Rafael Alcalá Fernández

Universidad de Granada

Publicaciones

Multiomics and eXplainable artificial intelligence for decision support in insulin resistance early diagnosis: A pediatric population-based longitudinal study
AUTHORS: Álvaro Torres-Martos; Augusto Anguita-Ruiz; Mireia Bustos-Aibar; Alberto Ramírez-Mena; María Arteaga; Gloria Bueno; Rosaura Leis; Concepción M. Aguilera; Rafael Alcalá; Jesús Alcalá-Fdez

Artificial Intelligence in Medicine

Enhancing soft computing techniques to actively address imbalanced regression problems
AUTHORS: María Arteaga; María José Gacto; Marta Galende; Jesús Alcalá-Fdez; Rafael Alcalá

Expert Systems with Applications

Learning positive-negative rule-based fuzzy associative classifiers with a good trade-off between complexity and accuracy
AUTHORS: Carmen Biedma-Rdguez; María José Gacto; Augusto Anguita-Ruiz; Rafael Alcalá; Concepción María Aguilera; Jesús Alcalá-Fdez

Fuzzy Sets and Systems

Omics Data Preprocessing for Machine Learning: A Case Study in Childhood Obesity
AUTHORS: Álvaro Torres-Martos; Mireia Bustos-Aibar; Alberto Ramírez-Mena; Sofía Cámara-Sánchez; Augusto Anguita-Ruiz; Rafael Alcalá; Concepción M. Aguilera; Jesús Alcalá-Fdez

Genes

Human Multi-omics Data Pre-processing for Predictive Purposes Using Machine Learning: A Case Study in Childhood Obesity
AUTHORS: Álvaro Torres-Martos; Augusto Anguita-Ruiz; Mireia Bustos-Aibar; Sofia Cámara-Sánchez; Rafael Alcalá; Concepción M. Aguilera; Jesús Alcalá-Fdez
Mining high average-utility sequential rules to identify high-utility gene expression sequences in longitudinal human studies
AUTHORS: Alberto Segura-Delgado; Augusto Anguita-Ruiz; Rafael Alcalá; Jesús Alcalá-Fdez

Expert Systems with Applications

Transparent but Accurate Evolutionary Regression Combining New Linguistic Fuzzy Grammar and a Novel Interpretable Linear Extension
AUTHORS: Carmen Biedma-Rdguez; María José Gacto; Augusto Anguita-Ruiz; Jesús Alcalá-Fdez; Rafael Alcalá

International Journal of Fuzzy Systems

Meta-Fuzzy Items for Fuzzy Association Rules
AUTHORS: Carmen Biedma-Rdguez; Maria Jose Gacto; Rafael Alcala; Jesus Alcala-Fdez

2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)

eXplainable Artificial Intelligence (XAI) for the identification of biologically relevant gene expression patterns in longitudinal human studies, insights from obesity research

PLOS Computational Biology

Temporal association rule mining: An overview considering the time variable as an integral or implied component

WIREs Data Mining and Knowledge Discovery

Experimental Study on 164 Algorithms Available in Software Tools for Solving Standard Non-Linear Regression Problems

IEEE Access

Evolutionary data mining and applications: A revision on the most cited papers from the last 10 years (2007-2017)

Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Evolutionary Fuzzy Rule-Based Methods for Monotonic Classification

Ieee Transactions on Fuzzy Systems

A multi-objective evolutionary method for learning granularities based on fuzzy discretization to improve the accuracy-complexity trade-off of fuzzy rule-based classification systems: D-MOFARC algorithm
AUTHORS: Fazzolari, Michela; Alcala, Rafael; Herrera, Francisco

Applied Soft Computing

Comparison and design of interpretable linguistic vs. scatter FRBSs: GM3M generalization and new rule meaning index for global assessment and local pseudo-linguistic representation
AUTHORS: Galende, Marta; Jose Gacto, Maria; Sainz, Gregorio; Alcala, Rafael

Information Sciences

METSK-HDe: A multiobjective evolutionary algorithm to learn accurate TSK-fuzzy systems in high-dimensional and large-scale regression problems
AUTHORS: Gacto, M. J.; Galende, M.; Alcala, R.; Herrera, F.

