Director

Francisco Herrera Triguero

Institute Management

Universidad de Granada

Highly Cited Researcher in 2014, 2015, 2016, 2017, 2018, 2019 and 2020

Profesor Catedrático de Universidad (Professor) of Computer Science and Artificial Intelligence, Francisco Herrera Triguero, born in Jódar (Jaén), is a professor and director of the research group “Soft Computing and Intelligent Information Systems” at the University of Granada. He is director of the Andalusian Interuniversity Institute in Data Science and Computational Intelligence (DaSCI) at the University of Granada and the University of Jaén.

Herrera Triguero studied at the Virgen de Fátima School and the Juan López Morillas Secondary School in Jódar.

He later studied mathematics in Granada and went on to complete a PhD in Artificial Intelligence (1991) in the Department of Computer Science and Artificial Intelligence, where he became a professor in 2005 and has continued his professional work ever since. He is currently considered one of the most influential Spanish scientists in the world in the field of computer science and engineering.

In 2010, he was awarded the National Computer Science Prize, in the Aritmel category, by the Spanish Computer Science Society for his scientific contributions in the areas of Soft Computing and Data Mining, which have had a major impact on the scientific community, and for promoting research activities in this area in Spain.

The University of Jaén honoured him in 2015 with the title of “Natural de Jaén”. The city where he was born honoured him in 2017 with the title “Hijo Predilecto y Escudo de Oro” (Favourite Son and Golden Shield) of the City of Jódar. That same year, he received the Medal of Andalusia. In 2018, the City of Granada honoured him with the “Granada, City of Science and Innovation” award for his scientific career.

His scientific output is extensive, with more than 361 JRC articles and 42 thesis supervisions, among other achievements. His complete output can be consulted in his CV.

Publications

A Preliminary Study on Preprocessing the Semantic Space in Zero-Shot Learning
Establishing the Foundation for Out-of-Distribution Detection in Monument Classification Through Nested Dichotomies
AUTHORS: Ignacio Antequera-Sánchez; Juan Luis Suárez-Díaz; Rosana Montes; Francisco Herrera
Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects

IEEE Transactions on Evolutionary Computation

Reflections and attentiveness on eXplainable Artificial Intelligence (XAI). The journey ahead from criticisms to human–AI collaboration

Information Fusion

A Tutorial on Federated Learning from Theory to Practice: Foundations, Software Frameworks, Exemplary Use Cases, and Selected Trends
AUTHORS: M. Victoria Luzón; Nuria Rodríguez-Barroso; Alberto Argente-Garrido; Daniel Jiménez-López; Jose M. Moyano; Javier Del Ser; Weiping Ding; Francisco Herrera

IEEE/CAA Journal of Automatica Sinica

Fuzzy Attention Neural Network to Tackle Discontinuity in Airway Segmentation

IEEE Transactions on Neural Networks and Learning Systems

Measuring Additive Consistency of Linguistic Preference Relations in a Personalized-Individual-Semantics Context: A Systematic Investigation With Axiomatic Design

IEEE Transactions on Systems, Man, and Cybernetics: Systems

Metric learning for monotonic classification: turning the space up to the limits of monotonicity
AUTHORS: Juan Luis Suárez; Germán González-Almagro; Salvador García; Francisco Herrera

Applied Intelligence

A Trust Risk Dynamic Management Mechanism Based on Third-Party Monitoring for the Conflict-Eliminating Process of Social Network Group Decision Making
AUTHORS: Mengqi Li; Yejun Xu; Xia Liu; Francisco Chiclana; Francisco Herrera

IEEE Transactions on Cybernetics

Consensus Convergence Speed in Social Network DeGroot Model: The Effects of the Agents With High Self-Confidence Levels

IEEE Transactions on Computational Social Systems

Crowd Decision Making: Sparse Representation Guided by Sentiment Analysis for Leveraging the Wisdom of the Crowd

IEEE Transactions on Systems, Man, and Cybernetics: Systems

Handling Imbalanced Classification Problems With Support Vector Machines via Evolutionary Bilevel Optimization
AUTHORS: Alejandro Rosales-Pérez; Salvador García; Francisco Herrera

