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Coordinadora en Ciencia de datos y Big Data

María José Del Jesus Díaz

Coordinación de Áreas

Universidad de Jaén

Publicaciones

Analysis of Transformer Model Applications
  • 2023
  • book-chapter
NOSpcimen: A First Approach to Unsupervised Discarding of Empty Photo Trap Images
  • 2023
  • book-chapter
A Preliminary Many Objective Approach for Extracting Fuzzy Emerging Patterns

Advances in Intelligent Systems and Computing

  • 2021
  • book-chapter
Implementation of Data Stream Classification Neural Network Models Over Big Data Platforms
AUTHORS: Fernando Puentes-Marchal; María Dolores Pérez-Godoy; Pedro González; María José Del Jesus

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  • 2021
  • book-chapter
Choosing the proper autoencoder for feature fusion based on data complexity and classifiers: Analysis, tips and guidelines

Information Fusion

  • 2020
  • journal-article
FEPDS: A Proposal for the Extraction of Fuzzy Emerging Patterns in Data Streams

IEEE Transactions on Fuzzy Systems

  • 2020
  • journal-article
A Big Data Approach for the Extraction of Fuzzy Emerging Patterns

Cognitive Computation

  • 2019
  • journal-article
A Showcase of the Use of Autoencoders in Feature Learning Applications
AUTHORS: David Charte; Francisco Charte; María J. del Jesus; Francisco Herrera
  • 2019
  • book-chapter
Automating Autoencoder Architecture Configuration: An Evolutionary Approach

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  • 2019
  • book-chapter
Dealing with difficult minority labels in imbalanced mutilabel data sets

Neurocomputing

  • 2019
  • journal-article
Evolutionary Fuzzy Systems for Explainable Artificial Intelligence: Why, When, What for, and Where to?

IEEE Computational Intelligence Magazine

  • 2019
  • journal-article
REMEDIAL-HwR: Tackling multilabel imbalance through label decoupling and data resampling hybridization

Neurocomputing

  • 2019
  • journal-article
A practical tutorial on autoencoders for nonlinear feature fusion: Taxonomy, models, software and guidelines
AUTHORS: Charte, D.; Charte, F.; García, S.; del Jesus, M.J.; Herrera, F.

Information Fusion

  • 2018
  • journal-article
A unifying analysis for the supervised descriptive rule discovery via the weighted relative accuracy

Knowledge-Based Systems

  • 2018
  • journal-article
AEkNN: An autoencoder kNN–based classifier with built-in dimensionality reduction

International Journal of Computational Intelligence Systems

  • 2018
  • journal-article
An overview of emerging pattern mining in supervised descriptive rule discovery: taxonomy, empirical study, trends, and prospects

WIREs Data Mining and Knowledge Discovery

  • 2018
  • journal-article
Improvement of subgroup descriptions in noisy data by detecting exceptions

Progress in Artificial Intelligence

  • 2018
  • journal-article
Mining context-aware association rules using grammar-based genetic programming
AUTHORS: Luna, J.M.; Pechenizkiy, M.; Del Jesus, M.J.; Ventura, S.

IEEE Transactions on Cybernetics

  • 2018
  • journal-article
MOEA-EFEP: Multi-Objective Evolutionary Algorithm for Extracting Fuzzy Emerging Patterns

IEEE Transaction on Fuzzy Systems

  • 2018
  • journal-article
Tips, guidelines and tools for managing multi-label datasets: The mldr.datasets R package and the Cometa data repository

Neurocomputing

  • 2018
  • journal-article
A first approach to handle fuzzy emerging patterns mining on big data problems: The EvAEFP-spark algorithm

IEEE International Conference on Fuzzy Systems

  • 2017
  • conference-paper
A First Approach to Handle Fuzzy Emerging Patterns Mining on Big Data Problems: The EvAEFP-Spark Algorithm
AUTHORS: Garcia-Vico, A. M.; Gonzalez, P.; del Jesus, M. J.; Carmona, C. J.; IEEE

2017 Ieee International Conference on Fuzzy Systems (Fuzz-Ieee)

  • 2017
  • book-chapter
A Pareto-based Ensemble with Feature and Instance Selection for Learning from Multi-Class Imbalanced Datasets

International Journal of Neural Systems

  • 2017
  • journal-article
A transformation approach towards big data multilabel decision trees
AUTHORS: Rivas, A.J.R.; Ojeda, F.C.; Pulgar, F.J.; Del Jesus, M.J.

Advances in Computational Intelligence, Iwann 2017, Pt I

  • 2017
  • book-chapter
KEEL 3.0: An Open Source Software for Multi-Stage Analysis in Data Mining
AUTHORS: Triguero, Isaac; Gonzalez, Sergio; Moyano, Jose M.; Garcia, Salvador; Alcala-Fdez, Jesus; Luengo, Julian; Fernandez, Alberto; Jose del Jesus, Maria; Sanchez, Luciano; Herrera, Francisco

International Journal of Computational Intelligence Systems

  • 2017
  • journal-article
MEFASD-BD: Multi-objective evolutionary fuzzy algorithm for subgroup discovery in big data environments – A MapReduce solution

Knowledge-Based Systems

  • 2017
  • journal-article
Subgroup discovery with evolutionary fuzzy systems in R: The SDEFSR package
AUTHORS: García-Vico, A.M; Charte, F.; González, P.; Del Jesus, M.J.

The R Journal

  • 2017
  • magazine-article
A View on Fuzzy Systems for Big Data: Progress and Opportunities

International Journal of Computational Intelligence Systems

  • 2016
  • journal-article
Subgroup discovery with evolutionary fuzzy systems in r: The SDEFSR package
AUTHORS: García, A.M.; Charte, F.; González, P.; Carmona, C.J.; del Jesus, M.J.