Information Sciences

A Review of the Application of Multiobjective Evolutionary Fuzzy Systems: Current Status and Further Directions
AUTHORS: Alcala, Rafael; Fazzolari, Michela; Herrera, Francisco; Ishibuchi, Hisao; Nojima, Yusuke

Ieee Transactions on Fuzzy Systems

A study on the application of instance selection techniques in genetic fuzzy rule-based classification systems: Accuracy-complexity trade-off
AUTHORS: Fazzolari, Michela; Giglio, Bruno; Alcala, Rafael; Marcelloni, Francesco; Herrera, Francisco

Knowledge-Based Systems

Improving a Fuzzy Association Rule-Based Classification Model by Granularity Learning based on Heuristic Measures over Multiple Granularities
AUTHORS: Fazzolari, Michela; Alcala, Rafael; Nojima, Yusuke; Ishibuchi, Hisao; Herrera, Francisco; IEEE

2013 Ieee International Workshop on Genetic and Evolutionary Fuzzy Systems (Gefs)

Improving a fuzzy association rule-based classification model by granularity learning based on heuristic measures over multiple granularities
AUTHORS: Fazzolari, M.; Alcalá, R.; Nojima, Y.; Ishibuchi, H.; Herrera, F.

Proceedings of the 2013 IEEE International Workshop on Genetic and Evolutionary Fuzzy Systems, GEFS 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013

Obtaining accurate TSK fuzzy rule-based systems by multi-objective evolutionary learning in high-dimensional regression problems
AUTHORS: Gacto, M.J.; Galende, M.; Alcalá, R.; Herrera, F.

IEEE International Conference on Fuzzy Systems

Special Issue on «Evolutionary Fuzzy Systems» EFSs
AUTHORS: Alcala, Rafael; Nojima, Yusuke; Ishibuchi, Hisao; Herrera, Francisco

Knowledge-Based Systems

A Case Study on the Application of Instance Selection Techniques for Genetic Fuzzy Rule-Based Classifiers
AUTHORS: Giglio, Bruno; Marcelloni, Francesco; Fazzolari, Michela; Alcala, Rafael; Herrera, Francisco; IEEE

2012 Ieee International Conference on Fuzzy Systems (Fuzz-Ieee)

A case study on the application of instance selection techniques for Genetic Fuzzy Rule-Based Classifiers
AUTHORS: Giglio, B.; Marcelloni, F.; Fazzolari, M.; Alcala, R.; Herrera, F.

IEEE International Conference on Fuzzy Systems

A multi-objective evolutionary algorithm for an effective tuning of fuzzy logic controllers in heating, ventilating and air conditioning systems
AUTHORS: Alcala, Rafael; Herrera, Francisco; Jose Gacto, Maria

Applied Intelligence

Automatic Laser Pointer Detection Algorithm for Environment Control Device Systems Based on Template Matching and Genetic Tuning of Fuzzy Rule-Based Systems
AUTHORS: Chavez, F.; Fernandez, F.; Gacto, M. J.; Alcala, R.

International Journal of Computational Intelligence Systems

Hybrid laser pointer detection algorithm based on template matching and fuzzy rule-based systems for domotic control in real home environments
AUTHORS: Alcala, R.; Alcala-Fdez, J.; Chavez, F.; Fernandez, F.; Herrera, F.; Olague, G.

Applied Intelligence

Special Issue on Evolutionary Fuzzy Systems
AUTHORS: Alcala, Rafael; Herrera, Francisco; Ishibuchi, Hisao; Nojima, Yusuke

International Journal of Computational Intelligence Systems

Special Issue on Evolutionary Fuzzy Systems INTRODUCTION
AUTHORS: Alcala, R.; Herrera, F.; Ishibuchi, H.; Nojima, Y.

