Valerii Dmitrienko
Dr. Tech. Sci., Professor

National Technical University "Kharkiv Polytechnic Institute" member of Higher Attestation Committee

Neural Networks of Adaptive Resonance Theory: advantages, disadvantages and prospects

The one of the hard challenges in the Neural Network Theory is the problem of stability-plasticity. Various researches in this area have leaded to the development of neural networks of Adaptive-Resonance Theory (ART). However, the practical application of ART neural networks has highlighted their significant disadvantages. The ways of mentioned disadvantages elimination will be considered in the speech, as well as the descriptions of novel ART’s architectures and their applications