Javier Fumanal Idocin
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Email
j.fumanal-idocin@essex.ac.uk -
Location
Colchester Campus
Profile
Biography
Hi! I am Postdoc YUFE MSCA fellow researching in Artificial Intelligence and perception. I did my PhD in the Grupo de Inteligencia y Artificial Razonamiento Aproximado (GIARA) in the Public University of Navarre under the supervision of Prof. Humberto Bustince and Prof. 脫scar Cord贸n. During my PhD I also was a visiting researcher in the 糖心Vlog, under the supervision of Prof Hani Hagras. Looking for BSc/Msc thesis or TFG/TFM projects? Be sure to send me an email. As of today, I am willing to supervise projects about: - Extendending exFuzzy (https://github.com/Fuminides/ex-fuzzy) functionalities. - Fuzzy rule-based reasoning. - Dynamic feature selection in classification problems. But of course, I am always open to hear about new ideas.
Qualifications
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PhD Public University of Navarre, (2023)
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MsC Universidad de Granada, (2018)
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BsC Universidad de Zaragoza, (2017)
Publications
Publications (10)
Fumanal-Idocin, J., Fernandez-Peralta, R. and Andreu-Perez, J., (2025). Compact Rule-Based Classifier Learning via Gradient Descent
Fumanal-Idocin, J. and Andreu-Perez, J., (2025). Reliable Classification with Conformal Learning and Interval-Type 2 Fuzzy Sets
Fernandez-Peralta, R., Fumanal-Idocin, J. and Andreu-Perez, J., (2025). Crisp complexity of fuzzy classifiers
Fumanal-Idocin, J., Takac, Z., Horanska, L., Asmus, TDC., Vidaurre, C., Dimuro, G., Fernandez, J. and Bustince, H., (2023). A Generalization of the Sugeno integral to aggregate Interval-valued data: an application to Brain Computer Interface and Social Network Analysis
Fumanal-Idocin, J., Andreu-Perez, J., Cord贸n, O., Hagras, H. and Bustince, H., (2023). ARTxAI: Explainable Artificial Intelligence Curates Deep Representation Learning for Artistic Images using Fuzzy Techniques
Fumanal-Idocin, J., Cord贸n, O., Min谩rov谩, M., Alonso-Betanzos, A. and Bustince, H., (2022). Combinations of Affinity Functions for Different Community Detection Algorithms in Social Networks
Fumanal-Idocin, J., Wang, Y-K., Lin, C-T., Fern谩ndez, J., Sanz, JA. and Bustince, H., (2021). Motor-Imagery-Based Brain Computer Interface using Signal Derivation and Aggregation Functions
Fumanal-Idocin, J., Cord贸n, O., Dimuro, G., Min谩rov谩, M. and Bustince, H., (2021). The Concept of Semantic Value in Social Network Analysis: an Application to Comparative Mythology
Fumanal-Idocin, J., Tak谩膷, Z., Sanz, JFJA., Goyena, H., Lin, C-T., Wang, Y-K. and Bustince, H., (2020). Interval-valued aggregation functions based on moderate deviations applied to Motor-Imagery-Based Brain Computer Interface
Fumanal-Idocin, J., Alonso-Betanzos, A., Cord贸n, O., Bustince, H. and Min谩rov谩, M., (2020). Community detection and Social Network analysis based on the Italian wars of the 15th century
Journal articles (13)
Fumanal-Idocin, J., Vidaurre, C., Fern谩ndez, J., G贸mez, M., Andreu-Perez, J., Prashad, M. and Bustince, H., (2024). . Pattern Recognition. 145, 109924-109924
Fumanal-Idocin, J., Cord贸n, O., Dimuro, GP., L贸pez-de-Hierro, A-FR. and Bustince, H., (2024). Quantifying External Information in Social Network Analysis: An Application to Comparative Mythology. IEEE Transactions on Cybernetics. 54 (6), 3417-3430
Fumanal-Idocin, J., Andreu-Perez, J., Cord贸n, O., Hagras, H. and Bustince, H., (2024). . IEEE Transactions on Fuzzy Systems. 32 (4), 1915-1926
Fumanal-Idocin, J. and Andreu-Perez, J., (2024). . Neurocomputing. 599, 128048-128048
Fumanal-Idocin, J., Cord贸n, O. and Bustince, H., (2023). The Krypteia ensemble: Designing classifier ensembles using an ancient Spartan military tradition. Information Fusion. 90, 283-297