R Journal

  • 2016
  • journal-article
A differential evolution proposal for estimating the maximum power delivered by CPV modules under real outdoor conditions

Expert Systems with Applications

  • 2015
  • journal-article
A fuzzy genetic programming-based algorithm for subgroup discovery and the application to one problem of pathogenesis of acute sore throat conditions in humans

Information Sciences

  • 2015
  • journal-article
Addressing imbalance in multilabel classification: Measures and random resampling algorithms

Neurocomputing

  • 2015
  • journal-article
Addressing Overlapping in Classification with Imbalanced Datasets: A First Multi-objective Approach for Feature and Instance Selection
AUTHORS: Fernandez, Alberto; Jose del Jesus, Maria; Herrera, Francisco; Jackowski, K; Burduk, R; Walkowiak, K; Wozniak, M; Yin, H

Intelligent Data Engineering and Automated Learning - Ideal 2015

  • 2015
  • book-chapter
FuGePSD: Fuzzy Genetic Programming-based algorithm for Subgroup Discovery
AUTHORS: Carmona, C. J.; Gonzalez, P.; del Jesus, M. J.; Alonso, JM; Bustince, H; Reformat, M

Proceedings of the 2015 Conference of the International Fuzzy Systems Association and the European Society For Fuzzy Logic and Technology

  • 2015
  • book-chapter
MLSMOTE: Approaching imbalanced multilabel learning through synthetic instance generation

Knowledge-Based Systems

  • 2015
  • journal-article
QUINTA: A question tagging assistant to improve the answering ratio in electronic forums

Proceedings - EUROCON 2015

  • 2015
  • conference-paper
QUINTA: A Question Tagging Assistant to Improve the Answering Ratio in Electronic Forums
AUTHORS: Charte, Francisco; Rivera, Antonio J.; del Jesus, Maria J.; Herrera, Francisco; Haase, J; Kakarountas, A; Grana, M; Fraile-Ardanuy, J; Debono, CJ; Quintian, H; Corchado, E

Ieee Eurocon 2015 - International Conference on Computer As a Tool (Eurocon)

  • 2015
  • journal-article
Resampling multilabel datasets by decoupling highly imbalanced labels

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

  • 2015
  • conference-paper
Analysis and forecasting of the olive oil export times series
AUTHORS: Jesus Rivera, Antonio; Dolores Perez-Godoy, Maria; Martinez, Francisco; Jose del Jesus, Maria; Parras, Manuel

International Work-Conference on Time Series (Itise 2014)

  • 2014
  • journal-article
Big Data with Cloud Computing: An insight on the computing environment, MapReduce, and programming frameworks

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

  • 2014
  • journal-article
Concurrence among Imbalanced Labels and Its Influence on Multilabel Resampling Algorithms
AUTHORS: Charte, Francisco; Rivera, Antonio; Jose del Jesus, Maria; Herrera, Francisco; Polycarpou, M; DeCarvalho, ACPLF; Pan, JS; Wozniak, M; Quintian, H; Corchado, E

Hybrid Artificial Intelligence Systems, Hais 2014

  • 2014
  • book-chapter
LI-MLC: A label inference methodology for addressing high dimensionality in the label space for multilabel classification

IEEE Trans. Neural Netw. Learning Syst.

  • 2014
  • journal-article
MLeNN: A First Approach to Heuristic Multilabel Undersampling
AUTHORS: Charte, Francisco; Rivera, Antonio J.; del Jesus, Maria J.; Herrera, Francisco; Corchado, E; Lozano, JA; Quintian, H; Yin, H

Intelligent Data Engineering and Automated Learning - Ideal 2014

  • 2014
  • book-chapter
Overview on evolutionary subgroup discovery: Analysis of the suitability and potential of the search performed by evolutionary algorithms

Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

  • 2014
  • journal-article
Revisiting Evolutionary Fuzzy Systems: Taxonomy, applications, new trends and challenges

Knowledge-Based Systems

  • 2014
  • journal-article
Short, medium and long term forecasting of time series using the L-Co-R algorithm
AUTHORS: Parras-Gutierrez, E.; Rivas, V.M.; Garcia-Arenas, M.; del Jesus, M.J.

Neurocomputing

  • 2014
  • journal-article
Training algorithms for Radial Basis Function Networks to tackle learning processes with imbalanced data-sets

Applied Soft Computing Journal

  • 2014
  • journal-article
A first analysis of the effect of local and global optimization weights methods in the cooperative-competitive design of RBFN for imbalanced environments
AUTHORS: Perez-Godoy, M. D.; Rivera, A. J.; Del Jesus, M. J.; Martinez, F.; IEEE

2013 International Joint Conference on Neural Networks (Ijcnn)

  • 2013
  • book-chapter
A First Approach to Deal with Imbalance in Multi-label Datasets
AUTHORS: Charte, Francisco; Rivera, Antonio; Jose del Jesus, Maria; Herrera, Francisco; Pan, JS; Wozniak, M; Quintian, H; Polycarpou, MM; DdeCarvalho, ACPLF; Corchado, E

Hybrid Artificial Intelligent Systems

  • 2013
  • journal-article
A hierarchical genetic fuzzy system based on genetic programming for addressing classification with highly imbalanced and borderline data-sets
AUTHORS: Fernandez, Alberto, Herrera, Francisco, Jose del Jesus, Maria, Lopez, Victoria

Knowledge-Based Systems

  • 2013
  • journal-article
A Performance Study of Concentrating Photovoltaic Modules Using Neural Networks: An Application with (CORBFN)-R-2
AUTHORS: Rivera, Antonio J.; Garcia-Domingo, B.; del Jesus, M. J.; Aguilera, J.; Snasel, V; Abraham, A; Corchado, ES

Soft Computing Models in Industrial and Environmental Applications

  • 2013
  • journal-article
Alternative OVA Proposals for Cooperative Competitive RBFN Design in Classification Tasks
AUTHORS: Charte Ojeda, Francisco; Rivera Rivas, Antonio Jesus; Dolores Perez-Godoy, Maria; Jose del Jesus, Maria; Rojas, I; Joya, G; Gabestany, J

Advances in Computational Intelligence, Pt I

  • 2013
  • journal-article
An evolutionary fuzzy system for the detection of exceptions in subgroup discovery
AUTHORS: Carmona, C. J.; Gonzalez, P.; Del Jesus, M. J.; Garcia-Domingo, B.; Aguilera, J.; Pedrycz, W; Reformat, MZ

Proceedings of the 2013 Joint Ifsa World Congress and Nafips Annual Meeting (Ifsa/nafips)

  • 2013
  • journal-article
Analysing the classification of imbalanced data-sets with multiple classes: Binarization techniques and ad-hoc approaches
AUTHORS: Fernandez, A., Galar, M., Herrera, F., Lopez, V., del Jesus, M. J.

