Software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm

Although showing competitive performances in many real-world optimization problems, Teaching Learning based Optimization Algorithm (TLBO) has been criticized for having poor control on exploration and exploitation. Addressing these issues, a new variant of TLBO called Adaptive Fuzzy Teaching Learnin...

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Main Authors:	Kamal Z., Zamli, Fakhrud, Din, Nazirah, Ramli, Ahmed, Bestoun S.
Format:	Conference or Workshop Item
Language:	English English
Published:	Springer 2019
Subjects:	QA76 Computer software
Online Access:	http://umpir.ump.edu.my/id/eprint/26247/ http://umpir.ump.edu.my/id/eprint/26247/ http://umpir.ump.edu.my/id/eprint/26247/1/2.%20Software%20module%20clustering%20based%20on%20the%20fuzzy.pdf http://umpir.ump.edu.my/id/eprint/26247/2/2.1%20Software%20module%20clustering%20based%20on%20the%20fuzzy.pdf

id	ump-26247
recordtype	eprints
spelling	ump-262472019-12-23T01:28:07Z http://umpir.ump.edu.my/id/eprint/26247/ Software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm Kamal Z., Zamli Fakhrud, Din Nazirah, Ramli Ahmed, Bestoun S. QA76 Computer software Although showing competitive performances in many real-world optimization problems, Teaching Learning based Optimization Algorithm (TLBO) has been criticized for having poor control on exploration and exploitation. Addressing these issues, a new variant of TLBO called Adaptive Fuzzy Teaching Learning based Optimization (ATLBO) has been developed in the literature. This paper describes the adoption of Fuzzy Adaptive Fuzzy Teaching Learning based Optimization (ATLBO) for software module clustering problem. Comparative studies with the original Teaching Learning based Optimization (TLBO) and other Fuzzy TLBO variant demonstrate that ATLBO gives superior performance owing to its adaptive selection of search operators based on the need of the current search. Springer 2019 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/26247/1/2.%20Software%20module%20clustering%20based%20on%20the%20fuzzy.pdf pdf en http://umpir.ump.edu.my/id/eprint/26247/2/2.1%20Software%20module%20clustering%20based%20on%20the%20fuzzy.pdf Kamal Z., Zamli and Fakhrud, Din and Nazirah, Ramli and Ahmed, Bestoun S. (2019) Software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm. In: Intelligent and Interactive Computing: Proceedings of IIC 2018, 8-9 August 2018 , Universiti Teknikal Malaysia Melaka (UTeM). pp. 167-177., 67. ISBN 978-981-13-6031-2 https://doi.org/10.1007/978-981-13-6031-2_3
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English English
topic	QA76 Computer software
spellingShingle	QA76 Computer software Kamal Z., Zamli Fakhrud, Din Nazirah, Ramli Ahmed, Bestoun S. Software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm
description	Although showing competitive performances in many real-world optimization problems, Teaching Learning based Optimization Algorithm (TLBO) has been criticized for having poor control on exploration and exploitation. Addressing these issues, a new variant of TLBO called Adaptive Fuzzy Teaching Learning based Optimization (ATLBO) has been developed in the literature. This paper describes the adoption of Fuzzy Adaptive Fuzzy Teaching Learning based Optimization (ATLBO) for software module clustering problem. Comparative studies with the original Teaching Learning based Optimization (TLBO) and other Fuzzy TLBO variant demonstrate that ATLBO gives superior performance owing to its adaptive selection of search operators based on the need of the current search.
format	Conference or Workshop Item
author	Kamal Z., Zamli Fakhrud, Din Nazirah, Ramli Ahmed, Bestoun S.
author_facet	Kamal Z., Zamli Fakhrud, Din Nazirah, Ramli Ahmed, Bestoun S.
author_sort	Kamal Z., Zamli
title	Software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm
title_short	Software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm
title_full	Software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm
title_fullStr	Software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm
title_full_unstemmed	Software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm
title_sort	software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm
publisher	Springer
publishDate	2019
url	http://umpir.ump.edu.my/id/eprint/26247/ http://umpir.ump.edu.my/id/eprint/26247/ http://umpir.ump.edu.my/id/eprint/26247/1/2.%20Software%20module%20clustering%20based%20on%20the%20fuzzy.pdf http://umpir.ump.edu.my/id/eprint/26247/2/2.1%20Software%20module%20clustering%20based%20on%20the%20fuzzy.pdf
first_indexed	2023-09-18T22:40:46Z
last_indexed	2023-09-18T22:40:46Z
_version_	1777416898968813568

Software module clustering based on the fuzzy adaptive teaching learning based optimization algorithm

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