IEEE Transactions on Cybernetics

Mixed Opinion Dynamics Based on DeGroot Model and Hegselmann–Krause Model in Social Networks

IEEE Transactions on Systems, Man, and Cybernetics: Systems

Regret Theory-Based Three-Way Decision Method on Incomplete Multiscale Decision Information Systems With Interval Fuzzy Numbers

IEEE Transactions on Fuzzy Systems

REVEL Framework to Measure Local Linear Explanations for Black‐Box Models: Deep Learning Image Classification Case Study
AUTHORS: Iván Sevillano-García; Julián Luengo; Francisco Herrera; Alexander Hošovský

International Journal of Intelligent Systems

A New Clustering Algorithm With Preference Adjustment Cost to Reduce the Cooperation Complexity in Large-Scale Group Decision Making
AUTHORS: Tong Wu; Xinwang Liu; Jindong Qin; Francisco Herrera

IEEE Transactions on Systems, Man, and Cybernetics: Systems

A Preliminary Approach for using Metric Learning in Monotonic Classification
AUTHORS: Juan Luis Suárez; Germán González-Almagro; Salvador García; Francisco Herrera
Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning

IEEE Transactions on Evolutionary Computation

Dynamic defense against byzantine poisoning attacks in federated learning
AUTHORS: N. Rodríguez-Barroso, E. Martínez-Cámara, M.V. Luzón, F. Herrera

Future Generation Computer Systems

Integrating Continual Personalized Individual Semantics Learning in Consensus Reaching in Linguistic Group Decision Making

IEEE Transactions on Systems, Man, and Cybernetics: Systems

NATURE- AND BIO-INSPIRED OPTIMIZATION: THE GOOD, THE BAD, THE UGLY AND THE HOPEFUL

DYNA

Reducing Data Complexity Using Autoencoders With Class-Informed Loss Functions
AUTHORS: David Charte; Francisco Charte; Francisco Herrera

IEEE Transactions on Pattern Analysis and Machine Intelligence

Trust-Consensus Multiplex Networks by Combining Trust Social Network Analysis and Consensus Evolution Methods in Group Decision-Making
AUTHORS: Tong Wu; Xinwang Liu; Jindong Qin; Francisco Herrera

IEEE Transactions on Fuzzy Systems

A Preliminary Analysis on Software Frameworks for the Development of Spiking Neural Networks
AUTHORS: Ángel M. García-Vico; Francisco Herrera
An Indexing Algorithm Based on Clustering of Minutia Cylinder Codes for Fast Latent Fingerprint Identification
AUTHORS: Ismay Perez-Sanchez; Barbara Cervantes; Miguel Angel Medina-Perez; Raul Monroy; Octavio Loyola-Gonzalez; Salvador Garcia; Francisco Herrera

IEEE Access

Balance Dynamic Clustering Analysis and Consensus Reaching Process With Consensus Evolution Networks in Large-Scale Group Decision Making
AUTHORS: Tong Wu; Xinwang Liu; Jindong Qin; Francisco Herrera

IEEE Transactions on Fuzzy Systems

CI-Dataset and DetDSCI Methodology for Detecting Too Small and Too Large Critical Infrastructures in Satellite Images: Airports and Electrical Substations as Case Study
AUTHORS: Francisco Perez-Hernandez; Jose Rodriguez-Ortega; Yassir Benhammou; Francisco Herrera; Siham Tabik

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Consensus Model Handling Minority Opinions and Noncooperative Behaviors in Large-Scale Group Decision-Making Under Double Hierarchy Linguistic Preference Relations

IEEE Transactions on Cybernetics

Consensus Reaching and Strategic Manipulation in Group Decision Making With Trust Relationships

IEEE Transactions on Systems, Man, and Cybernetics: Systems

Distance Metric Learning with Prototype Selection for Imbalanced Classification
AUTHORS: Juan Luis Suárez; Salvador García; Francisco Herrera
Linguistic Opinions Dynamics Based on Personalized Individual Semantics

