Consolidated Tree Construction Algorithm: Structurally Steady Trees. - Jesús M. Pérez; Javier Muguerza; Olatz Arbelaitz; Ibai Gurrutxaga (ICEIS (2), 2004)

A new algorithm to build consolidated trees: study of the error rate and steadiness. - Jesús M. Pérez; Javier Muguerza; Olatz Arbelaitz; Ibai Gurrutxaga (Intelligent Information Systems, 2004)

Behavior of Consolidated Trees when using Resampling Techniques. - Jesús M. Pérez; Javier Muguerza; Olatz Arbelaitz; Ibai Gurrutxaga; José Ignacio Martín (PRIS, 2004)

Consolidated Trees: Classifiers with Stable Explanation. A Model to Achieve the Desired Stability in Explanation. - Jesús M. Pérez; Javier Muguerza; Olatz Arbelaitz; Ibai Gurrutxaga; José Ignacio Martín (ICAPR (1), 2005)

Consolidated Tree Classifier Learning in a Car Insurance Fraud Detection Domain with Class Imbalance. - Jesús M. Pérez; Javier Muguerza; Olatz Arbelaitz; Ibai Gurrutxaga; José Ignacio Martín (ICAPR (1), 2005)

Consolidated Trees: An Analysis of Structural Convergence. - Jesús M. Pérez; Javier Muguerza; Olatz Arbelaitz; Ibai Gurrutxaga; José Ignacio Martín (Selected Papers from AusDM, 2006)

Comparison of two strategies, CTC and CMM, to combine m classifiers in a single comprehensible one. - Ibai Gurrutxaga; Ander Ansuategi; Olatz Arbelaitz; Jesús M. Pérez; Javier Muguerza; José Ignacio Martín (ICDM (Posters), 2006)

CTC: An Alternative to Extract Explanation from Bagging. - Ibai Gurrutxaga; Jesús M. Pérez; Olatz Arbelaitz; Javier Muguerza; José Ignacio Martín; Ander Ansuategi (CAEPIA, 2007)

Combining multiple class distribution modified subsamples in a single tree. - Jesús M. Pérez; Javier Muguerza; Olatz Arbelaitz; Ibai Gurrutxaga; José Ignacio Martín (Pattern Recognit. Lett., 2007)

Evaluation of Malware clustering based on its dynamic behaviour. - Ibai Gurrutxaga; Olatz Arbelaitz; Jesús M. Pérez; Javier Muguerza; José Ignacio Martín; Iñigo Perona (AusDM, 2008)

Service-independent payload analysis to improve intrusion detection in network traffic. - Iñigo Perona; Ibai Gurrutxaga; Olatz Arbelaitz; José Ignacio Martín; Javier Muguerza; Jesús M. Pérez (AusDM, 2008)

Obtaining Optimal Class Distribution for Decision Trees: Comparative Analysis of CTC and C4.5. - Iñaki Albisua; Olatz Arbelaitz; Ibai Gurrutxaga; José Ignacio Martín; Javier Muguerza; Jesús M. Pérez; Iñigo Perona (CAEPIA, 2009)

Unsupervised anomaly detection system for Nidis-s based on payload and probabilistic suffix trees. - Iñigo Perona; Olatz Arbelaitz; Ibai Gurrutxaga; José Ignacio Martín; Javier Muguerza; Jesús M. Pérez (IADIS AC (1), 2009)

SIHC: A Stable Incremental Hierarchical Clustering Algorithm. - Ibai Gurrutxaga; Olatz Arbelaitz; José Ignacio Martín; Javier Muguerza; Jesús M. Pérez; Iñigo Perona (ICEIS (2), 2009)

Consolidated trees versus bagging when explanation is required. - Jesús M. Pérez; Iñaki Albisua; Olatz Arbelaitz; Ibai Gurrutxaga; José Ignacio Martín; Javier Muguerza; Iñigo Perona (Computing, 2010)

SEP/COP: An efficient method to find the best partition in hierarchical clustering based on a new cluster validity index. - Ibai Gurrutxaga; Iñaki Albisua; Olatz Arbelaitz; José Ignacio Martín; Javier Muguerza; Jesús M. Pérez; Iñigo Perona (Pattern Recognit., 2010)

C4.5 Consolidation Process: An Alternative to Intelligent Oversampling Methods in Class Imbalance Problems. - Iñaki Albisua; Olatz Arbelaitz; Ibai Gurrutxaga; Javier Muguerza; Jesús M. Pérez (CAEPIA, 2011)

SAHN with SEP/COP and SPADE, to Build a General Web Navigation Adaptation System Using Server Log Information. - Olatz Arbelaitz; Ibai Gurrutxaga; Aizea Lojo; Javier Muguerza; Iñigo Perona (CAEPIA, 2011)

Towards a standard methodology to evaluate internal cluster validity indices. - Ibai Gurrutxaga; Javier Muguerza; Olatz Arbelaitz; Jesús M. Pérez; José Ignacio Martín (Pattern Recognit. Lett., 2011)

