Laboratorio de Inteligencia Artificial y Sistemas de Decisión

El laboratorio centra su actividad en la investigación aplicada y la transferencia tecnológica en
el ámbito de la inteligencia artificial, los sistemas de decisión y los sistemas de recomendación,
con el propósito de generar soluciones reales a retos científico‑técnicos y sociales. Su misión es
impulsar la transformación digital mediante la integración de metodologías de análisis de
datos, aprendizaje automático, lógica difusa y razonamiento grupal, favoreciendo entornos
más eficientes, confiables y sostenibles en la gestión de información y la toma de decisiones en
sectores estratégicos.
Entre sus principales líneas de trabajo se encuentra el desarrollo de modelos avanzados de
decisión y razonamiento para problemas complejos con el apoyo de la inteligencia artificial,
incluyendo técnicas de optimización, análisis multicriterio y consenso grupal. El laboratorio
investiga también sistemas inteligentes de recomendación y personalización, orientados tanto
a usuarios individuales como colectivos, con atención a la agregación de preferencias, la
adaptabilidad y la explicabilidad de los resultados. Además, se aplican métodos de análisis de
datos y aprendizaje automático para extraer conocimiento de grandes volúmenes de
información, optimizar procesos y apoyar la toma de decisiones en entornos industriales,
sociales y científicos. Finalmente, el laboratorio se enfoca en la transferencia de conocimiento
y la implementación de soluciones de IA responsable y aplicada, asesorando a organizaciones
en la adopción de sistemas inteligentes que sean eficientes, interpretables y socialmente
responsables.

Publicaciones

Solo se muestran los años con publicaciones disponibles:

2026
Bapi Dutta and Diego García-Zamora and José Rui Figueira and Luis Martínez
A deck of cards-based co-constructive approach for modeling higher-order uncertainty in fuzzy decision-making
Applied Soft Computing, vol. 196, pág. 115094, DOI: https://doi.org/10.1016/j.asoc.2026.115094
Zi-Xin Zhang and Liang Wang and Bapi Dutta and Rosa M. Rodriguez and Ying-Ming Wang and Luis Martínez
A robust optimization approach for generating emergency plans with dynamic evolution under uncertainty
Computers & Industrial Engineering, vol. 211, pág. 111684, DOI: https://doi.org/10.1016/j.cie.2025.111684
Soumita Guria and Bapi Dutta and Debashree Guha and Luis Martínez
MULTIMOORA-Sort: A multi-criteria sorting framework integrating criteria interactions, explanations, and preference disaggregation
Computers & Industrial Engineering, vol. 211, pág. 111598, DOI: https://doi.org/10.1016/j.cie.2025.111598
Francisco Salas-Molina and Bapi Dutta and Luis Martínez
Strict Uncertainty Analysis with Fuzzy Payoffs and its Application to Portfolio Selection
Informatica, pág. 1–28, Vilnius University Institute of Data Science and Digital Technologies, DOI: 10.15388/26-INFOR625
2025
Francisco J. Quesada and Francisco Moya-Perez and Mercedes Rodriguez-Garcia and Bapi Dutta
A Transparent and Ecologically Sustainable DLT-based Approach for Tendering Processes
JOURNAL OF UNIVERSAL COMPUTER SCIENCE, vol. 31, pág. 277–297, DOI: 10.3897/jucs.150345
Subrata Saha and Prashant Sharma and Atul Kumar Jain and Bapi Dutta and Luis Martínez and Sarkaft Saleh and Tuphan Kanti Dolai and Anilava Kaviraj and Tanmay Sanyal and Izabela Nielsen and Reena Das
Detection of β-Thalassemia trait from a heterogeneous population with red cell indices and parameters
