An extensive comparative study of cluster validity indices O Arbelaitz, I Gurrutxaga, J Muguerza, JM Pérez, I Perona Pattern Recognition 46 (1), 243-256, 2013 | 1409 | 2013 |
SEP/COP: An efficient method to find the best partition in hierarchical clustering based on a new cluster validity index I Gurrutxaga, I Albisua, O Arbelaitz, JI Martín, J Muguerza, JM Pérez, ... Pattern Recognition 43 (10), 3364-3373, 2010 | 117 | 2010 |
Towards a standard methodology to evaluate internal cluster validity indices I Gurrutxaga, J Muguerza, O Arbelaitz, JM Pérez, JI Martín Pattern Recognition Letters 32 (3), 505-515, 2011 | 93 | 2011 |
Combining multiple class distribution modified subsamples in a single tree JM Pérez, J Muguerza, O Arbelaitz, I Gurrutxaga, JI Martín Pattern Recognition Letters 28 (4), 414-422, 2007 | 69 | 2007 |
Web usage and content mining to extract knowledge for modelling the users of the Bidasoa Turismo website and to adapt it O Arbelaitz, I Gurrutxaga, A Lojo, J Muguerza, JM Pérez, I Perona Expert Systems with Applications 40 (18), 7478-7491, 2013 | 64 | 2013 |
Consolidated tree classifier learning in a car insurance fraud detection domain with class imbalance JM Pérez, J Muguerza, O Arbelaitz, I Gurrutxaga, JI Martín Pattern Recognition and Data Mining: Third International Conference on …, 2005 | 59 | 2005 |
Coverage-based resampling: Building robust consolidated decision trees I Ibarguren, JM Pérez, J Muguerza, I Gurrutxaga, O Arbelaitz Knowledge-Based Systems 79, 51-67, 2015 | 58 | 2015 |
Service-independent payload analysis to improve intrusion detection in network traffic I Perona, I Gurrutxaga, O Arbelaitz, JI Martín, J Muguerza, JM Pérez Proceedings of the 7th Australasian Data Mining Conference-Volume 87, 171-178, 2008 | 47 | 2008 |
The quest for the optimal class distribution: an approach for enhancing the effectiveness of learning via resampling methods for imbalanced data sets I Albisua, O Arbelaitz, I Gurrutxaga, A Lasarguren, J Muguerza, JM Pérez Progress in Artificial Intelligence 2, 45-63, 2013 | 37 | 2013 |
Evaluation of malware clustering based on its dynamic behaviour I Gurrutxaga, O Arbelaitz, JM Perez, J Muguerza, JI Martin, I Perona Proceedings of the 7th Australasian Data Mining Conference-Volume 87, 163-170, 2008 | 31 | 2008 |
A two-stage classifier for broken and blurred digits in forms C Rodríguez, J Muguerza, M Navarro, A Zárate, JI Martín, JM Pérez Proceedings. Fourteenth International Conference on Pattern Recognition (Cat …, 1998 | 23 | 1998 |
A new algorithm to build consolidated trees: study of the error rate and steadiness JM Pérez, J Muguerza, O Arbelaitz, I Gurrutxaga Intelligent Information Processing and Web Mining: Proceedings of the …, 2004 | 19 | 2004 |
BFPART: Best-First PART I Ibarguren, A Lasarguren, JM Pérez, J Muguerza, I Gurrutxaga, ... Information Sciences 367, 927-952, 2016 | 18 | 2016 |
Applying resampling methods for imbalanced datasets to not so imbalanced datasets O Arbelaitz, I Gurrutxaga, J Muguerza, JM Pérez Advances in Artificial Intelligence: 15th Conference of the Spanish …, 2013 | 14 | 2013 |
Obtaining optimal class distribution for decision trees: comparative analysis of CTC and C4. 5 I Albisua, O Arbelaitz, I Gurrutxaga, JI Martín, J Muguerza, JM Pérez, ... Current Topics in Artificial Intelligence: 13th Conference of the Spanish …, 2010 | 14 | 2010 |
Sihc: A stable incremental hierarchical clustering algorithm I Gurrutxaga, O Arbelaitz, JI Martín, J Muguerza, JM Pérez, I Perona International Conference on Enterprise Information Systems 1, 300-304, 2009 | 14 | 2009 |
Consolidated trees versus bagging when explanation is required JM Pérez, I Albisua, O Arbelaitz, I Gurrutxaga, JI Martín, J Muguerza, ... Computing 89, 113-145, 2010 | 11 | 2010 |
Generation of the database gurekddcup I Perona, O Arbelaitz, I Gurrutxaga, JI Martín, J Muguerza, JM Pérez | 9 | 2017 |
Consolidated trees: an analysis of structural convergence JM Pérez, J Muguerza, O Arbelaitz, I Gurrutxaga, JI Martín Data mining: theory, methodology, techniques, and applications, 39-52, 2006 | 9 | 2006 |
C4. 5 consolidation process: an alternative to intelligent oversampling methods in class imbalance problems I Albisua, O Arbelaitz, I Gurrutxaga, J Muguerza, JM Pérez Advances in Artificial Intelligence: 14th Conference of the Spanish …, 2011 | 8 | 2011 |