International Journal of Uncertainty Fuzziness and Knowledge-Based Systems

A Fast and Scalable Multiobjective Genetic Fuzzy System for Linguistic Fuzzy Modeling in High-Dimensional Regression Problems
AUTHORS: Alcala, Rafael; Herrera, Francisco; Jose Gacto, Maria

Ieee Transactions on Fuzzy Systems

A Fuzzy Association Rule-Based Classification Model for High-Dimensional Problems With Genetic Rule Selection and Lateral Tuning
AUTHORS: Alcala, Rafael; Alcala-Fdez, Jesus; Herrera, Francisco

Ieee Transactions on Fuzzy Systems

Evolutionary Learning of a Laser Pointer Detection Fuzzy System for an Environment Control System
AUTHORS: Chavez, Francisco; Fernandez, Francisco; Alcala, Rafael; Alcala-Fdez, Jesus; Herrera, Francisco; IEEE

Ieee International Conference on Fuzzy Systems (Fuzz 2011)

Evolutionary learning of a laser pointer detection fuzzy system for an environment control system
AUTHORS: Chávez, F.; Fernández, F.; Alcalá, R.; Alcala-Fdez, J.; Herrera, F.

IEEE International Conference on Fuzzy Systems

Evolutionary multi-objective algorithm to effectively improve the performance of the classic tuning of fuzzy logic controllers for a heating, ventilating and air conditioning system
AUTHORS: Gacto, M.J.; Alcalá, R.; Herrera, F.

IEEE SSCI 2011: Symposium Series on Computational Intelligence - GEFS 2011: 2011 IEEE 5th International Workshop on Genetic and Evolutionary Fuzzy Systems

Interpretability of linguistic fuzzy rule-based systems: An overview of interpretability measures
AUTHORS: Alcala, R.; Gacto, M. J.; Herrera, F.

Information Sciences

Multiobjective genetic fuzzy rule selection of single granularity-based fuzzy classification rules and its interaction with the lateral tuning of membership functions
AUTHORS: Alcala, Rafael; Herrera, Francisco; Ishibuchi, Hisao; Nojima, Yusuke

Soft Computing

Musical Genre Classification by means of Fuzzy Rule-Based Systems: A preliminary approach
AUTHORS: Fernandez, Francisco; Chavez, Francisco; Alcala, Rafael; Herrera, Francisco; IEEE

2011 Ieee Congress on Evolutionary Computation (Cec)

Musical genre classification by means of Fuzzy Rule-Based Systems: A preliminary approach
AUTHORS: Fernandez, F.; Chavez, F.; Alcala, R.; Herrera, F.

2011 IEEE Congress of Evolutionary Computation, CEC 2011

Special issue on evolutionary fuzzy systems
AUTHORS: Alcala, Rafael; Herrera, Francisco; Ishibuchi, Hisao; Nojima, Yusuke

Soft Computing

A case study for learning behaviors in mobile robotics by evolutionary fuzzy systems
AUTHORS: Mucientes, M.; Alcala-Fdez, J.; Alcala, R.; Casillas, J.

Expert Systems With Applications

A fuzzy associative classification system with genetic rule selection for high-dimensional problems
AUTHORS: Alcalá-Fdéz, J.; Alcalá, R.; Herrera, F.

2010 4th International Workshop on Genetic and Evolutionary Fuzzy Systems, GEFS 2010

Analysis of the Performance of a Semantic Interpretability-Based Tuning and Rule Selection of Fuzzy Rule-Based Systems by Means of a Multi-Objective Evolutionary Algorithm
AUTHORS: Jose Gacto, Maria; Alcala, Rafael; Herrera, Francisco; GarciaPedrajas, N; Herrera, F; Fyfe, C; Benitez, JM; Ali, M

Trends in Applied Intelligent Systems, Pt Ii, Proceedings

Genetic Tuning of a Laser Pointer Environment Control Device System for Handicapped People with Fuzzy Systems
AUTHORS: Chavez, Francisco; Fernandez, Francisco; Alcala-Fdez, Jesus; Alcala, Rafael; Herrera, Francisco; Olague, Gustavo; IEEE

2010 Ieee International Conference on Fuzzy Systems (Fuzz-Ieee 2010)

Genetic tuning of a laser pointer environment control device system for handicapped people with fuzzy systems
AUTHORS: Chávez, F.; Fernández, F.; Alcalá-Fdez, J.; Alcalá, R.; Herrera, F.; Olague, G.