Fumanal-Idocin, J., Wang, Y-K., Lin, C-T., Fernandez, J., Sanz, JA. and Bustince, H., (2022). Motor-Imagery-Based Brain鈥揅omputer Interface Using Signal Derivation and Aggregation Functions. IEEE Transactions on Cybernetics. 52 (8), 7944-7955
Wieczynski, J., Fumanal-Idocin, J., Lucca, G., Borges, EN., Asmus, TDC., Emmendorfer, LR., Bustince, H. and Dimuro, GP., (2022). d-XC Integrals: On the Generalization of the Expanded Form of the Choquet Integral by Restricted Dissimilarity Functions and Their Applications. IEEE Transactions on Fuzzy Systems. 30 (12), 5376-5389
Fumanal-Idocin, J., Takac, Z., Fernandez, J., Sanz, JA., Goyena, H., Lin, C-T., Wang, Y-K. and Bustince, H., (2022). Interval-Valued Aggregation Functions Based on Moderate Deviations Applied to Motor-Imagery-Based Brain鈥揅omputer Interface. IEEE Transactions on Fuzzy Systems. 30 (7), 2706-2720
Fumanal-Idocin, J., Tak谩膷, Z., Horansk谩, 慕., da Cruz Asmus, T., Dimuro, G., Vidaurre, C., Fernandez, J. and Bustince, H., (2022). A generalization of the Sugeno integral to aggregate interval-valued data: An application to brain computer interface and social network analysis. Fuzzy Sets and Systems. 451, 320-341
Fumanal-Idocin, J., Rodriguez-Martinez, I., Indurain, A., Min谩rov谩, M. and Bustince, H., (2022). Almost aggregations in the gravitational clustering to perform anomaly detection. Information Sciences. 612, 399-413
Pap膷o, M., Rodr铆guez-Mart铆nez, I., Fumanal-Idocin, J., Altalhi, AH. and Bustince, H., (2021). A fusion method for multi-valued data. Information Fusion. 71, 1-10
Bardozzo, F., De La Osa, B., Horansk谩, 慕., Fumanal-Idocin, J., Priscoli, MD., Troiano, L., Tagliaferri, R., Fernandez, J. and Bustince, H., (2021). Sugeno integral generalization applied to improve adaptive image binarization. Information Fusion. 68, 37-45
Fumanal-Idocin, J., Alonso-Betanzos, A., Cord贸n, O., Bustince, H. and Min谩rov谩, M., (2020). Community detection and social network analysis based on the Italian wars of the 15th century. Future Generation Computer Systems. 113, 25-40
Book chapters (1)
Fumanal-Idocin, J., Tak谩膷, Z., Horansk谩, L., Bustince, H. and Cordon, O., (2022). Fuzzy Clustering to聽Encode Contextual Information in聽Artistic Image Classification. In: Communications in Computer and Information Science. Springer International Publishing. 355- 366. 9783031089732
Conferences (8)
Fumanal-Idocin, J., Jamalifard, M. and Andreu-Perez, J., (2024). Interpreting Contrastive Embeddings in Specific Domains with Fuzzy Rules
Gonzalez-Garcia, X., Fumanal-Idocin, J., Do Rio, JMN. and Bustince, H., (2024). A Rule-Based Approach for Interpretable Intensity-Modulated Radiation Therapy Treatment Selection
Fumanal-Idocin, J., Bustince, H., Andreu-Perez, J. and Hagras, H., (2023). On the Stability of Fuzzy Classifiers to Noise Induction
Fumanal-Idocin, J., Cord贸n, O., Min谩rov谩, M., Alonso-Betanzos, A. and Bustince, H., (2022). Combinations of Affinity Functions for Different Community Detection Algorithms in Social Networks
Fumanal-Idocin, J., Uriarte, J., de la Osa, B., Bardozzo, F., Fern谩ndez, J. and Bustince, H., (2021). Gated Local Adaptive Binarization using Supervised Learning
Fumanal-Idocin, J., Vidaurre, C., Gomez, M., Urio, A., Bustince, H., Papco, M. and Dimuro, GP., (2021). Optimizing a Weighted Moderate Deviation for Motor Imagery Brain Computer Interfaces
Takac, Z., Fernandez, J., Fumanal, J., Marco-Detchart, C., Couso, I., Dimuro, G., Santos, H. and Bustince, H., (2019). Distances between Interval-valued Fuzzy Sets Taking into Account the Width of the Intervals
Armentia, J., Rodr铆颅guez, I., Fumanal Idocin, J., Bustince, H., Min谩rov谩, M. and Jurio, A., (2019). Gravitational Clustering Algorithm Generalization by Using an Aggregation of Masses in Newton Law
Thesis dissertation (1)
Fumanal Idocin, J., Mejoras a la capacidad de generalizaci贸n de la inteligencia artificial