Knowledge-Based Systems

  • 2013
  • journal-article
Characterization of Concentrating Photovoltaic modules by cooperative competitive Radial Basis Function Networks

Expert Systems With Applications

  • 2013
  • journal-article
Fuzzy rules for describing subgroups from Influenza A virus using a multi-objective evolutionary algorithm

Applied Soft Computing

  • 2013
  • journal-article
MEFES: An evolutionary proposal for the detection of exceptions in subgroup discovery. An application to Concentrating Photovoltaic Technology

Knowledge-Based Systems

  • 2013
  • journal-article
A performance study of concentrating photovoltaic modules using neural networks: An application with CO2RBFN

7th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO’12)

  • 2012
  • other
A Preliminary Study on Missing Data Imputation in Evolutionary Fuzzy Systems of Subgroup Discovery
AUTHORS: Carmona, CJ; Luengo, J; Gonzalez, P; del Jesus, MJ

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

  • 2012
  • journal-article
An analysis on the use of pre-processing methods in evolutionary fuzzy systems for subgroup discovery

Expert Systems With Applications

  • 2012
  • journal-article
Coevolution of lags and RBFNs for time series forecasting: L-Co-R algorithm
AUTHORS: Parras-Gutierrez, E.; Garcia-Arenas, M.; Rivas, V.M.; del Jesus, M.J.

Soft Computing

  • 2012
  • journal-article
Cost sensitive and preprocessing for classification with imbalanced data-sets: similar behaviour and potential hybridizations
AUTHORS: López, V.; Fernández, A.; del Jesus, M.J.; Herrera, F.

1st International Conference on Pattern Recognition Applications and Methods (ICPRAM 2012)

  • 2012
  • other
Cost sensitive and preprocessing for classification with imbalanced data-sets: similar behaviour and potential hybridizations
AUTHORS: López, V.; Fernández, A.; del Jesus, M.J.; Herrera, F.

1st International Conference on Pattern Recognition Applications and Methods (ICPRAM 2012)

  • 2012
  • other
Genetic lateral tuning for subgroup discovery with fuzzy rules using the algorithm NMEEF-SD

International Journal of Computational Intelligence Systems

  • 2012
  • journal-article
Improving Multi-label Classifiers via Label Reduction with Association Rules
AUTHORS: Charte, Francisco; Rivera, Antonio; Jose del Jesus, Maria; Herrera, Francisco

Hybrid Artificial Intelligent Systems, Pt Ii

  • 2012
  • other
Subgroup discovery applied to the e-commerce website OrOliveSur.com
AUTHORS: Carmona, C.J.; Ramírez-Gallego, S.; Torres, F.; Bernal, E.; Del Jesus, M.J.; García, S.

14th International Conference on Enterprise Information Systems (ICEIS 2012)

  • 2012
  • other
Subgroup discovery applied to the e-commerce website OrOliveSur.com
AUTHORS: Carmona, C.J.; Ramírez-Gallego, S.; Torres, F.; Bernal, E.; Del Jesus, M.J.; García, S.

14th International Conference on Enterprise Information Systems (ICEIS 2012)

  • 2012
  • other
Web usage mining to improve the design of an e-commerce website: OrOliveSur.com

Expert Systems With Applications

  • 2012
  • journal-article
A study on the medium-term forecasting using exogenous variable selection of the extra-virgin olive oil with soft computing methods

Applied Intelligence

  • 2011
  • journal-article
A Summary on the Study of the Medium-Term Forecasting of the Extra-Virgen Olive Oil Price
AUTHORS: Rivera, AJ; Perez-Godoy, MD; del Jesus, MJ; Perez-Recuerda, P; Frias, MP; Parras, M; Lozano, JA; Gamez, JA; Moreno, JA

Advances in Artificial Intelligence

  • 2011
  • journal-article
An overview on subgroup discovery: foundations and applications
AUTHORS: Gonzalez, Pedro, Herrera, Franciso, Jose Carmona, Cristobal, Jose del Jesus, Maria

Knowledge and Information Systems

  • 2011
  • journal-article
Analysis of the impact of using different diversity functions for the subgroup discovery algorithm NMEEF-SD

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

  • 2011
  • conference-paper
Evolutionary fuzzy rule extraction for subgroup discovery in a psychiatric emergency department

Soft Computing

  • 2011
  • journal-article
Multi-label Testing for (CORBFN)-R-2: A First Approach to the Problem Transformation Methodology for Multi-label Classification
AUTHORS: Rivera, A. J.; Charte, F.; Perez-Godoy, M. D.; Jose del Jesus, Maria; Cabestany, J; Rojas, I; Joya, G

Advances in Computational Intelligence, IWANN 2011, Pt I

  • 2011
  • book-chapter
Multi-label testing for CO2RBFN: A first approach to the problem transformation methodology for multi-label classification

11th International Work-Conference on Artificial Neural Networks, IWANN 2011

  • 2011
  • other
On the discovery of association rules by means of evolutionary algorithms
AUTHORS: del Jesus, Maria J.; Gamez, Jose A.; Gonzalez, Pedro; Puerta, Jose M.

Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

  • 2011
  • journal-article
On the Usefulness of Fuzzy Rule Based Systems Based on Hierarchical Linguistic Fuzzy Partitions

TOWARDS AN INTELLIGENT LEARNING MANAGEMENT SYSTEM UNDER BLENDED LEARNING: TRENDS, PROFILES AND MODELING PERSPECTIVES

  • 2011
  • journal-article
On the Usefulness of Fuzzy Rule Based Systems Based on Hierarchical Linguistic Fuzzy Partitions
AUTHORS: Fernandez, Alberto; Lopez, Victoria; Jose del Jesus, Maria; Herrera, Francisco

Granular Computing and Intelligent Systems : Design With Information Granules of Higher Order and Higher Type

  • 2011
  • journal-article
A Preliminary Study on Mutation Operators in Cooperative Competitive Algorithms for RBFN Design
AUTHORS: Perez-Godoy, Maria Dolores; Rivera, Antonio J.; Carmona, Cristobal J.; del Jesus, Maria José

2010 International Joint Conference on Neural Networks Ijcnn 2010

  • 2010
  • other
Analysing the hierarchical fuzzy rule based classification systems with genetic rule selection

2010 Fourth International Workshop on Genetic and Evolutionary Fuzzy Systems (Gefs 2010)

  • 2010
  • conference-paper
Analysing the Hierarchical Fuzzy Rule Based Classification Systems with Genetic Rule Selection
AUTHORS: Fernandez, A.; Del Jesus, M. J.; Herrera, F.

4th International Workshop on Genetic and Evolutionary Fuzzy Systems (GEFS2010)

  • 2010
  • other
Analysing the Hierarchical Fuzzy Rule Based Classification Systems with Genetic Rule Selection
AUTHORS: Fernandez, A.; Del Jesus, M. J.; Herrera, F.

4th International Workshop on Genetic and Evolutionary Fuzzy Systems (GEFS2010)

  • 2010
  • other
Analysis of an evolutionary RBFN design algorithm, CO2RBFN, for imbalanced data sets

Pattern Recognition Letters

  • 2010
  • journal-article
CO^2RBFN for short-term forecasting of the extra virgin olive oil price in the Spanish market
AUTHORS: Pérez-Godoy, M. D.; Pérez, P.; Rivera, A. J.; del Jesus, M. J.; Carmona, C. J.; Frías, M. P.; Parras, M.

International Journal of Hybrid Intelligent Systems

  • 2010
  • journal-article
CO2RBFN: An evolutionary cooperative-competitive RBFN design algorithm for classification problems

Soft Computing

  • 2010
  • journal-article
Comparison of response surface methodology and artificial neural network applied to enzymatic hydrolysis of rapeseed straw
AUTHORS: Castro, E.; Cara, C.; Jesus, M. J.; Rivas, V.

Journal of Biotechnology

  • 2010
  • journal-article
GP-COACH: Genetic Programming-based learning of COmpact and ACcurate fuzzy rule-based classification systems for High-dimensional problems
AUTHORS: Berlanga, FJ, Herrera, F, Rivera, AJ, del Jesus, MJ

Information Sciences

  • 2010
  • journal-article
Intelligent Systems in Long-Term Forecasting of the Extra-Virgin Olive Oil Price in the Spanish Market
AUTHORS: Perez-Godoy, Maria Dolores; Perez, Pedro; Rivera, Antonio Jesús; Jose del Jesus, Maria José; Frias, Maria Pilar; Parras, Manuel

International Conference on Industrial, Engineering & other Applications of Applied Intelligent Systems

  • 2010
  • other
Multi-class imbalanced data-sets with linguistic fuzzy rule based classification systems based on pairwise learning
AUTHORS: Fernández, A.; del Jesus, M.; Herrera, F.

13th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU2010) 

  • 2010
  • other
Multi-class imbalanced data-sets with linguistic fuzzy rule based classification systems based on pairwise learning
AUTHORS: Fernández, A.; del Jesus, M.; Herrera, F.

13th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU2010) 

  • 2010
  • other
NMEEF-SD: Non-dominated Multiobjective Evolutionary Algorithm for Extracting Fuzzy Rules in Subgroup Discovery
AUTHORS: Gonzalez, Pedro, Herrera, Francisco, Jose Carmona, Cristobal, Jose del Jesus, Maria

Ieee Transactions on Fuzzy Systems

  • 2010
  • journal-article
On the 2-tuples based genetic tuning performance for fuzzy rule based classification systems in imbalanced data-sets
AUTHORS: Fernandez, A, Herrera, F, del Jesus, MJ

Information Sciences

  • 2010
  • journal-article
A Preliminar Analysis of CO(2)RBFN in Imbalanced Problems
AUTHORS: Perez-Godoy, M. D.; Rivera, A. J.; Fernandez, A.; del Jesus, M. J.; Herrera, F.; Cabestany, J; Prieto, A; Sandoval, F; Corchado, JM

Bio-Inspired Systems: Computational and Ambient Intelligence, Pt 1

  • 2009
  • journal-article
A Symbiotic CHC Co-evolutionary Algorithm for Automatic RBF Neural Networks Design
AUTHORS: Parras-Gutierrez, Elisabet; Jose del Jesus, Ma; Merelo, Juan J.; Rivas, Victor M.; Corchado, JM; Rodriguez, S; Llinas, J; Molina, JM

International Symposium on Distributed Computing and Artificial Intelligence 2008

  • 2009
  • journal-article
An analysis of evolutionary algorithms with different types of fuzzy rules in subgroup discovery

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

  • 2009
  • journal-article
Designing Radial Basis Function Neural Networks with Meta-Evolutionary Algorithms: The Effect of Chromosome Codification
AUTHORS: Parras-Gutierrez, Elisabet; Rivas, Victor M.; Jose del Jesus, M.; Merelo, Juan J.; Omatu, S; Rocha, MP; Bravo, J; Fernandez, F; Corchado, E; Bustillo, A; Corchado, JM

Distributed Computing, Artificial Intelligence, Bioinformatics, Soft Computing, and Ambient Assisted Living, Pt Ii, Proceedings

