An on-line algorithm for creating self-organizing fuzzy neural networks
β Scribed by Gang Leng; Girijesh Prasad; Thomas Martin McGinnity
- Publisher
- Elsevier Science
- Year
- 2004
- Tongue
- English
- Weight
- 664 KB
- Volume
- 17
- Category
- Article
- ISSN
- 0893-6080
No coin nor oath required. For personal study only.
π SIMILAR VOLUMES
In this study, we introduce and investigate a class of neural architectures of polynomial neural networks (PNNs), develop a comprehensive design methodology and carry out a series of numeric experiments. PNN is a exible neural architecture whose structure (topology) is developed through learning. In
In this paper a method for adapting the stepsize in on-line network training is presented. The proposed technique derives from the stochastic gradient descent proposed by Almeida et al. [On-line Learning in Neural Networks, 111-134, Cambridge University Press, 1998]. The new aspect of our approach c