PCTBagging: From Inner Ensembles to Ensembles. A trade-off between Discriminating Capacity and Interpretability
Igor Ibarguren, Jesús M. Pérez, Javier Muguerza, Olatz Arbelaitz, Ainhoa Yera
2022 - Information Sciences
Journal paper
Inteligencia Artificial
Nerea Ezeiza, Itziar Irigoien, Alexander Mendiburu, Jesús M. Pérez
2021 - Trépanos
Journal paper
UnPART: PART without the 'partial' condition of it
Igor Ibarguren, Jesús M. Pérez, Javier Muguerza, Ibai Gurrutxaga, Olatz Arbelaitz
2018 - Information Sciences
Journal paper
The Consolidated Tree Construction Algorithm in Imbalanced Defect Prediction Datasets
Igor Ibarguren, Jesús M. Pérez, Javier Muguerza, Daniel Rodriguez, Rachel Harrison
2017 - Evolutionary Methods and Machine Learning in SE, Testing and SE Repositories. Proccedings of the 2017 IEEE Congress on Evolutionary Computation (CEC2017)
Oral communication
Analysis of several decision fusion strategies for clustering validation. Strategy definition, experiments and validation
Ainhoa Yera, Olatz Arbelaitz, José Luis Jodra, Ibai Gurrutxaga, Jesús M. Pérez, Javier Muguerza
2017 - Pattern Recognition Letters
Journal paper
CT<DT>: Extending the application of the consolidation methodology even further
Igor Ibarguren, Jesús M. Pérez, Javier Muguerza, Ibai Gurrutxaga
2017 - Expert Systems
Journal paper
J48Consolidated WEKA paketea, adibide ezohikoen patroiak identifikatzeko tresna
Igor Ibarguren, Jesús M. Pérez, Javier Muguerza
2016 - Ekaia
Journal paper
Generation of the database gurekddcup
Iñigo Perona, Olatz Arbelaitz, Ibai Gurrutxaga, José I. Martín, Javier Muguerza, Jesús M. Pérez
2016 - Technical Report EHU-KAT-IK-02-16, University of the Basque Country (UPV/EHU)
Technical report
BFPART: Best-First PART
Igor Ibarguren, Aritz Lasarguren, Jesús M. Pérez, Javier Muguerza, Ibai Gurrutxaga, Olatz Arbelaitz
2016 - Information Sciences
Journal paper
CTCHAID: extending the application of the consolidation methodology
Igor Ibarguren, Jesús M. Pérez, Javier Muguerza
2015 - Progress in Artificial Intelligence. LNAI 9273. Pereira, F., Machado, P., Costa, E., Cardoso, A. (Eds.)
Oral communication