Computers in Biology and Medicine, vol. 192, pág. 110151, DOI: https://doi.org/10.1016/j.compbiomed.2025.110151
Bapi Dutta and Álvaro Labella and Alessio Ishizaka and Luis Martínez
Eliciting personalized AHP scale from verbal pairwise comparisons
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, vol. 76, pág. 541–553, DOI: 10.1080/01605682.2024.2376033
Diego García-Zamora and Bapi Dutta and Álvaro Labella and Luis Martínez
OWA Operators in Large-Scale Group Decision-Making: An Analysis Based on Comprehensive Minimum Cost Consensus
Informatica, vol. 36, pág. 557–588, Vilnius University Institute of Data Science and Digital Technologies, DOI: 10.15388/25-INFOR599
2024
M. A. Alsalem and A. H. Alamoodi and O. S. Albahri and A. S. Albahri and Luis Martínez and Raciel Yera and Ali M. Duhaim and Iman Mohamad Sharaf
Evaluation of trustworthy artificial intelligent healthcare applications using multi-criteria decision-making approach
EXPERT SYSTEMS WITH APPLICATIONS, vol. 246, DOI: 10.1016/j.eswa.2023.123066
Zhen-Song Chen and Yi Yang and Lesheng Jin and Bapi Dutta and Luis Martínez and Witold Pedrycz and Radko Mesiar and Humberto Bustince
Generalized extended Bonferroni means for isomorphic membership grades
FUZZY SETS AND SYSTEMS, vol. 488, DOI: 10.1016/j.fss.2024.109009
Diego García-Zamora and Bapi Dutta and Jose Rui Figueira and Luis Martínez
The Deck of Cards Method to Build Interpretable Fuzzy Sets in Decision-making
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, vol. 319, pág. 246–262, DOI: 10.1016/j.ejor.2024.06.039
Raciel Yera and Rosa M. Rodriguez and Álvaro Labella and Luis Martínez
Una revisión sistemática sobre el uso de gamificación en la enseñanza de la programación
XV Workshop in Operations Management and Technology, Linares, Jaén (Spain), 14 – 16 de Marzo
2023
Raciel Yera and Rosa M. Rodriguez and Luis Martínez
Exploring the Automatic Selection of Aggregation Methods in Group Recommendation
13th Conference of the European Society for Fuzzy Logic and Technology, EUSFLAT 2023, Palma (Spain), September 4-8th, pág. 149–160, Springer, DOI: 10.1007/978-3-031-39965-7_13
Wen He and Bapi Dutta and Yaya Liu and Rosa M. Rodriguez
Extend Tversky’s Ratio Model to an Asymmetric Similarity Measurement Model with Three Conditional Parameters: 3p-ASM Model
INTERNATIONAL JOURNAL OF COMPUTATIONAL IN℡LIGENCE SYSTEMS, vol. 16, DOI: 10.1007/s44196-023-00285-8
LeSheng Jin and Zhen-Song Chen and Ronald R. Yager and Tapan Senapati and Radko Mesiar and Diego García-Zamora and Bapi Dutta and Luis Martínez
Ordered weighted averaging operators for basic uncertain information granules
INFORMATION SCIENCES, vol. 645, DOI: 10.1016/j.ins.2023.119357
Yefan Han and Bapi Dutta and Diego García-Zamora and Luis Martínez
Robust Comprehensive Minimum Cost Consensus Model for Multi-Criteria Group Decision Making
Advances in Complex Decision Making, pág. 88-108, Chapman and Hall/CRC, DOI: https://doi.org/10.1201/9781003340621-6
Yefan Han and Bapi Dutta and Diego García-Zamora and Luis Martínez
Robust Comprehensive Minimum Cost Consensus Model for Multi-Criteria Group Decision Making
Advances in Complex Decision Making, pág. 88-108, Chapman and Hall/CRC, DOI: https://doi.org/10.1201/9781003340621-6
Bapi Dutta and Diego García-Zamora and Álvaro Labella and Luis Martínez
Which Prioritization Method is Better for Deriving Priority from Best-Worst Preferences? A Theoretical and Experimental Analysis.
