dARTMAP : A Neural Network for Fast Distributed Supervised Learning

Distributed coding at tbe hidden layer of a multi-layer perceptron (MLP) endows the network with memory compression and noise tolerance capabilities. However, an MLP typically requires slow off-line learning to avoid catastrophic forgetting in an open input environment. An adaptive resonance theoty (ART) model is designed to guarantee stable memories even… (More)