5 citations · 6 across the 3 of their papers we have counts for
3 papers
Deep ARTMAP: Generalized Hierarchical Learning with Adaptive Resonance Theory
Niklas M. Melton, Leonardo Enzo Brito da Silva, Sasha Petrenko +1
This paper presents Deep ARTMAP, a novel extension of the ARTMAP architecture that generalizes the self-consistent modular ART (SMART) architecture to enable hierarchical learning…
A Survey of Adaptive Resonance Theory Neural Network Models for Engineering Applications
Leonardo Enzo Brito da Silva, Islam Elnabarawy, Donald C. Wunsch
This survey samples from the ever-growing family of adaptive resonance theory (ART) neural network models used to perform the three primary machine learning modalities, namely, uns…
Incremental Cluster Validity Indices for Hard Partitions: Extensions and Comparative Study
Leonardo Enzo Brito da Silva, Niklas M. Melton, Donald C. Wunsch
Validation is one of the most important aspects of clustering, but most approaches have been batch methods. Recently, interest has grown in providing incremental alternatives. This…