Publications

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2019

Rodríguez, Juan José; Díez-Pastor, José Francisco; Arnaiz-González, Álvar; Kuncheva, Ludmila I

Random Balance ensembles for multiclass imbalance learning Journal Article Forthcoming

In: Knowledge-Based Systems, Forthcoming, ISSN: 0950-7051.

Abstract | Links | BibTeX | Tags: Classifier ensembles, Imbalanced data, Multiclass classification

Kuncheva, Ludmila I; Arnaiz-González, Álvar; Díez-Pastor, José Francisco; Gunn, Iain A D

Instance selection improves geometric mean accuracy: a study on imbalanced data classification Journal Article

In: Progress in Artificial Intelligence, 8 (2), pp. 215-228, 2019, ISSN: 2192-6352.

Abstract | Links | BibTeX | Tags: Ensemble methods, geometric mean (GM), Imbalanced data, instance/prototype selection, nearest neighbour, Theoretical perspective

2018

Kuncheva, Ludmila I; Arnaiz-González, Álvar; Díez-Pastor, José Francisco; Gunn, Iain A D

Instance Selection Improves Geometric Mean Accuracy: A Study on Imbalanced Data Classification Journal Article

In: arXiv, 2018.

Abstract | Links | BibTeX | Tags: Ensemble methods, geometric mean (GM), Imbalanced data, instance/prototype selection, nearest neighbour