  • 2009
  • journal-article
E-tsRBF: preliminary results on the simultaneous determination of time-lags and parameters of Radial Basis Function Neural Networks for time series forecasting
AUTHORS: Parras-Gutierrez, E.; Rivas, V.; del Jesus, M. J.; IEEE

2009 9th International Conference on Intelligent Systems Design and Applications

  • 2009
  • journal-article
EMORBFN: An Evolutionary Multiobjetive Optimization Algorithm for RBFN Design
AUTHORS: Lopez, Pedro L.; Rivera, Antonio J.; Dolores Perez-Godoy, M.; del Jesus, Maria J.; Carmona, Cristobal; Cabestany, J; Prieto, A; Sandoval, F; Corchado, JM

Bio-Inspired Systems: Computational and Ambient Intelligence, Pt 1

  • 2009
  • journal-article
Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data
AUTHORS: Gonzalez, P, Herrera, F, Romero, C, Ventura, S, del Jesus, MJ

Expert Systems With Applications

  • 2009
  • journal-article
Evolutionary and metaheuristics based data mining
AUTHORS: del Jesus, Maria J.; Gamez, Jose A.; Puerta, Jose M.

Soft Computing

  • 2009
  • journal-article
Genetic Cooperative-Competitive Fuzzy Rule Based Learning Method using Genetic Programming for Highly Imbalanced Data-Sets
AUTHORS: Fernandez, A; Berlanga, FJ; del Jesus, MJ; 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

  • 2009
  • journal-article
Genetic Cooperative-Competitive Fuzzy Rule Based Learning Method using Genetic Programming for Highly Imbalanced Data-Sets
AUTHORS: Fernandez, A; Berlanga, FJ; del Jesus, MJ; 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

  • 2009
  • journal-article
Hierarchical fuzzy rule based classification systems with genetic rule selection for imbalanced data-sets
AUTHORS: Fernandez, A, Herrera, F, del Jesus, MJ

International Journal of Approximate Reasoning

  • 2009
  • journal-article
Improving the Performance of Fuzzy Rule Based Classification Systems for Highly Imbalanced Data-Sets Using an Evolutionary Adaptive Inference System
AUTHORS: Fernandez, Alberto; Jose del Jesus, Maria; Herrera, Francisco; Cabestany, J; Prieto, A; Sandoval, F; Corchado, JM

Bio-Inspired Systems: Computational and Ambient Intelligence, Pt 1

  • 2009
  • journal-article
KEEL: a software tool to assess evolutionary algorithms for data mining problems
AUTHORS: Alcala-Fdez, J, Bacardit, J, Fernandez, JC, Garcia, S, Garrell, JM, Herrera, F, Otero, J, Rivas, VM, Romero, C, Sanchez, L, Ventura, S, del Jesus, MJ

Soft Computing

  • 2009
  • journal-article
Modelo Predictivo Colaborativo de Apoyo al Diagnóstico en Servicio de Urgencias Psiquiátricas
AUTHORS: Cano, J.R.; del Jesús, M.J.; González, P.; Aguilera, J.J.; López, A.G.; Herrera, F.; Navío, M.; Jiménez, M. A.

Revista Ibérica de Sistemas y Tecnologias de Información

  • 2009
  • journal-article
Modelo Predictivo Colaborativo de Apoyo al Diagnóstico en Servicio de Urgencias Psiquiátricas
AUTHORS: Cano, J.R.; del Jesús, M.J.; González, P.; Aguilera, J.J.; López, A.G.; Herrera, F.; Navío, M.; Jiménez, M. A.

Revista Ibérica de Sistemas y Tecnologias de Información

  • 2009
  • journal-article
Non-dominated Multi-objective Evolutionary Algorithm Based on Fuzzy Rules Extraction for Subgroup Discovery
AUTHORS: Carmona, CJ; Gonzalez, P; del Jesus, MJ; Herrera, F; Corchado, E; Wu X; Oja, E; Herrero, A; Baruque, B

Hybrid Artificial Intelligence Systems

  • 2009
  • journal-article
On the influence of an adaptive inference system in fuzzy rule based classification systems for imbalanced data-sets
AUTHORS: Fernandez, A, Herrera, F, del Jesus, MJ

Expert Systems With Applications

  • 2009
  • journal-article
Parallelizing the Design of Radial Basis Function Neural Networks by Means of Evolutionary Meta-algorithms
AUTHORS: Arenas, M. G.; Parras-Gutierrez, E.; Rivas, V. M.; Castillo, P. A.; Del Jesus, M. J.; Merelo, J. J.; Cabestany, J; Prieto, A; Sandoval, F; Corchado, JM

Bio-Inspired Systems: Computational and Ambient Intelligence, Pt 1

  • 2009
  • journal-article
STUDY OF THE ROBUSTNESS OF A META-ALGORITHM FOR THE ESTIMATION OF PARAMETERS IN RADIAL BASIS FUNCTION NEURAL NETWORKS DESIGN
AUTHORS: Parras-Gutierrez, Elisabet; del Jesus, M. Jose; Rivas, Victor M.; Merelo, Juan J.

Neural Network World

  • 2009
  • journal-article
Techniques of Engineering Applied to a Non-structured Data Model
AUTHORS: Carmona, Cristobal J.; del Jesus, Maria J.; Guerrero, Pablo; Pena-Santiago, Reyes; Rivas, Victor M.; Corchado, JM; Rodriguez, S; Llinas, J; Molina, JM

International Symposium on Distributed Computing and Artificial Intelligence 2008

  • 2009
  • journal-article
A novel genetic cooperative-competitive fuzzy rule based learning method using genetic programming for high dimensional problems
AUTHORS: Berlanga, FJ; del Jesus, MJ; Herrera, F

2008 3rd International Workshop on Genetic and Evolving Fuzzy Systems

  • 2008
  • journal-article
A Short Study on the Use of Genetic 2-Tuples Tuning for Fuzzy Rule Based Classification Systems in Imbalanced Data-Sets
AUTHORS: Fernández, A.; del Jesus, M. J.; Herrera, F.