In The Fourtth International Workshop on Best-Worst Method (BWM-2023), Delft, The Netherlands, 08-09 June
2022
Raciel Yera and Ahmad A. Alzahrani and Luis Martínez
A fuzzy content-based group recommender system with dynamic selection of the aggregation functions
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, vol. 150, pág. 273–296, DOI: 10.1016/j.ijar.2022.08.015
Álvaro Labella and Bapi Dutta and Luis Martínez
An optimal Best-Worst prioritization method under a 2-tuple linguistic environment in decision making
XXI Congreso de Tecnologías y Lógica Fuzzy (ESTYLF’22), 5-7 Septiembre, Toledo (España), vol. 155, pág. 78-79, DOI: 10.1016/j.cie.2021.107141
Meng-Die Zhou and Zhen-Song Chen and Jiani Jiang and Gang Qian and Diego García-Zamora and Bapi Dutta and Qiuyan Zhan and LeSheng Jin
Auto-generated Relative Importance for Multi-agent Inducing Variable in Uncertain and Preference Involved Evaluation
INTERNATIONAL JOURNAL OF COMPUTATIONAL IN℡LIGENCE SYSTEMS, vol. 15, DOI: 10.1007/s44196-022-00167-5
Raciel Yera and Álvaro Labella and Luis Martínez
Recomendación a grupos basada en un modelo de consenso de mínimo costo
Marketing Digital y Big Data, pág. 45-65, Funcas
Raciel Yera and Álvaro Labella and Luis Martínez
Recomendación a grupos basada en un modelo de consenso de mínimo costo
Marketing Digital y Big Data, pág. 45-65, Funcas
2021
Álvaro Labella and Bapi Dutta and Rosa M. Rodriguez and Luis Martínez
A Linguistic 2-tuple Best-Worst Method
BWM Workshop 2021, 10-11th June, Delft, The Netherlands, pág. 41–51, Springer, Cham, DOI: https://doi.org/10.1007/978-3-030-89795-6_4
Wen He and Rosa M. Rodriguez and Bapi Dutta and Luis Martínez
Aggregation of Comparative Linguistic Expressions with Symbolic Translation by IOWA Operator for Group Decision Making
International Virtual Workshop on Business Analytics Eureka, 2-4th June, Ciudad Juarez (México)
Bapi Dutta and Son Duy Dao and Luis Martínez and Mark Goh
An evolutionary strategic weight manipulation approach for multi-attribute decision making: TOPSIS method
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, vol. 129, pág. 64–83, DOI: 10.1016/j.ijar.2020.11.004
Wen He and Bapi Dutta and Rosa M. Rodriguez and Luis Martínez
Application of Choquet Integral Operator to Aggregate ELICIT Information
Intelligent and Fuzzy Systems, 24–26th August, Izmir (Turkey), vol. 307, pág. 272-280, Springer, DOI: 10.1007/978-3-030-85626-7_33
Yilena Perez-Almaguer and Raciel Yera and Ahmad A. Alzahrani and Luis Martínez
Content-based group recommender systems: A general taxonomy and further improvements
EXPERT SYSTEMS WITH APPLICATIONS, vol. 184, DOI: 10.1016/j.eswa.2021.115444
Wen He and Rosa M. Rodriguez and Bapi Dutta and Luis Martínez
Exploiting the type-1 OWA operator to fuse the ELICIT information
IEEE CIS International Conference on Fuzzy Systems 2021, 11th-14th July, Luxembourg, IEEE, DOI: 10.1109/FUZZ45933.2021.9494400
2020
2019
Jorge Castro and Raciel Yera and Ahmad A. Alzahrani and Pedro J. Sanchez and Manuel J. Barranco and Luis Martínez
A Big Data Semantic Driven Context Aware Recommendation Method for Question-Answer Items
IEEE ACCESS, vol. 7, pág. 182664–182678, DOI: 10.1109/ACCESS.2019.2957881
Raciel Yera and Luis Martínez
A health-awareness nutrition recommender system
IEEE 14th International Conference on Intelligent Systems and Knowledge Engineering, 14th-16th November, pág. 36-42, DOI: 10.1109/ISKE47853.2019.9170432
