37 citations · 261 across the 24 of their papers we have counts for
4 papers · 1 filter
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…
A multimodal approach for multi-label movie genre classification
Rafael B. Mangolin, Rodolfo M. Pereira, Alceu S. Britto +4
Movie genre classification is a challenging task that has increasingly attracted the attention of researchers. In this paper, we addressed the multi-label classification of the mov…
A Novel Orthogonal Direction Mesh Adaptive Direct Search Approach for SVM Hyperparameter Tuning
Alexandre Reeberg Mello, Jonathan de Matos, Marcelo R. Stemmer +2
In this paper, we propose the use of a black-box optimization method called deterministic Mesh Adaptive Direct Search (MADS) algorithm with orthogonal directions (Ortho-MADS) for t…
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…