Adaptation of the User Navigation Scheme using Clustering and Frequent Pattern Mining Techiques for Profiling. - Olatz Arbelaitz; Ibai Gurrutxaga; Aizea Lojo; Javier Muguerza; Jesús M. Pérez; Iñigo Perona (KDIR, 2012)

Enhancing a Web Usage Mining based Tourism Website Adaptation with Content Information. - Olatz Arbelaitz; Ibai Gurrutxaga; Aizea Lojo; Javier Muguerza; Jesús M. Pérez; Iñigo Perona (KDIR, 2012)

Applying Resampling Methods for Imbalanced Datasets to Not So Imbalanced Datasets. - Olatz Arbelaitz; Ibai Gurrutxaga; Javier Muguerza; Jesús Maria Pérez (CAEPIA, 2013)

Web usage and content mining to extract knowledge for modelling the users of the Bidasoa Turismo website and to adapt it. - Olatz Arbelaitz; Ibai Gurrutxaga; Aizea Lojo; Javier Muguerza; Jesús Maria Pérez; Iñigo Perona (Expert Syst. Appl., 2013)

The quest for the optimal class distribution: an approach for enhancing the effectiveness of learning via resampling methods for imbalanced data sets. - Iñaki Albisua; Olatz Arbelaitz; Ibai Gurrutxaga; Aritz Lasarguren; Javier Muguerza; Jesús M. Pérez (Prog. Artif. Intell., 2013)

An extensive comparative study of cluster validity indices. - Olatz Arbelaitz; Ibai Gurrutxaga; Javier Muguerza; Jesús M. Pérez; Iñigo Perona (Pattern Recognit., 2013)

A Study of Memory Consumption and Execution Performance of the cuFFT Library. - José Luis Jodrá; Ibai Gurrutxaga; Javier Muguerza (3PGCIC, 2015)

Efficient 3D Transpositions in Graphics Processing Units. - José Luis Jodrá; Ibai Gurrutxaga; Javier Muguerza (Int. J. Parallel Program., 2015)

Coverage-based resampling: Building robust consolidated decision trees. - Igor Ibarguren; Jesús M. Pérez; Javier Muguerza; Ibai Gurrutxaga; Olatz Arbelaitz (Knowl. Based Syst., 2015)

Corrigendum to "Coverage-based resampling: Building robust consolidated decision trees" [Knowledge-Based Systems 79(2015)51-67]. - Igor Ibarguren; Jesús M. Pérez; Javier Muguerza; Ibai Gurrutxaga; Olatz Arbelaitz (Knowl. Based Syst., 2015)

BFPART: Best-First PART. - Igor Ibarguren; Aritz Lasarguren; Jesús M. Pérez; Javier Muguerza; Ibai Gurrutxaga; Olatz Arbelaitz (Inf. Sci., 2016)

CT ;lt;DT>: Extending the application of the consolidation methodology even further. - Igor Ibarguren; Jesús M. Pérez; Javier Muguerza; Ibai Gurrutxaga (Expert Syst. J. Knowl. Eng., 2017)

Solving Poisson's equation using FFT in a GPU cluster. - José Luis Jodrá; Ibai Gurrutxaga; Javier Muguerza; Ainhoa Yera (J. Parallel Distributed Comput., 2017)

Analysis of several decision fusion strategies for clustering validation. Strategy definition, experiments and validation. - Ainhoa Yera; Olatz Arbelaitz; José Luis Jodrá; Ibai Gurrutxaga; Jesús M. Pérez; Javier Muguerza (Pattern Recognit. Lett., 2017)

UnPART: PART without the 'partial' condition of it. - Igor Ibarguren; Jesús M. Pérez; Javier Muguerza; Ibai Gurrutxaga; Olatz Arbelaitz (Inf. Sci., 2018)

Diagnostic classification of Parkinson's disease based on non-motor manifestations and machine learning strategies. - Maitane Martinez-Eguiluz; Olatz Arbelaitz; Ibai Gurrutxaga; Javier Muguerza; Iñigo Perona; Ane Murueta-Goyena; Marian Acera; Rocio Del Pino; Beatriz Tijero; Juan Carlos Gomez-Esteban; Iñigo Gabilondo (Neural Comput. Appl., 2023)

Predicting Parkinson's Disease Progression: Analyzing Prodromal Stages Through Machine Learning. - Maitane Martinez-Eguiluz; Javier Muguerza; Olatz Arbelaitz; Ibai Gurrutxaga; Juan Carlos Gomez-Esteban; Ane Murueta-Goyena; Iñigo Gabilondo (CAEPIA, 2024)

Survival Stacking Ensemble Model for Lung Cancer Risk Prediction. - Eduardo Alonso; Xabier Calle; Ibai Gurrutxaga; Andoni Beristain (EFMI-STC, 2024)