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Jesús M. Pérez
Jesús M. Pérez
Associate Professor of the Universtiy of the Basque Country (UPV/EHU)
Verified email at ehu.eus - Homepage
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Cited by
Year
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
14032013
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
1162010
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
932011
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
692007
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
642013
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
582015
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
582005
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
472008
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
362013
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
312008
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
231998
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
192004
BFPART: Best-First PART
I Ibarguren, A Lasarguren, JM Pérez, J Muguerza, I Gurrutxaga, ...
Information Sciences 367, 927-952, 2016
182016
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
142013
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
142010
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
142009
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
112010
Generation of the database gurekddcup
I Perona, O Arbelaitz, I Gurrutxaga, JI Martín, J Muguerza, JM Pérez
92017
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
92006
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
82011
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