Cover Image

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...

Full description

Saved in:
Bibliographic Details
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/26247/1/2.%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
http://umpir.ump.edu.my/id/eprint/26247/
https://doi.org/10.1007/978-981-13-6031-2_3
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.ump.umpir.26247
record_format eprints
spelling my.ump.umpir.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
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
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/26247/1/2.%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
http://umpir.ump.edu.my/id/eprint/26247/
https://doi.org/10.1007/978-981-13-6031-2_3
_version_ 1654960231224967168
score 13.211869

Similar Items