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 k-cluster. The chromosome which...

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Main Authors:	Purnomo, Muhammad Ridwan Andi, Saleh, Chairul, Lagaida, R.L., Hassan, Azmi
Format:	Conference or Workshop Item
Language:	English English
Published:	2013
Subjects:	QA76 Computer software T Technology (General)
Online Access:	http://irep.iium.edu.my/35265/ http://irep.iium.edu.my/35265/7/azmi_mimec2013.pdf http://irep.iium.edu.my/35265/10/azmi2.pdf

id	iium-35265
recordtype	eprints
spelling	iium-352652014-07-14T03:05:25Z http://irep.iium.edu.my/35265/ Knowledge-based genetic algorithm for multidimensional data clustering Purnomo, Muhammad Ridwan Andi Saleh, Chairul Lagaida, R.L. Hassan, Azmi QA76 Computer software T Technology (General) 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 k-cluster. 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. 2013-12-04 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/35265/7/azmi_mimec2013.pdf application/pdf en http://irep.iium.edu.my/35265/10/azmi2.pdf Purnomo, Muhammad Ridwan Andi and Saleh, Chairul and Lagaida, R.L. and Hassan, Azmi (2013) Knowledge-based genetic algorithm for multidimensional data clustering. In: 1st International Materials, Industrial, and Manufacturing Engineering Conference (MIMEC2013), 4-6 December 2013, Johor Bahru, Johor.
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 T Technology (General)
spellingShingle	QA76 Computer software T Technology (General) Purnomo, Muhammad Ridwan Andi Saleh, Chairul Lagaida, R.L. 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 k-cluster. 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	Conference or Workshop Item
author	Purnomo, Muhammad Ridwan Andi Saleh, Chairul Lagaida, R.L. Hassan, Azmi
author_facet	Purnomo, Muhammad Ridwan Andi Saleh, Chairul Lagaida, R.L. 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
publishDate	2013
url	http://irep.iium.edu.my/35265/ http://irep.iium.edu.my/35265/7/azmi_mimec2013.pdf http://irep.iium.edu.my/35265/10/azmi2.pdf
first_indexed	2023-09-18T20:50:36Z
last_indexed	2023-09-18T20:50:36Z
_version_	1777409968032448512

Knowledge-based genetic algorithm for multidimensional data clustering

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