On the effectiveness of preprocessing methods when dealing with different levels of class imbalance V García, JS Sánchez, RA Mollineda Knowledge-Based Systems 25 (1), 13-21, 2012 | 257 | 2012 |
On the k-NN performance in a challenging scenario of imbalance and overlapping V García, RA Mollineda, JS Sánchez Pattern Analysis and Applications 11 (3-4), 269-280, 2008 | 179 | 2008 |
The class imbalance problem in pattern classification and learning V Garcia, JS Sanchez, RA Mollineda, R Alejo, JM Sotoca II Congreso Español de Informática, 283-291, 2007 | 105 | 2007 |
An analysis of how training data complexity affects the nearest neighbor classifiers JS Sánchez, RA Mollineda, JM Sotoca Pattern Analysis and Applications 10 (3), 189-201, 2007 | 89 | 2007 |
Index of balanced accuracy: A performance measure for skewed class distributions V García, RA Mollineda, JS Sánchez Iberian conference on pattern recognition and image analysis, 441-448, 2009 | 88 | 2009 |
An empirical study of the behavior of classifiers on imbalanced and overlapped data sets V García, J Sánchez, R Mollineda Iberoamerican Congress on Pattern Recognition, 397-406, 2007 | 85 | 2007 |
An efficient prototype merging strategy for the condensed 1-NN rule through class-conditional hierarchical clustering RA Mollineda, FJ Ferri, E Vidal Pattern Recognition 35 (12), 2771-2782, 2002 | 76 | 2002 |
Data characterization for effective prototype selection RA Mollineda, JS Sánchez, JM Sotoca Iberian Conference on Pattern Recognition and Image Analysis, 27-34, 2005 | 74 | 2005 |
Cyclic sequence alignments: approximate versus optimal techniques RA Mollineda, E Vidal, F Casacuberta International Journal of Pattern Recognition and Artificial Intelligence 16 …, 2002 | 55 | 2002 |
Combined effects of class imbalance and class overlap on instance-based classification V García, R Alejo, JS Sánchez, JM Sotoca, RA Mollineda International Conference on Intelligent Data Engineering and Automated …, 2006 | 52 | 2006 |
Theoretical analysis of a performance measure for imbalanced data V García, RA Mollineda, JS Sanchez 2010 20th International Conference on Pattern Recognition, 617-620, 2010 | 51 | 2010 |
Improving the performance of the RBF neural networks trained with imbalanced samples R Alejo, V García, JM Sotoca, RA Mollineda, JS Sánchez International work-conference on artificial neural networks, 162-169, 2007 | 50 | 2007 |
The class imbalance problem in pattern classification and learning R Mollineda, R Alejo, J Sotoca II Congreso Espanol de Informática (CEDI 2007). ISBN, 978-84, 2007 | 44 | 2007 |
Surrounding neighborhood-based SMOTE for learning from imbalanced data sets V García, JS Sánchez, R Martín-Félez, RA Mollineda Progress in Artificial Intelligence 1 (4), 347-362, 2012 | 36 | 2012 |
Face gender classification: A statistical study when neutral and distorted faces are combined for training and testing purposes Y Andreu, P García-Sevilla, RA Mollineda Image and Vision Computing 32 (1), 27-36, 2014 | 33 | 2014 |
A meta-learning framework for pattern classication by means of data complexity measures JM Sotoca, RA Mollineda, JS Sánchez Inteligencia Artificial. Revista Iberoamericana de Inteligencia Artificial …, 2006 | 33 | 2006 |
A relative approach to hierarchical clustering RA Mollineda, E Vidal Pattern Recognition and Applications 56, 19-28, 2000 | 32 | 2000 |
Improving the classification accuracy of RBF and MLP neural networks trained with imbalanced samples R Alejo, V Garcia, JM Sotoca, RA Mollineda, JS Sánchez International Conference on Intelligent Data Engineering and Automated …, 2006 | 26 | 2006 |
A review of data complexity measures and their applicability to pattern classification problems JM Sotoca, JS Sanchez, RA Mollineda Actas del III Taller Nacional de Mineria de Datos y Aprendizaje. TAMIDA, 77-83, 2005 | 26 | 2005 |
The role of face parts in gender recognition Y Andreu, RA Mollineda International Conference Image Analysis and Recognition, 945-954, 2008 | 24 | 2008 |