Publicaciones en las que colabora con Olatz Arbelaiz Gallego (28)
2024
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Driven PCTBagging: Seeking Greater Discriminating Capacity for the Same Level of Interpretability
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2022
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PCTBagging: From inner ensembles to ensembles. A trade-off between discriminating capacity and interpretability
Information Sciences, Vol. 583, pp. 219-238
2018
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UnPART: PART without the ‘partial’ condition of it
Information Sciences, Vol. 465, pp. 505-522
2017
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Analysis of several decision fusion strategies for clustering validation. Strategy definition, experiments and validation
Pattern Recognition Letters, Vol. 85, pp. 42-48
2016
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BFPART: Best-First PART
Information Sciences, Vol. 367-368, pp. 927-952
2015
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Coverage-based resampling: Building robust consolidated decision trees
Knowledge-Based Systems, Vol. 79, pp. 51-67
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Erratum: Coverage-based resampling: Building robust consolidated decision trees (Knowledge-Based Systems (2015) 79 (51-67))
Knowledge-Based Systems
2013
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An extensive comparative study of cluster validity indices
Pattern Recognition, Vol. 46, Núm. 1, pp. 243-256
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Applying resampling methods for imbalanced datasets to not so imbalanced datasets
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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The quest for the optimal class distribution: An approach for enhancing the effectiveness of learning via resampling methods for imbalanced data sets
Progress in Artificial Intelligence, Vol. 2, Núm. 1, pp. 45-63
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Web usage and content mining to extract knowledge for modelling the users of the Bidasoa Turismo website and to adapt it
Expert Systems with Applications, Vol. 40, Núm. 18, pp. 7478-7491
2012
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Adaptation of the user navigation scheme using clustering and frequent pattern mining techiques for profiling
KDIR 2012 - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval
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Enhancing a web usage mining based tourismwebsite adaptation with content information
KDIR 2012 - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval
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Web usage mining for automatic link generation
Proc. of the 10th Int. Workshop on Modelling, Simulation, Verification and Validation of Enterprise Information Systems, MSVVEIS 2012 and 1st Int. Workshop on , WEBI 2012,in Conj. with ICEIS 2012
2011
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C4.5 consolidation process: An alternative to intelligent oversampling methods in class imbalance problems
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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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