Modular neural networks optimization with hierarchical genetic algorithms with fuzzy response integration for pattern recognition
作者： Daniela Sánchez , Patricia Melin , Oscar Castillo , Fevrier Valdez
DOI: 10.1007/978-3-642-37798-3_22
关键词:
摘要: In this paper a new model of Modular Neural Network (MNN) with fuzzy integration based on granular computing is proposed. The topology and parameters the MNN are optimized Hierarchical Genetic Algorithm (HGA). proposed method can divide data automatically into sub modules or granules, chooses percentage images selects which will be used for training. responses each module combined using integrator, number integrators depend granules that has at particular moment. was applied to case human recognition illustrate its applicability good results.
springer.com
acm.org 
sci-hub.se 参考文章(51)
Soft Computing for Hybrid Intelligent Systems Springer Publishing Company, Incorporated. ,(2008) , 10.1007/978-3-540-70812-4
Denisse Hidalgo, Patricia Melin, Guillerrno Licea, Oscar Castillo, Optimization of Type-2 Fuzzy Integration in Modular Neural Networks Using an Evolutionary Method with Applications in Multimodal Biometry mexican international conference on artificial intelligence. ,vol. 5845, pp. 454- 465 ,(2009) , 10.1007/978-3-642-05258-3_40
Jerry M. Mendel, Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions ,(2001)
Patricia Melin, Oscar Castillo, Soft Computing for Control of Non-Linear Dynamical Systems ,(2001)
Patricia Melin, Oscar Castillo, Hybrid Intelligent Systems for Pattern Recognition Using Soft Computing: An Evolutionary Approach for Neural Networks and Fuzzy Systems ,(2005)
Denisse Hidalgo, Patricia Melin, Oscar Castillo, Type-1 and Type-2 Fuzzy Inference Systems as Integration Methods in Modular Neural Networks for Multimodal Biometry and its Optimization with Genetic Algorithms hybrid intelligent systems. pp. 89- 114 ,(2008)
David A. Coley, Introduction to Genetic Algorithms for Scientists and Engineers ,(1999)
Yiyu Yao, A partition model of granular computing Lecture Notes in Computer Science. ,vol. 1, pp. 232- 253 ,(2004) , 10.1007/978-3-540-27794-1_11
Oscar Castillo, Patricia Melin, Type-2 Fuzzy Logic Springer Berlin Heidelberg. pp. 29- 43 ,(2007) , 10.1007/978-3-540-76284-3_3
Y.Y. Yao, Granular Computing: basic issues and possible solutions ,(2007)