607 citations · 1.7k across the 20 of their papers we have counts for
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Classifier Pool Generation based on a Two-level Diversity Approach
Marcos Monteiro, Alceu S. Britto, Jean P. Barddal +2
This paper describes a classifier pool generation method guided by the diversity estimated on the data complexity and classifier decisions. First, the behavior of complexity measur…
Evaluating Competence Measures for Dynamic Regressor Selection
Thiago J. M. Moura, George D. C. Cavalcanti, Luiz S. Oliveira
Dynamic regressor selection (DRS) systems work by selecting the most competent regressors from an ensemble to estimate the target value of a given test pattern. This competence is…
A Classifier-free Ensemble Selection Method based on Data Diversity in Random Subspaces
Albert H. R. Ko, Robert Sabourin, Alceu S. Britto +1
The Ensemble of Classifiers (EoC) has been shown to be effective in improving the performance of single classifiers by combining their outputs, and one of the most important proper…