2010 IEEE World Congress on Computational Intelligence, WCCI 2010

Integration of an Index to Preserve the Semantic Interpretability in the Multiobjective Evolutionary Rule Selection and Tuning of Linguistic Fuzzy Systems
AUTHORS: Alcala, R; Gacto, MJ; Herrera, F

Ieee Transactions on Fuzzy Systems

A Multi-objective Evolutionary Algorithm for Tuning Fuzzy Rule-Based Systems with Measures for Preserving Interpretability
AUTHORS: Gacto, M. J.; Alcala, R.; Herrera, F.; Carvalho, JP; Kaymak, DU; Sousa, JMC

Proceedings of the Joint 2009 International Fuzzy Systems Association World Congress and 2009 European Society of Fuzzy Logic and Technology Conference

A multi-objective evolutionary algorithm for tuning fuzzy rule-based systems with measures for preserving interpretability
AUTHORS: Gacto, M.J.; Alcalá, R.; Herrera, F.

2009 International Fuzzy Systems Association World Congress and 2009 European Society for Fuzzy Logic and Technology Conference, IFSA-EUSFLAT 2009 - Proceedings

A Multiobjective Evolutionary Approach to Concurrently Learn Rule and Data Bases of Linguistic Fuzzy-Rule-Based Systems
AUTHORS: Alcala, R; Ducange, P; Herrera, F; Lazzerini, B; Marcelloni, F

Ieee Transactions on Fuzzy Systems

Adaptation and application of multi-objective evolutionary algorithms for rule reduction and parameter tuning of fuzzy rule-based systems
AUTHORS: Alcala, R; Gacto, MJ; Herrera, F

Soft Computing

Distributed Genetic Tuning of Fuzzy Rule-Based Systems
AUTHORS: Robles, Ignacio; Alcala, Rafael; Manuel Benitez, Jose; Herrera, Francisco; Carvalho, JP; Kaymak, DU; Sousa, JMC

Proceedings of the Joint 2009 International Fuzzy Systems Association World Congress and 2009 European Society of Fuzzy Logic and Technology Conference

Distributed genetic tuning of fuzzy rule-based systems
AUTHORS: Robles, I.; Alcalá, R.; Benítez, J.M.; Herrera, F.

2009 International Fuzzy Systems Association World Congress and 2009 European Society for Fuzzy Logic and Technology Conference, IFSA-EUSFLAT 2009 - Proceedings

Evolutionary parallel and gradually distributed lateral tuning of fuzzy rule-based systems
AUTHORS: Robles, I.; Alcalá, R.; Benítez, J.M.; Herrera, F.

Evolutionary Intelligence

Generating Single Granularity-Based Fuzzy Classification Rules for Multiobjective Genetic Fuzzy Rule Selection
AUTHORS: Alcala, Rafael; Nojima, Yusuke; Herrera, Francisco; Ishibuchi, Hisao; IEEE

2009 Ieee International Conference on Fuzzy Systems, Vols 1-3

Handling High-Dimensional Regression Problems by Means of an Efficient Multi-Objective Evolutionary Algorithm
AUTHORS: Jose Gacto, Maria; Alcala, Rafael; Herrera, Francisco; IEEE

2009 9th International Conference on Intelligent Systems Design and Applications

Improving fuzzy logic controllers obtained by experts: a case study in HVAC systems
AUTHORS: Alcala, R; Alcala-Fdez, J; Gacto, MJ; Herrera, F

Applied Intelligence

Improving fuzzy logic controllers obtained by experts: A case study in HVAC systems (Applied Intelligence (2009) 31 (15-30) DOI:10.1007/s10489-007-0107-6)
AUTHORS: Alcalá, R.; Alcalá-Fdez, J.; Gacto, M.J.; Herrera, F.

Applied Intelligence

Learning the membership function contexts for mining fuzzy association rules by using genetic algorithms
AUTHORS: Alcala, R; Alcala-Fdez, J; Gacto, MJ; Herrera, F

Fuzzy Sets and Systems

Learning Weighted Linguistic Rules to Control an Autonomous Robot
AUTHORS: Mucientes, M.; Alcala, R.; Alcala-Fdez, J.; Casillas, J.

International Journal of Intelligent Systems

Special issue on genetic fuzzy systems: New advances
AUTHORS: Alcalá, R.; Nojima, Y.

