𝔖 Bobbio Scriptorium
✦   LIBER   ✦

An on-line algorithm for creating self-organizing fuzzy neural networks

✍ 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.


πŸ“œ SIMILAR VOLUMES


Self-organizing polynomial neural networ
✍ Sung-Kwun Oh; Witold Pedrycz πŸ“‚ Article πŸ“… 2004 πŸ› Elsevier Science 🌐 English βš– 587 KB

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

Adaptive stepsize algorithms for on-line
✍ G.D. Magoulas; V.P. Plagianakos; M.N. Vrahatis πŸ“‚ Article πŸ“… 2001 πŸ› Elsevier Science 🌐 English βš– 312 KB

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