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A Learning Framework for Neural Networks Using Constrained Optimization Methods

✍ Scribed by Stavros J. Perantonis; Nikolaos Ampazis; Vassilis Virvilis

Book ID
110386735
Publisher
Springer US
Year
2000
Tongue
English
Weight
125 KB
Volume
99
Category
Article
ISSN
0254-5330

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FUNCOM: A constrained learning algorithm
FUNCOM: A constrained learning algorithm for fuzzy neural networks
✍ Paris Mastorocostas; John Theocharis πŸ“‚ Article πŸ“… 2000 πŸ› Elsevier Science 🌐 English βš– 384 KB

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