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Javier Francisco Muguerza
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Journal Articles
- 2023
[j33]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:
Diagnostic classification of Parkinson's disease based on non-motor manifestations and machine learning strategies. Neural Comput. Appl. 35(8): 5603-5617 (2023)- [j32]Nagore Sagastibeltza, Asier Salazar-Ramirez, Raquel Martínez, José Luis Jodrá, Javier Muguerza:
Automatic detection of the mental state in responses towards relaxation. Neural Comput. Appl. 35(8): 5679-5696 (2023) - 2022
- [j31]Igor Ibarguren, Jesús M. Pérez, Javier Muguerza, Olatz Arbelaitz, Ainhoa Yera:
PCTBagging: From inner ensembles to ensembles. A trade-off between discriminating capacity and interpretability. Inf. Sci. 583: 219-238 (2022) - 2021
- [j30]Joseba Gorospe, Rubén Mulero, Olatz Arbelaitz, Javier Muguerza, Miguel Ángel Antón:
A Generalization Performance Study Using Deep Learning Networks in Embedded Systems. Sensors 21(4): 1031 (2021) - 2019
- [j29]Raquel Martínez, Asier Salazar-Ramirez, Andoni Arruti, Eloy Irigoyen, José Ignacio Martín, Javier Muguerza:
A Self-Paced Relaxation Response Detection System Based on Galvanic Skin Response Analysis. IEEE Access 7: 43730-43741 (2019) - [j28]Ainhoa Yera, Javier Muguerza, Olatz Arbelaitz, Iñigo Perona, Richard Keers, Darren Ashcroft, Richard Williams, Niels Peek, Caroline Jay, Markel Vigo:
Modelling the interactive behaviour of users with a medication safety dashboard in a primary care setting. Int. J. Medical Informatics 129: 395-403 (2019) - [j27]Unai Saralegui, Miguel Ángel Antón, Olatz Arbelaitz, Javier Muguerza:
Smart Meeting Room Usage Information and Prediction by Modelling Occupancy Profiles. Sensors 19(2): 353 (2019) - 2018
- [j26]Lourdes Moreno, Paloma Martínez, Javier Muguerza, Julio Abascal:
Support resource based on standards for accessible e-Government transactional services. Comput. Stand. Interfaces 58: 146-157 (2018) - [j25]Igor Ibarguren, Jesús M. Pérez, Javier Muguerza, Ibai Gurrutxaga, Olatz Arbelaitz:
UnPART: PART without the 'partial' condition of it. Inf. Sci. 465: 505-522 (2018) - 2017
- [j24]Raquel Martínez, Eloy Irigoyen, Andoni Arruti, José Ignacio Martín, Javier Muguerza:
A real-time stress classification system based on arousal analysis of the nervous system by an F-state machine. Comput. Methods Programs Biomed. 148: 81-90 (2017) - [j23]Igor Ibarguren, Jesús M. Pérez, Javier Muguerza, Ibai Gurrutxaga:
CT ;lt;DT>: Extending the application of the consolidation methodology even further. Expert Syst. J. Knowl. Eng. 34(5) (2017) - [j22]José Luis Jodrá, Ibai Gurrutxaga, Javier Muguerza, Ainhoa Yera:
Solving Poisson's equation using FFT in a GPU cluster. J. Parallel Distributed Comput. 102: 28-36 (2017) - [j21]Ainhoa Yera, Olatz Arbelaitz, José Luis Jodrá, Ibai Gurrutxaga, Jesús M. Pérez, Javier Muguerza:
Analysis of several decision fusion strategies for clustering validation. Strategy definition, experiments and validation. Pattern Recognit. Lett. 85: 42-48 (2017) - 2016
- [j20]Igor Ibarguren, Aritz Lasarguren, Jesús M. Pérez, Javier Muguerza, Ibai Gurrutxaga, Olatz Arbelaitz:
BFPART: Best-First PART. Inf. Sci. 367-368: 927-952 (2016) - [j19]Olatz Arbelaitz, José María Martínez-Otzeta, Javier Muguerza:
