Multi-objective decision in machine learning

TH de Medeiros, HP Rocha, FS Torres… - Journal of Control …, 2017 - Springer
This work presents a novel approach for decision-making for multi-objective binary
classification problems. The purpose of the decision process is to select within a set of …

Neural networks multiobjective learning with spherical representation of weights

HP Rocha, MA Costa, AP Braga - IEEE Transactions on Neural …, 2020 - ieeexplore.ieee.org
This article presents a novel representation of artificial neural networks (ANNs) that is based
on a projection of weights into a new spherical space defined by a radius r and a vector of …

Treinamento multiobjetivo de perceptron de múltiplas camadas comrepresentação esférica de pesos

HP Rocha - 2017 - repositorio.ufmg.br
This work presents a novel representation of artificial neural networks (ANN) multiobjective
learning in which the weights are described basedon the Euclidean norm, which is taken as …

Estratégias de decisão em aprendizado de máquina multi-objetivo

TH de Medeiros - 2019 - repositorio.ufmg.br
Este trabalho aborda o problema da seleção de modelos obtidos por meio do aprendizado
de máquina multiobjetivo e apresenta estratégias para escolha no conjunto Paretoótimo …