IEEE Transactions on Fuzzy Systems

LUNAR: Cellular automata for drifting data streams

Information Sciences

Numerical Interval Opinion Dynamics in Social Networks: Stable State and Consensus

IEEE Transactions on Fuzzy Systems

Ordering Artificial Intelligence Based Recommendations to Tackle the SDGs with a Decision-Making Model Based on Surveys

Sustainability (Switzerland)

Ordinal regression with explainable distance metric learning based on ordered sequences
AUTHORS: Juan Luis Suárez; Salvador García; Francisco Herrera

Machine Learning

Revisiting Fuzzy and Linguistic Decision Making: Scenarios and Challenges for Making Wiser Decisions in a Better Way

IEEE Transactions on Systems, Man, and Cybernetics: Systems

Sentinel2GlobalLULC: A deep-learning-ready Sentinel-2 RGB image dataset for global land use/cover mapping
AUTHORS: Yassir Benhammou; Domingo Alcaraz-Segura; Emilio Guirado; Rohaifa Khaldi; Boujemâa Achchab; Francisco Herrera; Siham Tabik
Slicer: Feature Learning for Class Separability with Least-Squares Support Vector Machine Loss and COVID-19 Chest X-Ray Case Study
AUTHORS: David Charte; Iván Sevillano-García; María Jesús Lucena-González; José Luis Martín-Rodríguez; Francisco Charte; Francisco Herrera
Special Issue on Methods and Infrastructures for Data Mining at the Edge of Internet of Things

IEEE Internet of Things Journal

A Dynamic Credit Index System for TSMEs in China Using the Delphi and Analytic Hierarchy Process (AHP) Methods
AUTHORS: Ao Yu; Zhuoqiang Jia; Weike Zhang; Ke Deng; Francisco Herrera

Sustainability

A two-step communication opinion dynamics model with self-persistence and influence index for social networks based on the DeGroot model

Information Sciences

An analysis on the use of autoencoders for representation learning: Fundamentals, learning task case studies, explainability and challenges
AUTHORS: David Charte; Francisco Charte; María J. del Jesus; Francisco Herrera

Neurocomputing

Asynchronous Processing for Latent Fingerprint Identification on Heterogeneous CPU-GPU Systems
AUTHORS: Andres J. Sanchez-Fernandez; Luis F. Romero; Daniel Peralta; Miguel Angel Medina-Perez; Yvan Saeys; Francisco Herrera; Siham Tabik

IEEE Access

BreakHis based breast cancer automatic diagnosis using deep learning: Taxonomy, survey and insights
AUTHORS: Yassir Benhammou; Boujemâa Achchab; Francisco Herrera; Siham Tabik

Neurocomputing

Deep learning in video multi-object tracking: A survey
AUTHORS: Gioele Ciaparrone; Francisco Luque Sánchez; Siham Tabik; Luigi Troiano; Roberto Tagliaferri; Francisco Herrera

Neurocomputing

Ensembles of cost-diverse Bayesian neural learners for imbalanced binary classification

Information Sciences

Fast and Scalable Approaches to Accelerate the Fuzzy k-Nearest Neighbors Classifier for Big Data
AUTHORS: Maillo, J.; Garcia, S.; Luengo, J.; Herrera, F.; Triguero, I.

IEEE Transactions on Fuzzy Systems

Interval MULTIMOORA Method Integrating Interval Borda Rule and Interval Best–Worst-Method-Based Weighting Model: Case Study on Hybrid Vehicle Engine Selection

IEEE Transactions on Cybernetics

Linguistic group decision making: Axiomatic distance and minimum cost consensus

Information Sciences

otsad: A package for online time-series anomaly detectors

Neurocomputing

Preprocessing methodology for time series: An industrial world application case study
AUTHORS: Juan Antonio Cortés-Ibáñez; Sergio González; José Javier Valle-Alonso; Julián Luengo; Salvador García; Francisco Herrera

Information Sciences

Redundancy and Complexity Metrics for Big Data Classification: Towards Smart Data

IEEE Access

Special Issue SOCO 2017: New trends in soft computing and its application in industrial and environmental problems