Evolutionary Intelligence

Knowledge Base Learning of Linguistic Fuzzy Rule-Based Systems in a Multi-objective Evolutionary Framework
AUTHORS: Ducange, P.; Alcala, R.; Herrera, F.; Lazzerini, B.; Marcelloni, F.; Corchado, E; Abraham, A; Pedrycz, W

Hybrid Artificial Intelligence Systems

A multi-objective evolutionary algorithm for rule selection and tuning on fuzzy rule-based systems
AUTHORS: Alcalá, R.; Alcalá-Fdez, J.; Gacto, M.J.; Herrera, F.

IEEE International Conference on Fuzzy Systems

A multi-objective evolutionary algorithm for rule selection and tuning on fuzzy rule-based systems
AUTHORS: Alcala, Rafael; Alcala-Fdez, Jesus; Gacto, Maria Jose; Herrera, Francisco; IEEE

2007 Ieee International Conference on Fuzzy Systems, Vols 1-4

A multi-objective genetic algorithm for tuning and rule selection to obtain accurate and compact linguistic fuzzy rule-based systems
AUTHORS: Alcala, R.; Gacto, M. J.; Herrera, F.; Alcala-Fdez, J.

International Journal of Uncertainty Fuzziness and Knowledge-Based Systems

A proposal for the genetic lateral tuning of linguistic fuzzy systems and its interaction with rule selection
AUTHORS: Alcala, R; Alcala-Fdez, J; Herrera, F

Ieee Transactions on Fuzzy Systems

Genetic fuzzy systems: What’s next? An introduction to the special section
AUTHORS: Cordon, Oscar; Alcala, Rafael; Alcala-Fdez, Jess; Rojas, Ignacio

Ieee Transactions on Fuzzy Systems

Genetic learning of accurate and compact fuzzy rule based systems based on the 2-tuples linguistic representation
AUTHORS: Alcala, R; Alcala-Fdez, J; Herrera, F; Otero, J

International Journal of Approximate Reasoning

Genetic learning of membership functions for mining fuzzy association rules
AUTHORS: Alcalá, R.; Alcalá-Fdez, J.; Gacto, M.J.; Herrera, F.

IEEE International Conference on Fuzzy Systems

Genetic learning of membership functions for mining fuzzy association rules
AUTHORS: Alcala, Rafael; Alcala-Fdez, Jesus; Gacto, M. J.; Herrera, Francisco; IEEE

2007 Ieee International Conference on Fuzzy Systems, Vols 1-4

Local identification of prototypes for genetic learning of accurate TSK fuzzy rule-based systems
AUTHORS: Alcala, R; Alcala-Fdez, J; Casillas, J; Cordon, O; Herrera, F

International Journal of Intelligent Systems

Rule base reduction and genetic tuning of fuzzy systems based on the linguistic 3-tuples representation
AUTHORS: Alcala, R; Alcala-Fdez, J; Gacto, MJ; Herrera, F

Soft Computing

Genetic lateral and amplitude tuning with rule selection for fuzzy control of heating, ventilating and air conditioning systems
AUTHORS: Alcala, R.; Alcala-Fdez, J.; Berlanga, F. J.; Gacto, M. J.; Herrera, F.; Ali, M; Dapoigny, R

Advances in Applied Articial Intelligence, Proceedings

Hybrid learning models to get the interpretability-accuracy trade-off in fuzzy modeling
AUTHORS: Alcala, R; Alcala-Fdez, J; Casillas, J; Cordon, O; Herrera, F

Soft Computing

Improving fuzzy rule-based decision models by means of a genetic 2-tuples based tuning and the rule selection
AUTHORS: Alcala, R; Alcala-Fdez, J; Berlanga, FJ; Gacto, MJ; Herrera, F; Torra, V; Narukawa, Y; Valls, A; DomingoFerrer, J

Modeling Decisions For Artificial Intelligence

A genetic rule weighting and selection process for fuzzy control of heating, ventilating and air conditioning systems
AUTHORS: Alcala, R, Casillas, J, Cordon, O, Gonzalez, A, Herrera, F

Engineering Applications of Artificial Intelligence

Genetic learning of the knowledge base of a Fuzzy system by using the linguistic 2-tuples representation
AUTHORS: Alcalá, R.; Alcalá-Fdez, J.; Herrera, F.; Otero, J.

