Researcher profile

Leonardo Enzo Brito da Silva

2 papers in the PaperMetrix corpus

Publications

Papers by this author

Nested monte carlo search expression discovery for the automated design of fuzzy ART category choice functions

2019 · Proceedings of the Genetic and Evolutionary Computation Conference Companion

While the performance of many neural network and machine learning schemes has been improved through the automated design of various components of their architectures, the automated improvement of Adaptive Resonance Theory (ART) neural networks remains …
iCVI-ARTMAP: Using Incremental Cluster Validity Indices and Adaptive Resonance Theory Reset Mechanism to Accelerate Validation and Achieve Multiprototype Unsupervised Representations

2022 · IEEE Transactions on Neural Networks and Learning Systems

This article presents an adaptive resonance theory predictive mapping (ARTMAP) model, which uses incremental cluster validity indices (iCVIs) to perform unsupervised learning, namely, iCVI-ARTMAP. Incorporating iCVIs to the decision-making and many-to-one mapping capabilities of this …