Raciel Yera and Manuel J. Barranco and Ahmad A. Alzahrani and Luis Martínez
Exploring Fuzzy Rating Regularities for Managing Natural Noise in Collaborative Recommendation
INTERNATIONAL JOURNAL OF COMPUTATIONAL IN℡LIGENCE SYSTEMS, vol. 12, pág. 1382–1392, DOI: 10.2991/ijcis.d.191115.001
2018
Jorge Castro and Raciel Yera and Luis Martínez
A fuzzy approach for natural noise management in group recommender systems
EXPERT SYSTEMS WITH APPLICATIONS, vol. 94, pág. 237–249, DOI: 10.1016/j.eswa.2017.10.060
Jorge Castro and Manuel J. Barranco and Rosa M. Rodriguez and Luis Martínez
Group Recommendations Based on Hesitant Fuzzy Sets
INTERNATIONAL JOURNAL OF IN℡LIGENT SYSTEMS, vol. 33, pág. 2058–2077, DOI: 10.1002/int.21922
Raciel Yera and Álvaro Labella and Jorge Castro and Luis Martínez
On group recommendation supported by a minimum cost consensus model
13th International FLINS conference, vol. 11, pág. 227-234, World Scientific, DOI: https://doi.org/10.1142/9789813273238_0031
2017
Raciel Yera and Rosa M. Rodriguez and Jorge Castro and Luis Martínez
A Recommender System for Supporting Students in Programming Online Judges
4th International Conference on Smart Education and E-Learning, vol. 75, pág. 215-224, Springer, DOI: 10.1007/978-3-319-59451-4
Jorge Castro and Manuel J. Barranco and Rosa M. Rodriguez and Luis Martínez
Dealing with Diverstiy and Novelty in Group Recommendations Using Hesitant Fuzzy Sets
IEEE International Conference on Fuzzy Systems, IEEE, DOI: 10.1109/FUZZ-IEEE.2017.8015484
Fuzzy Tools in Recommender Systems: A Survey
INTERNATIONAL JOURNAL OF COMPUTATIONAL IN℡LIGENCE SYSTEMS, vol. 10, pág. 776–803, DOI: 10.2991/ijcis.2017.10.1.52
2016
Raciel Yera and Jorge Castro and Luis Martínez
A fuzzy model for managing natural noise in recommender systems
APPLIED SOFT COMPUTING, vol. 40, pág. 187–198, DOI: 10.1016/j.asoc.2015.10.060
Raciel Yera and Jorge Castro and Luis Martínez
An approach for natural noise management in recommender systems using fuzzy logic
12th International FLINS Conference, pág. 99-104, World Scientific, DOI: 10.1142/9789813146976_0019
Luis Martínez and Jorge Castro and Raciel Yera
Managing Natural Noise in Recommender Systems
5th International Conference on Theory and Practice of Natural Computing (TPNC 2016), pág. 3-17, Springer, DOI: 10.1007/978-3-319-49001-4
2015
Raciel Yera and Yaile Caballero Mota and Luis Martínez
Correcting noisy ratings in collaborative recommender systems
KNOWLEDGE-BASED SYSTEMS, vol. 76, pág. 96–108, DOI: 10.1016/j.knosys.2014.12.011
2014
Jorge Castro and Manuel J. Barranco and Luis Martínez
Improving group recommendation with outlier data filtering
vol. 9, pág. 568-573, The 11th International FLINS Conference on Decision Making and Soft Computing
Jorge Castro and S. Jiménez and Manuel J. Barranco and Luis Martínez
S-PISNA: Una herramienta de análisis para grafos difusos basada en computación con palabras para la mejora de recomendación a grupos
pág. 175-180, Universidad de Zaragoza, ESTYLF
Jorge Castro and Rosa M. Rodriguez and Manuel J. Barranco
Weighting of Features in Content- Based Filtering with Entropy and Dependence Measures
INTERNATIONAL JOURNAL OF COMPUTATIONAL IN℡LIGENCE SYSTEMS, vol. 7, pág. 80–89, DOI: 10.1080/18756891.2013.859861
2013
Raciel Yera and Luis Martínez and Y Caballero
Managing Natural Noise in Collaborative Recommender Systems
pág. 872-877, 2013 Joint IFSA World Congress - NAFIPS Annual Meeting
2012
