Publication: A new hybrid fuzzy ARTMAP and radial basis function neural network with online pruning strategy
Date
2017
Authors
Leow S.Y.
Wong S.Y.
Yap K.S.
Yap H.J.
Journal Title
Journal ISSN
Volume Title
Publisher
Institute of Electrical and Electronics Engineers Inc.
Abstract
In this paper, a new online learning algorithm is proposed to learn a data sample in hybrid mode. This new algorithm is developed and referred as Growing and Pruning - Fuzzy ARTMAP-radial basis function (GAP-FAM-RBF) neural network. In this algorithm, fuzzy ARTMAP (FAM) network learns from training samples and radial basis function (RBF) network provides viable solutions. The GAP-FAM-RBF that proposed is able to learn online from the first data samples. The insignificant hidden neurons will be pruned. The performance of this algorithm is evaluated on regression applications. � 2016 IEEE.
Description
E-learning; Functions; Fuzzy inference; Radial basis function networks; Fuzzy ARTMAP; Online learning; pruning; Radial basis functions; regression; Learning algorithms