User modeling in a social network for cognitively disabled people. J. Assoc. Inf. Sci. Technol. 67(2): 305-317 (2016) - [j18]Olatz Arbelaitz, Aizea Lojo, Javier Muguerza, Iñigo Perona:
Web mining for navigation problem detection and diagnosis in Discapnet: A website aimed at disabled people. J. Assoc. Inf. Sci. Technol. 67(8): 1916-1927 (2016) - [j17]Edurne Larraza-Mendiluze, Nestor Garay-Vitoria, Iratxe Soraluze Arriola, José Ignacio Martín, Javier Muguerza, Txelo Ruiz-Vazquez:
Using a Real Bare Machine in a Project-Based Learning Environment for Teaching Computer Structure: An Analysis of the Implementation Following the Action Research Model. ACM Trans. Comput. Educ. 16(3): 13:1-13:17 (2016) - [j16]Paloma Martínez Fernández, Lourdes Moreno, Julio Abascal, Javier Muguerza:
eGovernAbility: Marco para el desarrollo de servicios personalizables accesibles en la Administración electrónica. Proces. del Leng. Natural 57: 163-166 (2016) - 2015
- [j15]José Luis Jodrá, Ibai Gurrutxaga, Javier Muguerza:
Efficient 3D Transpositions in Graphics Processing Units. Int. J. Parallel Program. 43(5): 876-891 (2015) - [j14]Igor Ibarguren, Jesús M. Pérez, Javier Muguerza, Ibai Gurrutxaga, Olatz Arbelaitz:
Coverage-based resampling: Building robust consolidated decision trees. Knowl. Based Syst. 79: 51-67 (2015) - [j13]Igor Ibarguren, Jesús M. Pérez, Javier Muguerza, Ibai Gurrutxaga, Olatz Arbelaitz:
Corrigendum to "Coverage-based resampling: Building robust consolidated decision trees" [Knowledge-Based Systems 79(2015)51-67]. Knowl. Based Syst. 90: 257-262 (2015) - [j12]Olatz Arbelaitz, José Ignacio Martín, Javier Muguerza:
Analysis of Introducing Active Learning Methodologies in a Basic Computer Architecture Course. IEEE Trans. Educ. 58(2): 110-116 (2015) - 2014
- [j11]Pablo García-Risueño, Joseba Alberdi-Rodriguez, Micael J. T. Oliveira, Xavier Andrade, Michael Pippig, Javier Muguerza, Agustin Arruabarrena, Angel Rubio:
A survey of the parallel performance and accuracy of Poisson solvers for electronic structure calculations. J. Comput. Chem. 35(6): 427-444 (2014) - 2013
- [j10]Olatz Arbelaitz, Ibai Gurrutxaga, Aizea Lojo, Javier Muguerza, Jesús Maria Pérez, Iñigo Perona:
Web usage and content mining to extract knowledge for modelling the users of the Bidasoa Turismo website and to adapt it. Expert Syst. Appl. 40(18): 7478-7491 (2013) - [j9]Iñaki Albisua, Olatz Arbelaitz, Ibai Gurrutxaga, Aritz Lasarguren, Javier Muguerza, Jesús M. Pérez:
The quest for the optimal class distribution: an approach for enhancing the effectiveness of learning via resampling methods for imbalanced data sets. Prog. Artif. Intell. 2(1): 45-63 (2013) - [j8]Olatz Arbelaitz, Ibai Gurrutxaga, Javier Muguerza, Jesús M. Pérez, Iñigo Perona:
An extensive comparative study of cluster validity indices. Pattern Recognit. 46(1): 243-256 (2013) - [j7]Edurne Larraza-Mendiluze, Nestor Garay-Vitoria, José Ignacio Martín, Javier Muguerza, Txelo Ruiz-Vazquez, Iratxe Soraluze Arriola, Jose Francisco Lukas, Karlos Santiago:
Game-Console-Based Projects for Learning the Computer Input/Output Subsystem. IEEE Trans. Educ. 56(4): 453-458 (2013) - 2011
- [j6]Ibai Gurrutxaga, Javier Muguerza, Olatz Arbelaitz, Jesús M. Pérez, José Ignacio Martín:
Towards a standard methodology to evaluate internal cluster validity indices. Pattern Recognit. Lett. 32(3): 505-515 (2011) - 2010
