledge-based genetic algorithm for multidimensional data clustering

In this paper, a new approach of genetic algorithm called knowledge-based Genetic Algorithm (KBGA-Clustering) is proposed for multidimensional data clustering. Basically, this method adopts knowledge of what called as appropriate cluster centre for a fixed number of kcluster. The chromosome which...

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Main Authors:	Purnomo, Muhammad Ridwan Andi, Saleh, Chairul, Lagaida, Reny Lituhayu, Hassan, Azmi
Format:	Article
Language:	English English
Published:	Trans Tech Publications Ltd., Switzerland 2014
Subjects:	QA76 Computer software T175 Industrial research. Research and development
Online Access:	http://irep.iium.edu.my/37531/ http://irep.iium.edu.my/37531/ http://irep.iium.edu.my/37531/ http://irep.iium.edu.my/37531/1/AMM.606.277.pdf http://irep.iium.edu.my/37531/4/37531_Knowledge-based%20genetic%20algorithm%20for%20multidimensional%20data_SCOPUS.pdf

id	iium-37531
recordtype	eprints
spelling	iium-375312017-09-06T04:03:43Z http://irep.iium.edu.my/37531/ Knowledge-based genetic algorithm for multidimensional data clustering Purnomo, Muhammad Ridwan Andi Saleh, Chairul Lagaida, Reny Lituhayu Hassan, Azmi QA76 Computer software T175 Industrial research. Research and development In this paper, a new approach of genetic algorithm called knowledge-based Genetic Algorithm (KBGA-Clustering) is proposed for multidimensional data clustering. Basically, this method adopts knowledge of what called as appropriate cluster centre for a fixed number of kcluster. The chromosome which has inappropriate genes will be penalised with maximum value to prohibit it in the next generation. The experimental result is also provided for KBGA-Clustering and Genetic Algorithm-Clustering (GA-Clustering) to present the performance. Based on the observation, KBGA-Clustering presents better performance and more optimum solution compared to conventional GA-Clustering. Trans Tech Publications Ltd., Switzerland 2014 Article PeerReviewed application/pdf en http://irep.iium.edu.my/37531/1/AMM.606.277.pdf application/pdf en http://irep.iium.edu.my/37531/4/37531_Knowledge-based%20genetic%20algorithm%20for%20multidimensional%20data_SCOPUS.pdf Purnomo, Muhammad Ridwan Andi and Saleh, Chairul and Lagaida, Reny Lituhayu and Hassan, Azmi (2014) Knowledge-based genetic algorithm for multidimensional data clustering. Applied Mechanics and Materials, 606. pp. 277-280. ISSN 1660-9336 http://www.ttp.net/978-3-03835-183-2/5.html 10.4028/www.scientific.net/AMM.606.277
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English English
topic	QA76 Computer software T175 Industrial research. Research and development
spellingShingle	QA76 Computer software T175 Industrial research. Research and development Purnomo, Muhammad Ridwan Andi Saleh, Chairul Lagaida, Reny Lituhayu Hassan, Azmi Knowledge-based genetic algorithm for multidimensional data clustering
description	In this paper, a new approach of genetic algorithm called knowledge-based Genetic Algorithm (KBGA-Clustering) is proposed for multidimensional data clustering. Basically, this method adopts knowledge of what called as appropriate cluster centre for a fixed number of kcluster. The chromosome which has inappropriate genes will be penalised with maximum value to prohibit it in the next generation. The experimental result is also provided for KBGA-Clustering and Genetic Algorithm-Clustering (GA-Clustering) to present the performance. Based on the observation, KBGA-Clustering presents better performance and more optimum solution compared to conventional GA-Clustering.
format	Article
author	Purnomo, Muhammad Ridwan Andi Saleh, Chairul Lagaida, Reny Lituhayu Hassan, Azmi
author_facet	Purnomo, Muhammad Ridwan Andi Saleh, Chairul Lagaida, Reny Lituhayu Hassan, Azmi
author_sort	Purnomo, Muhammad Ridwan Andi
title	Knowledge-based genetic algorithm for multidimensional data clustering
title_short	Knowledge-based genetic algorithm for multidimensional data clustering
title_full	Knowledge-based genetic algorithm for multidimensional data clustering
title_fullStr	Knowledge-based genetic algorithm for multidimensional data clustering
title_full_unstemmed	Knowledge-based genetic algorithm for multidimensional data clustering
title_sort	knowledge-based genetic algorithm for multidimensional data clustering
publisher	Trans Tech Publications Ltd., Switzerland
publishDate	2014
url	http://irep.iium.edu.my/37531/ http://irep.iium.edu.my/37531/ http://irep.iium.edu.my/37531/ http://irep.iium.edu.my/37531/1/AMM.606.277.pdf http://irep.iium.edu.my/37531/4/37531_Knowledge-based%20genetic%20algorithm%20for%20multidimensional%20data_SCOPUS.pdf
first_indexed	2023-09-18T20:53:51Z
last_indexed	2023-09-18T20:53:51Z
_version_	1777410172339093504

Knowledge-based genetic algorithm for multidimensional data clustering

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