Manuel J. Barranco and Manuel J. Barranco and Jorge Castro and Luis Martínez
A Context-Aware Mobile Recommender System Based on Location and Trajectory
vol. 171, pág. 153-162, Springer
Manuel J. Barranco and Manuel J. Barranco and Francisco J. Quesada and Luis Martínez
A Location-Aware Tourism Recommender System based on Mobile Devices
vol. 7, pág. 34-39, The 10th International FLINS Conference on Uncertainty Modeling in Knowledge Engineering and Decision Making
Jose M. Noguera and Manuel J. Barranco and Rafael J. Segura and Luis Martínez
A mobile 3D-GIS hybrid recommender system for tourism
INFORMATION SCIENCES, vol. 215, pág. 37–52, DOI: 10.1016/j.ins.2012.05.010
Manuel J. Barranco and Jorge Castro and Luis Martínez
Evaluación de un Método de Ponderación de Atributos Multivaluados en Sistemas de Recomendación basados en Contenido
pág. 259-264, EUSFLAT, Universidad de Valladolid
2011
Emilio José Castellano and Manuel J. Barranco and Luis Martínez
Academic Orientation Supported by Hybrid Intelligent Decision Support System
pág. 241-262, Intech
2010
Manuel J. Barranco and Luis Martínez
A method for Weighting Multivalues Features in Content-based Filtering
vol. 6098, pág. 409-418, 23th International Conference on Industrial Engineering and Other Aplications of Applied Intelligent Systems,IEA-AIE2010. Lecture Notes in Artificial Intelligence, Springer
Lina García-Cabrera and José Ramón Balsas and I Ruano and Manuel J. Barranco and Rosa M. Rodriguez
Aplicación y resultados del procedimiento de evaluación y mejora de la calidad en las acciones formativas on-line del campus andaluz virtual
Evaluación de la calidad de la educación superior y de la investigación (VII Foro)
Macarena Espinilla and Manuel J. Barranco and Iván Palomares
Empleo de juegos educativos on-line destinados al auto-entrenamiento y auto-evaluación en la asignatura de Derecho Penal
I Congreso de Innovación Docente en Derecho. IUSINNOVA 2010
Manuel J. Barranco and Rosa M. Rodriguez and Macarena Espinilla and Luis Martínez
Probabilistic Decision Making with the OWA Operator and the 2-tuple Linguistic Aproach
vol. 2010, Universidad de Huelva y European Society for Fuzzy Logic and Technology
Lina García-Cabrera and José Ramón Balsas and I Ruano and Manuel J. Barranco and Rosa M. Rodriguez
Simposio: La iniciativa del CAV como experiencia para la implantación y mejora de la calidad en docencia virtual
Evaluación de la calidad de la educación superior y de la investigación (VII Foro)
2009
Manuel J. Barranco and Luis Gonzaga Pérez and Luis Martínez
A Linguistic Framework for Collaborative and Knowledge-based Filtering: How to Refine Collaborative Filtering Recommendations
vol. 2, pág. 369-374, The 4th International Conference on Intelligent System and Knowledge Engineering (ISKE 2009)
Carlos Porcel and Enrique Herrera-Viedma and Manuel J. Barranco
A linguistic recommender system for university digital libraries to help students in their learning processes
vol. 1, pág. 3590-3600, EDULEARN 09
Carlos Porcel and Manuel J. Barranco and Enrique Herrera-Viedma
A linguistic recommender system for university digital libraries to help users in their research resources accesses
vol. 1, pág. 1574-1584, MCIS2009, 4th MEDITERRANEAN CONFERENCE ON INFORMATION SYSTEMS
N Halouani and Luis Martínez and H Chabchoub and Manuel J. Barranco and Jun Liu
A Multi-granular Linguistic Promethee Model
pág. 213-218, International Fuzzy Systems Association. European Society for Fuzzy Logic and Technology
