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)

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)

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)

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)

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

Global versus modular link prediction approach for discapnet: website focused to visually impaired people. - Olatz Arbelaitz; Aizea Lojo; Javier Muguerza; Iñigo Perona (FedCSIS, 2014)

Web mining for navigation problem detection and diagnosis in Discapnet: A website aimed at disabled people. - Olatz Arbelaitz; Aizea Lojo; Javier Muguerza; Iñigo Perona (J. Assoc. Inf. Sci. Technol., 2016)

Modeling the Navigation on Enrolment Web Information Area of a University Using Machine Learning Techniques. - Ainhoa Yera; Iñigo Perona; Olatz Arbelaitz; Javier Muguerza (CAEPIA, 2018)

Inferring Visual Behaviour from User Interaction Data on a Medical Dashboard. - Ainhoa Yera; Javier Muguerza; Olatz Arbelaitz; Iñigo Perona; Richard Keers; Darren Ashcroft; Richard Williams 001; Niels Peek; Caroline Jay; Markel Vigo (DH, 2018)

Towards automatic problem detection in web navigation based on client-side interaction data. - Iñigo Perona; Ainhoa Yera; Olatz Arbelaitz; Javier Muguerza; J. Eduardo Pérez; Xabier Valencia (Interacción, 2019)

Modelling the interactive behaviour of users with a medication safety dashboard in a primary care setting. - Ainhoa Yera; Javier Muguerza; Olatz Arbelaitz; Iñigo Perona; Richard Keers; Darren Ashcroft; Richard Williams 001; Niels Peek; Caroline Jay; Markel Vigo (Int. J. Medical Informatics, 2019)

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)

Towards Active Participant-Centric Vertical Federated Learning: Some Representations May Be All You Need. - Jon Irureta; Jon Imaz; Aizea Lojo; Marco González; Iñigo Perona (CoRR, 2024)