8th International Conference on Hybrid Intelligent Systems (HIS 2008)

  • 2008
  • conference-paper
A Short Study on the Use of Genetic 2-Tuples Tuning for Fuzzy Rule Based Classification Systems in Imbalanced Data-Sets
AUTHORS: Fernández, A.; del Jesus, M. J.; Herrera, F.

8th International Conference on Hybrid Intelligent Systems (HIS 2008)

  • 2008
  • conference-paper
A study of the behaviour of linguistic fuzzy rule based classification systems in the framework of imbalanced data-sets
AUTHORS: Fernandez, A, Garcia, S, Herrera, F, del Jesus, MJ

Fuzzy Sets and Systems

  • 2008
  • journal-article
Automatic Neural Net Design by Means of a Symbiotic Co-evolutionary Algorithm
AUTHORS: Parras-Gutierrez, E; Rivas, VM; del Jesus, MJ; Corchado, E; Abraham, A; Pedrycz, W

Hybrid Artificial Intelligence Systems

  • 2008
  • journal-article
KEEL: A data mining software tool integrating genetic fuzzy systems
AUTHORS: Alcala-Fdez, Jesus; Garcia, Salvador; Berlanga, Francisco Jose; Fernandez, Alberto; Sanchez, Luciano; del Jesus, M. J.; Herrera, Francisco; IEEE

2008 3rd International Workshop on Genetic and Evolving Fuzzy Systems

  • 2008
  • journal-article
Subgroup Discovery with Linguistic Rules
AUTHORS: Del Jesus, M.J.; González, P.; Herrera, F.

Fuzzy Sets and Their Extensions: Representation, Aggregation and Models

  • 2008
  • book-chapter
A new hybrid methodology for cooperative-coevolutionary optimization of radial basis function networks

Soft Computing

  • 2007
  • journal-article
A study on the use of the fuzzy reasoning method based on the winning rule vs. voting procedure for classification with imbalanced data sets
AUTHORS: Fernandez, A; Garcia, S; del Jesus, MJ; Herrera, F; Sandoval, F; Prieto, A; Cabestany, J; Grana, M

Computational and Ambient Intelligence

  • 2007
  • journal-article
An analysis of the rule weights and fuzzy reasoning methods for linguistic rule based classification systems applied to problems with highly imbalanced data sets
AUTHORS: Fernandez, A; Garcia, S; Herrera, F; del Jesus, MJ; Masulli, F; Mitra, S; Pasi, G

Applications of Fuzzy Sets Theory

  • 2007
  • journal-article
CoEvRBFN: An approach to solving the classification problem with a hybrid cooperative-coevolutive algorithm
AUTHORS: Perez-Godoy, MD; Rivera, AJ; del Jesus, MJ; Rojas, I; Sandoval, F; Prieto, A; Cabestany, J; Grana, M

Computational and Ambient Intelligence

  • 2007
  • journal-article
Evolutionary fuzzy rule induction process for subgroup discovery: A case study in marketing
AUTHORS: Gonzalez, P; Herrera, F; Mesonero, M; del Jesus, MJ

Ieee Transactions on Fuzzy Systems

  • 2007
  • journal-article
Multiobjective genetic algorithm for extracting subgroup discovery fuzzy rules
AUTHORS: del Jesus, MJ; Gonzalez, P; Herrera, F

2007 Ieee Symposium on Computational Intelligence in Multi-Criteria Decision Making

  • 2007
  • journal-article
Niching genetic feature selection algorithms applied to the design of fuzzy rule-based classification systems
AUTHORS: Aguilera, JJ; Chica, M; del Jesus, MJ; Herrera, F

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

  • 2007
  • journal-article
Special issue on Genetic fuzzy systems and the interpretability-accuracy trade-off – Preface
AUTHORS: Casillas, J; Herrera, F; Perez, R; Villar, P

International Journal of Approximate Reasoning

  • 2007
  • journal-article
A genetic-programming-based approach for the learning of compact fuzzy rule-based classification systems
AUTHORS: Berlanga, FJ; del Jesus, MJ; Gacto, MJ; Herrera, F; Rutkowski, L; Tadeusiewicz, R; Zadeh, LA; Zurada, J

Artificial Intelligence and Soft Computing - Icaisc 2006, Proceedings

  • 2006
  • journal-article
Multiobjective evolutionary induction of subgroup discovery fuzzy rules: A case study in marketing
AUTHORS: Berlanga, F; del Jesus, MJ; Gonzalez, P; Herrera, F; Mesonero, M; Perner, P

Advances in Data Mining

  • 2006
  • journal-article
Evolutionary Induction of Descriptive Rules in a Market Problem
AUTHORS: del Jesus, M. J.; González, P.; Herrera, F.; Mesonero, M.

Intelligent Data Mining

  • 2005
  • book-chapter
Evolutionary induction of descriptive rules in a market problem
AUTHORS: del Jesus, MJ; Gonzalez, P; Herrera, F; Mesonero, M; Ruan, D; Chen, G; Kerre, EE; Wets, G

Intelligent Data Mining: Techniques and Applications

  • 2005
  • journal-article
Genetic tuning of fuzzy rule deep structures preserving interpretability and its interaction with fuzzy rule set reduction
AUTHORS: Casillas, J; Cordon, O; Herrera, F; del Jesus, MJ

Ieee Transactions on Fuzzy Systems

  • 2005
  • journal-article
Learning compact fuzzy rule-based classification systems with genetic programming
AUTHORS: Berlanga, F. J.; del Jesus, M. J.; Herrera, F.

4th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT)

  • 2005
  • other
Learning compact fuzzy rule-based classification systems with genetic programming
AUTHORS: Berlanga, F. J.; del Jesus, M. J.; Herrera, F.

