JOSE IGNACIO
MARTIN ARAMBURU
PROFESORADO TITULAR DE UNIVERSIDAD
JESUS MARIA
PEREZ DE LA FUENTE
PROFESORADO AGREGADO
Publications by the researcher in collaboration with JESUS MARIA PEREZ DE LA FUENTE (15)
2011
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Towards a standard methodology to evaluate internal cluster validity indices
Pattern Recognition Letters, Vol. 32, Núm. 3, pp. 505-515
2010
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Consolidated trees versus bagging when explanation is required
Computing (Vienna/New York), Vol. 89, Núm. 3-4, pp. 113-145
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Obtaining optimal class distribution for decision trees: Comparative analysis of CTC and C4.5
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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SEP/COP: An efficient method to find the best partition in hierarchical clustering based on a new cluster validity index
Pattern Recognition, Vol. 43, Núm. 10, pp. 3364-3373
2009
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SIHC: A stable incremental hierarchical clustering algorithm
ICEIS 2009 - 11th International Conference on Enterprise Information Systems, Proceedings
2008
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Evaluation of Malware clustering based on its dynamic behaviour
Conferences in Research and Practice in Information Technology Series, Vol. 87, pp. 163-170
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Service-independent payload analysis to improve intrusion detection in network traffic
Conferences in Research and Practice in Information Technology Series, Vol. 87, pp. 171-178
2007
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CTC: An alternative to extract explanation from bagging
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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Combining multiple class distribution modified subsamples in a single tree
Pattern Recognition Letters, Vol. 28, Núm. 4, pp. 414-422
2006
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Consolidated trees: An analysis of structural convergence
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2005
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Consolidated tree classifier learning in a car Insurance fraud detection domain with class imbalance
Lecture Notes in Computer Science
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Consolidated trees: Classifiers with stable explanation. A model to achieve the desired stability in explanation
Lecture Notes in Computer Science
1998
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A hierarchical classifier for multifont digits
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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A new cost function for typewritten digits segmentation
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
1997
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Reconocimiento de dígitos en formularios: una solución en dos fases
Informática y automática: revista de la Asociación Española de Informática y Automática, Vol. 30, Núm. 3, pp. 34-41