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...
| Main Authors: | , , , |
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| Format: | Conference or Workshop Item |
| Language: | English English |
| Published: |
Springer
2019
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| Subjects: | |
| Online Access: | 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 |
| _version_ | 1848822486229057536 |
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| 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 |
| building | UMP Institutional Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-15T02:42:00Z |
| format | Conference or Workshop Item |
| id | ump-26247 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T02:42:00Z |
| publishDate | 2019 |
| publisher | Springer |
| recordtype | eprints |
| repository_type | Digital Repository |
| 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 (Published) https://doi.org/10.1007/978-981-13-6031-2_3 |
| 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 |
| title | 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_short | 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 |
| topic | QA76 Computer software |
| 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 |