publications

2024

1. 

   Ex-Fuzzy: A library for symbolic explainable AI through fuzzy logic programming

   Javier Fumanal-Idocin ,  and  Javier Andreu-Perez

   Neurocomputing, 2024

   Abs

   Understanding the decisions taken by machine learning systems is instrumental in their deployment in real-world systems, as it enables responsible decision-making, fosters trust, and facilitates debugging and improvement. The research field devoted to studying the techniques that explain and illustrate those decisions is called explainable AI. Fuzzy logic, with its interpretable fuzzy rule-based inference, has emerged as a popular tool for Explainable AI because of these interpretable classifiers. However, current fuzzy logic libraries provide limited inference capabilities and integration to machine learning or are only available in the Java or R language, which makes their integration with the standard machine libraries in Python challenging. This paper describes a software library that contains a Python implementation to perform fuzzy inference using different kinds of fuzzy sets, with a special focus on result visualization. This library follows the scikit-learn programming interface, enabling researchers to utilize it with minimum fuzzy logic background seamlessly. This toolkit unveils novel tools for programming fuzzy systems that are learnable using machine learning methods, leading to data-powered systems that maintain full transparency and accountability, accessible to virtually anyone without specialized AI training. The interpretability of these systems makes them highly valuable in industries like healthcare, law, and security.

2023

1. The Krypteia ensemble: Designing classifier ensembles using an ancient Spartan military tradition

   Javier Fumanal-Idocin ,  O Cordón ,  and  H Bustince

   Information Fusion, 2023
2. Supervised Penalty-based Aggregation Applied to Motor-Imagery based Brain-Computer-Interface

   Javier Fumanal-Idocin ,  Carmen Vidaurre ,  Javier Fernández , and 4 more authors

   Pattern Recognition, 2023

3. 

   Quantifying External Information in Social Network Analysis: An Application to Comparative Mythology

   Javier Fumanal-Idocin ,  Oscar Cordón ,  Graçaliz Pereira Dimuro , and 2 more authors

   IEEE Transactions on Cybernetics, 2023

   arXiv
4. Mejoras a la capacidad de generalización de la inteligencia artificial

   Javier Fumanal-Idocin

   Universidad Pública de Navarra , 2023

5. 

   Artxai: Explainable artificial intelligence curates deep representation learning for artistic images using fuzzy techniques

   Javier Fumanal-Idocin ,  Javier Andreu-Perez ,  Oscar Cord , and 3 more authors

   IEEE Transactions on Fuzzy Systems, 2023

   arXiv
6. On the Stability of Fuzzy Classifiers to Noise Induction

   Javier Fumanal-Idocin ,  Humberto Bustince ,  Javier Andreu-Perez , and 1 more author

   In 2023 IEEE International Conference on Fuzzy Systems (FUZZ) , 2023

2022

1. Combinations of Affinity Functions for Different Community Detection Algorithms in Social Networks

   Javier Fumanal Idocin ,  Oscar Cordon ,  Maria Minárová , and 2 more authors

   In Annual Hawaii International Conference on System Sciences , 2022
2. d-XC integrals: on the generalization of the expanded form of the Choquet integral by restricted dissimilarity functions and their applications

   Jonata Wieczynski ,  Javier Fumanal-Idocin ,  Giancarlo Lucca , and 5 more authors

   IEEE Transactions on Fuzzy Systems, 2022
3. Book of Abstracts of The Sixteenth International Conference

   Andrea Stupňanová ,  Martin Dyba ,  and  Viktor Pavliska

   2022
4. Fuzzy Clustering to Encode Contextual Information in Artistic Image Classification

   Javier Fumanal-Idocin ,  Zdenko Takáč ,  L’ubomı́ra Horanská , and 2 more authors

   In International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems , 2022
5. Almost aggregations in the gravitational clustering to perform anomaly detection

   J Fumanal-Idocin ,  I Rodriguez-Martinez ,  A Indurain , and 2 more authors

   Information Sciences, 2022
6. A generalization of the Sugeno integral to aggregate interval-valued data: An application to brain computer interface and social network analysis

   Javier Fumanal-Idocin ,  Z Takáč ,  L’ Horanská , and 5 more authors

   Fuzzy Sets and Systems, 2022

2021

1. Sugeno integral generalization applied to improve adaptive image binarization

   Francesco Bardozzo ,  Borja De La Osa ,  L’ubomı́ra Horanská , and 6 more authors

