Enhanced hierarchical fuzzy model using evolutionary GA with modified ABC algorithm for classification problem

Ting Cheng Feng, Tsung Ying Chiang, Tzuu-Hseng S. Li

研究成果: Conference contribution

1 引文 斯高帕斯(Scopus)

摘要

This paper enhances the hierarchical fuzzy model to deal with the classification problems by adopting evolutionary genetic algorithm (GA) with a modified artificial bee colony (ABC) algorithm. Traditionally, fuzzy classifier could not provide a sufficiently high classification rate in higher feature dimension with few rules. In the literature, the genetic algorithm can take advantage from the global searching; moreover, the characteristic of ABC can enhance the local searching. Therefore, the hierarchical fuzzy model integrates GA with a modified ABC algorithm is constructed in this study to recognize some classification problems. The classification simulation includes three benchmark databases such as Glass, Wine, and Iris database. The result demonstrates that using evolutionary GA and modified ABC algorithm is beneficial than that without turning. Therefore, it is clearly that our methodology considers not only the global exploration but also the local exploitation.

原文English
主出版物標題ICCSS 2015 - Proceedings
主出版物子標題2015 International Conference on Informative and Cybernetics for Computational Social Systems
發行者Institute of Electrical and Electronics Engineers Inc.
頁面40-44
頁數5
ISBN(電子)9781467372459
DOIs
出版狀態Published - 2015 九月 28
事件International Conference on Informative and Cybernetics for Computational Social Systems, ICCSS 2015 - Chengdu, Sichuan, China
持續時間: 2015 八月 132015 八月 15

出版系列

名字ICCSS 2015 - Proceedings: 2015 International Conference on Informative and Cybernetics for Computational Social Systems

Other

OtherInternational Conference on Informative and Cybernetics for Computational Social Systems, ICCSS 2015
國家China
城市Chengdu, Sichuan
期間15-08-1315-08-15

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Information Systems

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  • 引用此

    Feng, T. C., Chiang, T. Y., & Li, T-H. S. (2015). Enhanced hierarchical fuzzy model using evolutionary GA with modified ABC algorithm for classification problem. 於 ICCSS 2015 - Proceedings: 2015 International Conference on Informative and Cybernetics for Computational Social Systems (頁 40-44). [7281146] (ICCSS 2015 - Proceedings: 2015 International Conference on Informative and Cybernetics for Computational Social Systems). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCSS.2015.7281146