- [j5]Jesús M. Pérez, Iñaki Albisua, Olatz Arbelaitz, Ibai Gurrutxaga, José Ignacio Martín, Javier Muguerza, Iñigo Perona:
Consolidated trees versus bagging when explanation is required. Computing 89(3-4): 113-145 (2010) - [j4]Ibai Gurrutxaga, Iñaki Albisua, Olatz Arbelaitz, José Ignacio Martín, Javier Muguerza, Jesús M. Pérez, Iñigo Perona:
SEP/COP: An efficient method to find the best partition in hierarchical clustering based on a new cluster validity index. Pattern Recognit. 43(10): 3364-3373 (2010) - 2007
- [j3]Jesús M. Pérez, Javier Muguerza, Olatz Arbelaitz, Ibai Gurrutxaga, José Ignacio Martín:
Combining multiple class distribution modified subsamples in a single tree. Pattern Recognit. Lett. 28(4): 414-422 (2007) - 2002
- [j2]Clemente Rodríguez Lafuente, Iratxe Soraluze Arriola, Javier Muguerza, José Ignacio Martín, Gonzalo Álvarez:
Hierarchical classifiers based on neighbourhood criteria with adaptive computational cost. Pattern Recognit. 35(12): 2761-2769 (2002) - 1996
- [j1]Clemente Rodríguez Lafuente, Santiago Rementeria, José Ignacio Martín, Alberto Lafuente, Javier Francisco Muguerza, Jesús M. Pérez:
A modular neural network approach to fault diagnosis. IEEE Trans. Neural Networks 7(2): 326-340 (1996)
Conference and Workshop Papers
- 2024
- [c39]Maitane Martinez-Eguiluz, Javier Muguerza, Olatz Arbelaitz, Ibai Gurrutxaga, Juan Carlos Gomez-Esteban, Ane Murueta-Goyena, Iñigo Gabilondo:
Predicting Parkinson's Disease Progression: Analyzing Prodromal Stages Through Machine Learning. CAEPIA 2024: 61-70 - [c38]Jesús Maria Pérez, Olatz Arbelaitz, Javier Muguerza:
Driven PCTBagging: Seeking Greater Discriminating Capacity for the Same Level of Interpretability. CAEPIA 2024: 152-161 - 2021
- [c37]Nagore Sagastibeltza, Asier Salazar-Ramirez, Raquel Martínez, Maitane Martinez-Eguiluz, Javier Muguerza, Nora Cívicos Sánchez, Montserrat Cuadrado, María Luisa Jauregui Abrisqueta:
Preliminary analysis of features based on GSR/RR signals for spinal cord injury patients. CBMS 2021: 426-431 - 2019
- [c36]Julio Abascal, Xabier Gardeazabal, Juan Eduardo Pérez, Xabier Valencia, Olatz Arbelaitz, Javier Muguerza, Ainhoa Yera:
Personalizing the User Interface for People with Disabilities. ABIS@HT 2019: 29 - [c35]Nestor Garay-Vitoria, Andoni Arruti, José Ignacio Martín, Javier Muguerza, Ainara Garzo, Erik Hernández, Ainhoa Álvarez, Jon Arambarri, Pedro M. Paz-Alonso, Manuel Carreiras, Ander Ramos-Murguialday:
Neuromodulation system in closed loop for enhancing the sleep and the memory consolidation. Interacción 2019: 11:1-11:4 - [c34]Iñigo Perona, Ainhoa Yera, Olatz Arbelaitz, Javier Muguerza, J. Eduardo Pérez, Xabier Valencia:
Towards automatic problem detection in web navigation based on client-side interaction data. Interacción 2019: 41:1-41:4 - 2018
- [c33]Ainhoa Yera, Iñigo Perona, Olatz Arbelaitz, Javier Muguerza:
Modeling the Navigation on Enrolment Web Information Area of a University Using Machine Learning Techniques. CAEPIA 2018: 307-316 - [c32]Ainhoa Yera, Javier Muguerza, Olatz Arbelaitz, Iñigo Perona, Richard Keers, Darren Ashcroft, Richard Williams, Niels Peek, Caroline Jay, Markel Vigo:
Inferring Visual Behaviour from User Interaction Data on a Medical Dashboard. DH 2018: 55-59 - [c31]Unai Saralegui, Miguel Ángel Antón, Olatz Arbelaitz, Javier Muguerza:
An IoT sensor network to model occupancy profiles for energy usage simulation tools. GIoTS 2018: 1-6 - 2017