   Information Fusion, 2021
2. Interval-Valued Aggregation Functions Based on Moderate Deviations Applied to Motor-Imagery-Based Brain–Computer Interface

   Javier Fumanal-Idocin ,  Zdenko Takáč ,  Javier Fernández , and 5 more authors

   IEEE Transactions on Fuzzy Systems, 2021
3. A fusion method for multi-valued data

   Martin Papčo ,  Iosu Rodrı́guez-Martı́nez ,  Javier Fumanal-Idocin , and 2 more authors

   Information Fusion, 2021
4. Motor-imagery-based brain–computer interface using signal derivation and aggregation functions

   Javier Fumanal-Idocin ,  Yu-Kai Wang ,  Chin-Teng Lin , and 3 more authors

   IEEE Transactions on Cybernetics, 2021
5. Optimizing a weighted moderate deviation for motor imagery brain computer interfaces

   Javier Fumanal-Idocin ,  Carmen Vidaurre ,  Marisol Gomez , and 4 more authors

   In 2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) , 2021
6. The concept of semantic value in social network analysis: an application to comparative mythology

   Javier Fumanal-Idocin ,  Oscar Cordón ,  Graçaliz Dimuro , and 2 more authors

   arXiv preprint arXiv:2109.08023, 2021
7. Gated local adaptive binarization using supervised learning

   Javier Fumanal Idocin ,  Juan Uriarte Barragán ,  Borja de la Osa Hernández , and 3 more authors

   In WILF’21: The 13th International Workshop on Fuzzy Logic and Applications, Dec. 20–22, 2021, Vietri sul Mare, Italy , 2021
8. Enhanced local adaptative binarization

   Juan Uriarte Barragán

   2021
9. Nueva versión del algoritmo de clúster gravitacional para la detección de datos atı́picos

   Alfonso Indurain Ibero

   2021
10. Análisis de redes sociales basado en las conquistas de César Borgia

    Javier Fumanal Idocin ,  Óscar Cordón ,  Amparo Alonso Betanzos , and 2 more authors

    In Enrique Alba...[et al.](Eds.): XIX Conferencia de la Asociación Española para la Inteligencia Artificial CAEPIA 20/21. Universidad de Málaga, 2021. 978-84-09-30514-8 , 2021
11. Optimizando desviaciones moderadas ponderadas para interfaces cerebro ordenador

    Javier Fumanal Idocin ,  Carmen Vidaurre ,  Marisol Gómez Fernández , and 3 more authors

    In Enrique Alba...[et al.](Eds.): XIX Conferencia de la Asociación Española para la Inteligencia Artificial CAEPIA 20/21. Universidad de Málaga, 2021. , 2021
12. Clusterig cosmológico: un enfoque del clustering gravitacional clásico inspirado en la estructura y dinámica del cosmos a gran escala

    Aitor Castillo López ,  Javier Fumanal Idocin ,  Francisco Javier Fernández Fernández , and 1 more author

    In Enrique Alba...[et al.](Eds.): XIX Conferencia de la Asociación Española para la Inteligencia Artificial CAEPIA 20/21. Universidad de Málaga, 2021. , 2021
13. delli Priscoli M., Troiano L., Tagliaferri R., Fernandez J., Bustince H

    F Bardozzo ,  B De La Osa ,  L Horanská , and 1 more author

    Sugeno integral generalization applied to improve adaptive image binarization, Inf. Fusion, 2021

2020

1. Estudio del impacto del tamaño de ventanas en Deep Learning

   Izaskun Rodrı́guez Villar

   2020
2. Adaptive binarization based on fuzzy integrals

   Francesco Bardozzo ,  Borja De La Osa ,  Lubomira Horanska , and 6 more authors

   arXiv preprint arXiv:2003.08755, 2020

3. 

   Community detection and social network analysis based on the Italian wars of the 15th century

   Javier Fumanal-Idocin ,  Amparo Alonso-Betanzos ,  Oscar Cordón , and 2 more authors

   Future Generation Computer Systems, 2020

   arXiv

2019

1. Gravitational clustering algorithm generalization by using an aggregation of masses in newton law

   J Armentia ,  Iosu Rodrı́guez ,  Javier Fumanal Idocin , and 3 more authors

   In New Trends in Aggregation Theory 10 , 2019
2. Distances between interval-valued fuzzy sets taking into account the width of the intervals

   Zdenko Takáč ,  Javier Fernandez ,  Javier Fumanal , and 5 more authors

   In 2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) , 2019