Manuel J. Barranco and Carlos Porcel and Enrique Herrera-Viedma and E. Peis
A web-based service for the elicitation of resources in the biomedical domain
vol. 1, pág. 433-436, International Conference on Web Intelligence and Intelligent Agent Technology
Luis Martínez and Luis Gonzaga Pérez and Manuel J. Barranco
Filling up Incomplete Linguistic Preference Relations by Priorizating Experts Opinions
vol. 1, EUROFUSE Workshop 2009: Preference Modeling and Decision Analysis
Lina García-Cabrera and I Ruano and Manuel J. Barranco and Rosa M. Rodriguez
Garantizar la calidad de una Asignatura Virtual mediante su guía de estudio
Universidad Internacional de Andalucía, Sede Antonio Machado
I Ruano and Lina García-Cabrera and Manuel J. Barranco and Rosa M. Rodriguez
Guía de estudio de una Asignatura para el Campus Andaluz Virtual
II Foro Interuniversitario de buenas prácticas en Teleformación del Campus Andaluz Virtual
Luis Martínez and Luis Gonzaga Pérez and Manuel J. Barranco
Incomplete preference relations to smooth out the cold start in Collaborative Recommender Systems
The 28th North American Fuzzy Information Processing Society Annual Conference (NAFIPS2009)
Macarena Espinilla and Rosa M. Rodriguez and Luis Martínez and Luis Gonzaga Pérez and Manuel J. Barranco
SR-REJA. Sistema de Recomendación Híbrido. Georreferenciado
vol. 2009, pág. 147-154, Conferencia IADIS Ibero Americana
Manuel J. Barranco and Macarena Espinilla
The uncertain probabilistic OWA operator
vol. 2009, pág. 201-206, 5th International Summer School on Aggregation Operators
Carlos Porcel and Manuel J. Barranco
Un sistema de recomendaciones lingüístico difuso para el filtrado de material docente
vol. 1, pág. 53-58, I Jornadas Andaluzas de Informática
2008
Luis Martínez and Manuel J. Barranco and Luis G. Perez and Macarena Espinilla
A KNOWLEDGE BASED RECOMMENDER SYSTEM WITH MULTIGRANULAR LINGUISTIC INFORMATION
INTERNATIONAL JOURNAL OF COMPUTATIONAL IN℡LIGENCE SYSTEMS, vol. 1, pág. 225–236
Luis Martínez and Luis G. Perez and Manuel J. Barranco and Macarena Espinilla
IMPROVING THE EFFECTIVENESS OF KNOWLEDGE BASED RECOMMENDER SYSTEMS USING INCOMPLETE LINGUISTIC PREFERENCE RELATIONS
INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, vol. 16, pág. 33–56, DOI: 10.1142/S0218488508005479
2007
Luis Martínez and Luis G. Perez and Manuel J. Barranco
A multigranular linguistic content-based recommendation model
INTERNATIONAL JOURNAL OF IN℡LIGENT SYSTEMS, vol. 22, pág. 419–434, DOI: 10.1002/int.20207
2006
Luis Martínez and Luis Gonzaga Pérez and Manuel J. Barranco
Un sistema de Recomendación Multigranular basado en Conocimiento
pág. 645-664, XIII of International Association for Fuzzy Set Management and Economy SIGEF 2006
2005
Jun Liu and Da Ruan and Manuel J. Barranco and Luis Martínez
Self-Tuning Fuzzy Rule Bases with Belief Structure
vol. 5, pág. 419-429, Springer
2004
Luis Gonzaga Pérez and Luis Martínez and Francisco Mata and Manuel J. Barranco
Un Modelo de recomendación con Perfiles de Usuario Lingüísticos
pág. 521-526, XII Congreso Español sobre Tecnologías y Lógica Fuzzy
2002
Manuel J. Barranco and Pedro J. Sanchez and Francisco Mata and Rosa M. Rodriguez and Manuel J. Barranco
Estrategias de Conocimiento en la Gestión Tecnológica y Empresarial de los Modelos de Comercio Electrónico
CISIC 2002, I Congreso Internacional de la Sociedad de la Información y del Conocimiento

Proyectos

Aplicaciones