A NOVEL EFFICIENT LEARNING ALGORITHM FOR SELF-GENERATING FUZZY NEURAL NETWORK WITH APPLICATIONS
β Scribed by LIU, FAN; ER, MENG JOO
- Book ID
- 124085544
- Publisher
- World Scientific Publishing Company
- Year
- 2012
- Tongue
- English
- Weight
- 318 KB
- Volume
- 22
- Category
- Article
- ISSN
- 0129-0657
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π SIMILAR VOLUMES
A novel learning algorithm, the FUNCOM (Fuzzy Neural Constrained Optimization Method) is suggested in this paper, for training fuzzy neural networks. The training task is formulated as a constrained optimization problem, whose objective is twofold: (i) minimization of an error measure, leading to su
The ability of a neural network with one hidden layer to accurately learn a specified learning set increases with the number of nodes in the hidden layer; if a network has exactly the same number of internal nodes as the number of examples to be learnt, it is theoretically able to learn these exampl