Web: http://arxiv.org/abs/2206.08455

June 20, 2022, 1:10 a.m. | Mariana A. Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz

cs.LG updates on arXiv.org arxiv.org

Class imbalance is a characteristic known for making learning more
challenging for classification models as they may end up biased towards the
majority class. A promising approach among the ensemble-based methods in the
context of imbalance learning is Dynamic Selection (DS). DS techniques single
out a subset of the classifiers in the ensemble to label each given unknown
sample according to their estimated competence in the area surrounding the
query. Because only a small region is taken into account in …

arxiv ensemble lg

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