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Software Module Clustering Based on the Fuzzy Adaptive Teaching Learning Based Optimization Algorithm

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F19%3A00334979" target="_blank" >RIV/68407700:21230/19:00334979 - isvavai.cz</a>

  • Result on the web

    <a href="https://link.springer.com/chapter/10.1007/978-981-13-6031-2_3" target="_blank" >https://link.springer.com/chapter/10.1007/978-981-13-6031-2_3</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-981-13-6031-2_3" target="_blank" >10.1007/978-981-13-6031-2_3</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Software Module Clustering Based on the Fuzzy Adaptive Teaching Learning Based Optimization Algorithm

  • Original language 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.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Result continuities

  • Project

  • Continuities

    I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Others

  • Publication year

    2019

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Intelligent and Interactive Computing

  • ISBN

  • ISSN

    2367-3370

  • e-ISSN

  • Number of pages

    11

  • Pages from-to

    167-177

  • Publisher name

    Springer Nature Singapore Pte Ltd.

  • Place of publication

  • Event location

    MELAKA

  • Event date

    Aug 8, 2018

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000493384900015