Evolving neural induction regular language using combined evolutionary algorithms

Jinn Moon Yang, Cheng Yan Kao, Jorng Tzong Horng

研究成果: 書貢獻/報告類型會議論文篇章同行評審

摘要

This paper proposes a new algorithm called combined evolutionary algorithm (CEA) to train a neural network, and demonstrates its use in inducing thefinite state automata task. This algorithm evolves neural networks by incorporating the ideas of evolutionary programming(EP) and real coded genetic algorithms (RCGA) into evolution strategies (ESs). Simultaneously, we add the local competition into the CEA in order to reduce the complexity and maintain the diversity. This algorithm is able to balance the exploration and exploitation dynamically. We implement CEA and experiment on seven benchmark problems of regular language. The results indicate that the CF-4 is a powerful technique to construct neural networks.

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主出版物標題Proceedings ISAI / IFIS 1996 Mexico - USA Collaboration in Intelligent Systems Technologies
編輯Rogelio Soto, Jose M. Sanchez, Francisco J. Cantu-Ortiz, Moraima Campbell
發行者Institute of Electrical and Electronics Engineers Inc.
頁面162-169
頁數8
ISBN(電子)9682994373, 9789682994371
出版狀態已出版 - 1996
事件1996 Mexico-USA Collaboration in Intelligent Systems Technologies - 1st Joint Conference on Intelligent Systems between the 9th International Symposium on Artificial Intelllgence, ISAI 1996 and the 6th International Conference on Industrial Fuzzy Control and Intelligent Systems, IFIS 1996 - Cancun, Mexico
持續時間: 12 11月 199615 11月 1996

出版系列

名字Proceedings ISAI / IFIS 1996 Mexico - USA Collaboration in Intelligent Systems Technologies

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???event.eventtypes.event.conference???1996 Mexico-USA Collaboration in Intelligent Systems Technologies - 1st Joint Conference on Intelligent Systems between the 9th International Symposium on Artificial Intelllgence, ISAI 1996 and the 6th International Conference on Industrial Fuzzy Control and Intelligent Systems, IFIS 1996
國家/地區Mexico
城市Cancun
期間12/11/9615/11/96

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