4th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT)

  • 2005
  • other
Multiobjective evolutionary induction of subgroup discovery rules in a market problem
AUTHORS: Berlanga, F.; del Jesus, M. J.; González, P.; Herrera, F.

2nd. International Conference on Machine Learning (ACIDCA-ICMI'05)

  • 2005
  • other
Multiobjective evolutionary induction of subgroup discovery rules in a market problem
AUTHORS: Berlanga, F.; del Jesus, M. J.; González, P.; Herrera, F.

2nd. International Conference on Machine Learning (ACIDCA-ICMI'05)

  • 2005
  • other
Extracción de conocimiento con algoritmos evolutivos y reglas difusas
AUTHORS: del Jesus, M.J.; González, P; Herrera, F.

Introducción a la minería de datos

  • 2004
  • book-chapter
Extracción de conocimiento con algoritmos evolutivos y reglas difusas
AUTHORS: del Jesus, M.J.; González, P; Herrera, F.

Introducción a la minería de datos

  • 2004
  • book-chapter
Extracción de conocimiento con algoritmos evolutivos y reglas difusas
AUTHORS: del Jesus, M.J.; González, P; Herrera, F.

Introducción a la minería de datos

  • 2004
  • book-chapter
Induction of fuzzy-rule-based classifiers with evolutionary boosting algorithms
AUTHORS: del Jesus, MJ; Hoffmann, F; Navascues, LJ; Sanchez, L

Ieee Transactions on Fuzzy Systems

  • 2004
  • journal-article
Proyecto KEEL: Desarrollo de una herramienta para el análisis e implementación de algoritmos de extracción de conocimiento evolutivos
AUTHORS: Alcalá-Fdez, J.; del Jesus, M. J.; Garrell, J. M.; Herrera, F.; Herbás, C.; Sánchez, L.

Tendencias de la Minerıa de Datos en Espana, Red Espanola de Minerıa de Datos y Aprendizaje

  • 2004
  • book-chapter
Proyecto KEEL: Desarrollo de una herramienta para el análisis e implementación de algoritmos de extracción de conocimiento evolutivos
AUTHORS: Alcalá-Fdez, J.; del Jesus, M. J.; Garrell, J. M.; Herrera, F.; Herbás, C.; Sánchez, L.

Tendencias de la Minerıa de Datos en Espana, Red Espanola de Minerıa de Datos y Aprendizaje

  • 2004
  • book-chapter
Proyecto KEEL: Desarrollo de una herramienta para el análisis e implementación de algoritmos de extracción de conocimiento evolutivos
AUTHORS: Alcalá-Fdez, J.; del Jesus, M. J.; Garrell, J. M.; Herrera, F.; Herbás, C.; Sánchez, L.

Tendencias de la Minerıa de Datos en Espana, Red Espanola de Minerıa de Datos y Aprendizaje

  • 2004
  • book-chapter
A Multiobjective Genetic Algorithm for Feature Selection and Data Base Learning in Fuzzy-Rule Based Classification Systems
AUTHORS: Cordón, O.; Herrera, F.; Del Jesus, M.J.; Magdalena, L.; Sánchez, A.M.; Villar, P.

Intelligent Systems For Information Processing: From Representation To Applications

  • 2003
  • journal-article
A multiobjective genetic learning process for joint feature selection and granularity and contexts learning in Fuzzy Rule-Based Classification Systems
AUTHORS: Cordon, O; Del Jesus, MJ; Herrera, F; Magdalena, L; Villar, P; Casillas, J; Magdelena, L

Interpretability Issues in Fuzzy Modeling

  • 2003
  • journal-article
Co-evolutionary algorithm for RBF by self-organizing population of neurons
AUTHORS: Rivera, AJ; Ortega, J; Rojas, I; del Jesus, MJ; Mira, J; Alvarez, JR

Computational Methods in Neural Modeling, Pt 1

  • 2003
  • journal-article
Co-evolutionary algorithm for RBF by self-organizing population of neurons
AUTHORS: Rivera, AJ; Ortega, J; Rojas, I; del Jesus, MJ; Mira, J; Alvarez, JR

Computational Methods in Neural Modeling, Pt 1

  • 2003
  • journal-article
A multiobjective genetic algorithm for feature selection and data base learning in fuzzy-rule based classification systems 
AUTHORS: Cordón, O.; Herrera, F.; del Jesus, M.J.; Magdalena, L.; Sánchez, A.M.; Villar, P.

9th International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems (IPMU 2002) 

  • 2002
  • other
A multiobjective genetic algorithm for feature selection and data base learning in fuzzy-rule based classification systems 
AUTHORS: Cordón, O.; Herrera, F.; del Jesus, M.J.; Magdalena, L.; Sánchez, A.M.; Villar, P.

9th International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems (IPMU 2002) 

  • 2002
  • other
Some relationships between fuzzy and random set-based classifiers and models
AUTHORS: Sanchez, L; Casillas, J; Cordon, O; del Jesus, MJ

International Journal of Approximate Reasoning

  • 2002
  • journal-article
A multiobjective genetic algorithm for feature selection and granularity learning in fuzzy-rule based classification systems
AUTHORS: Cordon, O; Herrera, F; del Jesus, MJ; Villar, P; Smith, MH; Gruver, WA; Hall, LO

Joint 9th Ifsa World Congress and 20th Nafips International Conference, Proceedings, Vols. 1-5

  • 2001
  • journal-article
Feature Selection Algorithms Applied to Parkinson’s Disease
AUTHORS: Navío, M.; Aguilera, J. J.; del Jesus, M. J.; González, R.; Herrera, F.; Iríbar, C.