IEEE International Conference on Fuzzy Systems

Genetic learning of the knowledge base of a fuzzy system by using the linguistic 2-tuples representation
AUTHORS: Alcala, R; Alcala-Fdez, J; Herrera, F; Otero, J; Krishnapuram, R; Pal, N

FUZZ-IEEE 2005: Proceedings of the IEEE International Conference on Fuzzy Systems

Genetic tuning on fuzzy systems based on the linguistic 2-tuples representation
AUTHORS: Alcala, R; Herrera, F; IEEE

2004 Ieee International Conference on Fuzzy Systems, Vols 1-3, Proceedings

Genetic tuning on fuzzy systems based on the linguistic 2-tuples representation
AUTHORS: Alcalá, R.; Herrera, F.

IEEE International Conference on Fuzzy Systems

Applying rule weight derivation to obtain cooperative rules
AUTHORS: Alcala, R; Casillas, J; Cordon, O; Herrera, F; Benitez, J; Hoffmann, F; Roy, R

Advances in Soft Computing: Engineering Design and Manufacturing

Combining rule weight learning and rule selection to obtain simpler and more accurate linguistic fuzzy models
AUTHORS: Alcala, R; Cordon, O; Herrera, F

Modelling With Words: Learning, Fusion, and Reasoning Within a Formal Linguistic Representation Framework

Combining rule weight learning and rule selection to obtain simpler and more accurate linguistic fuzzy models
AUTHORS: Alcalá, R.; Cordón, O.; Herrera, F.

Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science)

Fuzzy Control of HVAC Systems Optimized by Genetic Algorithms

Applied Intelligence

Linguistic modeling with hierarchical systems of weighted linguistic rules
AUTHORS: Alcala, R; Cano, JR; Cordon, O; Herrera, F; Villar, P; Zwir, I

International Journal of Approximate Reasoning

Linguistic modeling with weighted double-consequent fuzzy rules based on cooperative coevolutionary learning
AUTHORS: Alcala, R; Casillas, J; Cordon, O; Herrera, F

Integrated Computer-Aided Engineering

Linguistic modeling with weighted double-consequent fuzzy rules based on cooperative coevolutionary learning
AUTHORS: Alcalá, R.; Casillas, J.; Cordón, O.; Herrera, F.

Integrated Computer-Aided Engineering

Hybridizing hierarchical and weighted linguistic rules
AUTHORS: Alcalá, R.; Casillas, J.; Cordón, O.; Zwir, I.

Proceedings of the ACM Symposium on Applied Computing

Improving simple linguistic fuzzy models by means of the weighted COR methodology
AUTHORS: Alcala, R; Casillas, J; Cordon, O; Herrera, F; Garijo, FJ; Riquelme, JC; Toro, M

Advances in Artificial Intelligence - Iberamia 2002, Proceedings

Improving simple linguistic fuzzy models by means of the weighted COR methodology
AUTHORS: Alcalá, R.; Casillas, J.; Cordón, O.; Herrera, F.

Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science)

Insurance market risk modeling with hierarchical Fuzzy Rule Based Systems
AUTHORS: Alcalá, R.; Cordón, O.; Herrera, F.; Zwir, I.

ICEIS 2002 - Proceedings of the 4th International Conference on Enterprise Information Systems

Techniques for designing and refining linguistic fuzzy models to improve their accuracy
AUTHORS: Alcalá, R.; Casillas, J.; Cordón, O.; Herrera, F.

Intelligent Systems: Technology and Applications, Six Volume Set

Building fuzzy graphs: Features and taxonomy of learning for non-grid-oriented fuzzy rule-based systems
AUTHORS: Alcala, R; Casillas, J; Cordon, O; Herrera, F

Journal of Intelligent & Fuzzy Systems

Building fuzzy graphs: Features and taxonomy of learning for non-grid-oriented fuzzy rule-based systems
AUTHORS: Alcalá, R.; Casillas, J.; Cordón, O.; Herrera, F.

Journal of Intelligent and Fuzzy Systems