- [c30]Igor Ibarguren, Jesús M. Pérez, Javier Muguerza, Daniel Rodríguez, Rachel Harrison:
The Consolidated Tree Construction algorithm in imbalanced defect prediction datasets. CEC 2017: 2656-2660 - 2015
- [c29]José Luis Jodrá, Ibai Gurrutxaga, Javier Muguerza:
A Study of Memory Consumption and Execution Performance of the cuFFT Library. 3PGCIC 2015: 323-327 - [c28]Igor Ibarguren, Jesús Maria Pérez, Javier Muguerza:
CTCHAID: Extending the Application of the Consolidation Methodology. EPIA 2015: 572-577 - 2014
- [c27]Olatz Arbelaitz, Aizea Lojo, Javier Muguerza, Iñigo Perona:
Global versus modular link prediction approach for discapnet: website focused to visually impaired people. FedCSIS 2014: 51-58 - [c26]Joseba Alberdi-Rodriguez, Micael J. T. Oliveira, Pablo García-Risueño, Fernando Nogueira, Javier Muguerza, Agustin Arruabarrena, Angel Rubio:
Recent Memory and Performance Improvements in Octopus Code. ICCSA (4) 2014: 607-622 - [c25]Julio Abascal, Andoni Arruti, José Ignacio Martín, Javier Muguerza:
A Hierarchical BCI System Able to Discriminate between Non Intentional Control State and Four Intentional Control Activities. PhyCS 2014: 91-97 - 2013
- [c24]Olatz Arbelaitz, Ibai Gurrutxaga, Javier Muguerza, Jesús Maria Pérez:
Applying Resampling Methods for Imbalanced Datasets to Not So Imbalanced Datasets. CAEPIA 2013: 111-120 - 2012
- [c23]Olatz Arbelaitz, Ibai Gurrutxaga, Aizea Lojo, Javier Muguerza, Jesús M. Pérez, Iñigo Perona:
Adaptation of the User Navigation Scheme using Clustering and Frequent Pattern Mining Techiques for Profiling. KDIR 2012: 187-192 - [c22]Olatz Arbelaitz, Ibai Gurrutxaga, Aizea Lojo, Javier Muguerza, Jesús M. Pérez, Iñigo Perona:
Enhancing a Web Usage Mining based Tourism Website Adaptation with Content Information. KDIR 2012: 287-292 - [c21]Edurne Larraza-Mendiluze, Nestor Garay-Vitoria, José Ignacio Martín, Javier Muguerza, Txelo Ruiz-Vazquez, Iratxe Soraluze Arriola, Jose Francisco Lukas, Karlos Santiago:
Nintendo® DS projects to learn computer input-output. ITiCSE 2012: 373 - 2011
- [c20]Iñaki Albisua, Olatz Arbelaitz, Ibai Gurrutxaga, Javier Muguerza, Jesús M. Pérez:
C4.5 Consolidation Process: An Alternative to Intelligent Oversampling Methods in Class Imbalance Problems. CAEPIA 2011: 74-83 - [c19]Olatz Arbelaitz, Ibai Gurrutxaga, Aizea Lojo, Javier Muguerza, Iñigo Perona:
SAHN with SEP/COP and SPADE, to Build a General Web Navigation Adaptation System Using Server Log Information. CAEPIA 2011: 413-422 - 2009
- [c18]Iñaki Albisua, Olatz Arbelaitz, Ibai Gurrutxaga, José Ignacio Martín, Javier Muguerza, Jesús M. Pérez, Iñigo Perona:
Obtaining Optimal Class Distribution for Decision Trees: Comparative Analysis of CTC and C4.5. CAEPIA 2009: 101-110 - [c17]Iñigo Perona, Olatz Arbelaitz, Ibai Gurrutxaga, José Ignacio Martín, Javier Muguerza, Jesús M. Pérez:
Unsupervised anomaly detection system for Nidis-s based on payload and probabilistic suffix trees. IADIS AC (1) 2009: 11-18 - [c16]Ibai Gurrutxaga, Olatz Arbelaitz, José Ignacio Martín, Javier Muguerza, Jesús M. Pérez, Iñigo Perona:
SIHC: A Stable Incremental Hierarchical Clustering Algorithm. ICEIS (2) 2009: 300-304 - 2008
- [c15]Ibai Gurrutxaga, Olatz Arbelaitz, Jesús M. Pérez, Javier Muguerza, José Ignacio Martín, Iñigo Perona:
Evaluation of Malware clustering based on its dynamic behaviour. AusDM 2008: 163-170 - [c14]Iñigo Perona, Ibai Gurrutxaga, Olatz Arbelaitz, José Ignacio Martín, Javier Muguerza, Jesús M. Pérez:
Service-independent payload analysis to improve intrusion detection in network traffic. AusDM 2008: 171-178 - 2007
- [c13]Ibai Gurrutxaga, Jesús M. Pérez, Olatz Arbelaitz, Javier Muguerza, José Ignacio Martín, Ander Ansuategi:
CTC: An Alternative to Extract Explanation from Bagging. CAEPIA 2007: 90-99 - 2006
- [c12]Ibai Gurrutxaga, Ander Ansuategi, Olatz Arbelaitz, Jesús M. Pérez, Javier Muguerza, José Ignacio Martín:
Comparison of two strategies, CTC and CMM, to combine m classifiers in a single comprehensible one. ICDM (Posters) 2006: 6-18 - 2005
- [c11]Jesús M. Pérez, Javier Muguerza, Olatz Arbelaitz, Ibai Gurrutxaga, José Ignacio Martín:
Consolidated Trees: Classifiers with Stable Explanation. A Model to Achieve the Desired Stability in Explanation. ICAPR (1) 2005: 99-107 - [c10]Jesús M. Pérez, Javier Muguerza, Olatz Arbelaitz, Ibai Gurrutxaga, José Ignacio Martín:
Consolidated Tree Classifier Learning in a Car Insurance Fraud Detection Domain with Class Imbalance. ICAPR (1) 2005: 381-389 - 2004
- [c9]Jesús M. Pérez, Javier Muguerza, Olatz Arbelaitz, Ibai Gurrutxaga:
Consolidated Tree Construction Algorithm: Structurally Steady Trees. ICEIS (2) 2004: 14-21 - [c8]Jesús M. Pérez, Javier Muguerza, Olatz Arbelaitz, Ibai Gurrutxaga:
A new algorithm to build consolidated trees: study of the error rate and steadiness. Intelligent Information Systems 2004: 79-88 - [c7]Jesús M. Pérez, Javier Muguerza, Olatz Arbelaitz, Ibai Gurrutxaga, José Ignacio Martín:
Behavior of Consolidated Trees when using Resampling Techniques. PRIS 2004: 139-148 - 2001
- [c6]Clemente Rodríguez, Iratxe Soraluze Arriola, Javier Muguerza, José Ignacio Martín, Gonzalo Álvarez:
Hierarchical Classifiers based on Neighbourhood Criteria with Adaptive Computational Cost. PRIS 2001: 127-138 - 1998
- [c5]Clemente Rodríguez, Javier Muguerza, M. Navarro, A. Zárate, José Ignacio Martín, Jesús M. Pérez:
A two-stage classifier for broken and blurred digits in forms. ICPR 1998: 1101-1105 - [c4]Clemente Rodríguez, Javier Muguerza, M. Navarro, A. Zárate, José Ignacio Martín, Jesús M. Pérez:
Segmentation of low-quality typewritten digits. ICPR 1998: 1106-1109 - [c3]Clemente Rodríguez, Javier Muguerza, M. Navarro, A. Zárate, José Ignacio Martín, Jesús M. Pérez:
A Hierarchical Classifier for Multifont Digits. SSPR/SPR 1998: 937-943 - [c2]Clemente Rodríguez, Javier Muguerza, M. Navarro, A. Zárate, José Ignacio Martín, Jesús M. Pérez:
A New Cost Function for Typewritten Digits Segmentation. SSPR/SPR 1998: 975-980 - 1994
- [c1]Clemente Rodríguez, Javier Muguerza, José Ignacio Martín, Alberto Lafuente, Santiago Rementeria:
Introducing Parallelism In Power System Diagnosis. PDP 1994: 85-92
Parts in Books or Collections
- 2006
- [p1]Jesús M. Pérez, Javier Muguerza, Olatz Arbelaitz, Ibai Gurrutxaga, José Ignacio Martín:
Consolidated Trees: An Analysis of Structural Convergence. Selected Papers from AusDM 2006: 39-52
Data and Artifacts
- 2022
- [d1]Raquel Martínez, Asier Salazar-Ramirez, Andoni Arruti, Eloy Irigoyen, José Ignacio Martín, Javier Muguerza:
GSR signal database collected while solving 3D puzzles and relaxation responses labelled. IEEE DataPort, 2022
Coauthor Index
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