Medical Data Analysis

  • 2001
  • book-chapter
Genetic feature selection in a fuzzy rule-based classification system learning process for high-dimensional problems
AUTHORS: Casillas, J; Cordon, O; Del Jesus, MJ; Herrera, F

Information Sciences

  • 2001
  • journal-article
Genetic tuning of fuzzy rule-based systems integrating linguistic hedges
AUTHORS: Casillas, J; Cordon, O; Herrera, F; Del Jesus, MJ; Smith, MH; Gruver, WA; Hall, LO

Joint 9th Ifsa World Congress and 20th Nafips International Conference, Proceedings, Vols. 1-5

  • 2001
  • journal-article
Genetic tuning of fuzzy rule-based systems integrating linguistic hedges
AUTHORS: Casillas, J; Cordon, O; Herrera, F; Del Jesus, MJ; Smith, MH; Gruver, WA; Hall, LO

Joint 9th Ifsa World Congress and 20th Nafips International Conference, Proceedings, Vols. 1-5

  • 2001
  • journal-article
Different Proposals to Improve the Accuracy of Fuzzy Linguistic Modelling
AUTHORS: Cordón, O.; del Jesus, M.J.; Herrera, F.; Villar, P.; S.J.I. Zwir

Fuzzy If-Then  Rules in Computational Intelligence: Theory and Applications

  • 2000
  • book-chapter
Different Proposals to Improve the Accuracy of Fuzzy Linguistic Modelling
AUTHORS: Cordón, O.; del Jesus, M.J.; Herrera, F.; Villar, P.; S.J.I. Zwir

Fuzzy If-Then  Rules in Computational Intelligence: Theory and Applications

  • 2000
  • book-chapter
Different Proposals to Improve the Accuracy of Fuzzy Linguistic Modelling
AUTHORS: Cordón, O.; del Jesus, M.J.; Herrera, F.; Villar, P.; S.J.I. Zwir

Fuzzy If-Then  Rules in Computational Intelligence: Theory and Applications

  • 2000
  • book-chapter
Evolutionary approaches to the learning of fuzzy rule-based classification systems
AUTHORS: Cordon, O; Herrera, F; del Jesus, MJ; Jain, LC

Evolution of Engineering and Information Systems and Their Applications

  • 2000
  • journal-article
Evolutionary approaches to the learning of fuzzy rule-based classification systems
AUTHORS: Cordon, O; Herrera, F; del Jesus, MJ; Jain, LC

Evolution of Engineering and Information Systems and Their Applications

  • 2000
  • journal-article
Genetic Feature Selection in a Fuzzy Rule-Based Classification System Learning Process
AUTHORS: Cordon, O.; Del Jesus, M. J.; Herrera, F.

Eighth Internacional Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU’00)

  • 2000
  • other
Genetic Feature Selection in a Fuzzy Rule-Based Classification System Learning Process
AUTHORS: Cordon, O.; Del Jesus, M. J.; Herrera, F.

Eighth Internacional Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU’00)

  • 2000
  • other
Genetic Feature Selection in a Fuzzy Rule-Based Classification System Learning Process
AUTHORS: Cordon, O.; Del Jesus, M. J.; Herrera, F.

Eighth Internacional Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU’00)

  • 2000
  • other
A proposal on reasoning methods in fuzzy rule-based classification systems
AUTHORS: Cordon, O; del Jesus, MJ; Herrera, F

International Journal of Approximate Reasoning

  • 1999
  • journal-article
Evolutionary Approaches to the Learning of Fuzzy Rule-Based Classification Systems
AUTHORS: Cordón, O.; del Jesus, M.J.; Herrera, F.

Evolution of Engineering and Information Systems and Their Applications

  • 1999
  • book-chapter
Evolutionary Approaches to the Learning of Fuzzy Rule-Based Classification Systems
AUTHORS: Cordón, O.; del Jesus, M.J.; Herrera, F.

Evolution of Engineering and Information Systems and Their Applications

  • 1999
  • book-chapter
Evolutionary Approaches to the Learning of Fuzzy Rule-Based Classification Systems
AUTHORS: Cordón, O.; del Jesus, M.J.; Herrera, F.

Evolution of Engineering and Information Systems and Their Applications

  • 1999
  • book-chapter
MOGUL: A methodology to obtain genetic fuzzy rule-based systems under the iterative rule learning approach
AUTHORS: Cordon, O; del Jesus, MJ; Herrera, F; Lozano, M

International Journal of Intelligent Systems

  • 1999
  • journal-article
Analyzing the Reasoning Mechanisms in Fuzzy Rule-Based Classification Systems
AUTHORS: Cordón, O.; del Jesus, M.J.; Herrera, F.

Mathware & Soft Computing 

  • 1998
  • journal-article
Analyzing the Reasoning Mechanisms in Fuzzy Rule-Based Classification Systems
AUTHORS: Cordón, O.; del Jesus, M.J.; Herrera, F.

Mathware & Soft Computing 

  • 1998
  • journal-article
Analyzing the Reasoning Mechanisms in Fuzzy Rule-Based Classification Systems
AUTHORS: Cordón, O.; del Jesus, M.J.; Herrera, F.

Mathware & Soft Computing 

  • 1998
  • journal-article
Genetic learning of fuzzy rule-based classification systems cooperating with fuzzy reasoning methods
AUTHORS: Cordon, O; del Jesus, MJ; Herrera, F

International Journal of Intelligent Systems

  • 1998
  • journal-article
Modelado cualitativo utilizando una metodología evolutiva de aprendizaje iterativo de bases de reglas difusas
AUTHORS: Cordón, Oscar; del Jesús, María José; Herrera, Francisco; Lozano, Manuel

Revista Iberoamericana de Inteligencia Artificial

  • 1998
  • journal-article
Modelado cualitativo utilizando una metodología evolutiva de aprendizaje iterativo de bases de reglas difusas
AUTHORS: Cordón, Oscar; del Jesús, María José; Herrera, Francisco; Lozano, Manuel

Revista Iberoamericana de Inteligencia Artificial

  • 1998
  • journal-article
Modelado cualitativo utilizando una metodología evolutiva de aprendizaje iterativo de bases de reglas difusas
AUTHORS: Cordón, Oscar; del Jesús, María José; Herrera, Francisco; Lozano, Manuel

Revista Iberoamericana de Inteligencia Artificial

  • 1998
  • journal-article
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