Neurocomputing

Tree Cover Estimation in Global Drylands from Space Using Deep Learning
AUTHORS: Emilio Guirado; Domingo Alcaraz-Segura; Javier Cabello; Sergio Puertas-Ruíz; Francisco Herrera; Siham Tabik

Remote Sensing

A binocular image fusion approach for minimizing false positives in handgun detection with deep learning

Information Fusion

A Consensus Model for Large-Scale Linguistic Group Decision Making With a Feedback Recommendation Based on Clustered Personalized Individual Semantics and Opposing Consensus Groups

IEEE Transactions on Fuzzy Systems

A group decision making approach considering self-confidence behaviors and its application in environmental pollution emergency management
AUTHORS: Liu, X.; Xu, Y.; Ge, Y.; Zhang, W.; Herrera, F.

International Journal of Environmental Research and Public Health

A Metahierarchical Rule Decision System to Design Robust Fuzzy Classifiers Based on Data Complexity

IEEE Transactions on Fuzzy Systems

A Showcase of the Use of Autoencoders in Feature Learning Applications
AUTHORS: David Charte; Francisco Charte; María J. del Jesus; Francisco Herrera
Alternative ranking-based clustering and reliability index-based consensus reaching process for hesitant fuzzy large scale group decision making
AUTHORS: Liu, X.; Xu, Y.; Montes, R.; Ding, R.-X.; Herrera, F.

IEEE Transactions on Fuzzy Systems

An Analysis of Local and Global Solutions to Address Big Data Imbalanced Classification: A Case Study with SMOTE Preprocessing

Communications in Computer and Information Science

An overview of MULTIMOORA for multi-criteria decision-making: Theory, developments, applications, and challenges

Information Fusion

An overview on managing additive consistency of reciprocal preference relations for consistency-driven decision making and fusion: Taxonomy and future directions
AUTHORS: Cong-Cong Li; Yucheng Dong; Yejun Xu; Francisco Chiclana; Enrique Herrera-Viedma; Francisco Herrera

Information Fusion

Bio-inspired computation: Where we stand and what’s next

Swarm and Evolutionary Computation

Brightness guided preprocessing for automatic cold steel weapon detection in surveillance videos with deep learning

Neurocomputing

Chain based sampling for monotonic imbalanced classification

Information Sciences

Consensus Building With Individual Consistency Control in Group Decision Making
AUTHORS: Cong-Cong Li; Rosa M. Rodriguez; Luis Martinez; Yucheng Dong; Francisco Herrera

IEEE Transactions on Fuzzy Systems

Consensus model for large-scale group decision making based on fuzzy preference relation with self-confidence: Detecting and managing overconfidence behaviors

Information Fusion

Consensus reaching in social network DeGroot Model: The roles of the Self-confidence and node degree

Information Sciences

Dealing with difficult minority labels in imbalanced mutilabel data sets

Neurocomputing

Detection of Fir Trees (Abies sibirica) Damaged by the Bark Beetle in Unmanned Aerial Vehicle Images with Deep Learning
AUTHORS: Anastasiia Safonova; Siham Tabik; Domingo Alcaraz-Segura; Alexey Rubtsov; Yurii Maglinets; Francisco Herrera

Remote Sensing

E2SAM: Evolutionary ensemble of sentiment analysis methods for domain adaptation
AUTHORS: M. López, A. Valdivia, E. Martínez-Cámara, M.V. Luzón, F. Herrera

Information Sciences

Generic Disjunctive Belief-Rule-Base Modeling, Inferencing, and Optimization

IEEE Transactions on Fuzzy Systems

Inconsistencies on TripAdvisor reviews: A unified index between users and Sentiment Analysis Methods

Neurocomputing

Large-scale Group Decision Making Model based on Social Network Analysis
AUTHORS: Bingsheng Liu; Qi Zhou; Ru Xi Ding; Ivan Palomares Carrascosa; Francisco Herrera

European Journal of Operational Research

Score-HeDLiSF: A score function of hesitant fuzzy linguistic term set based on hesitant degrees and linguistic scale functions: An application to unbalanced hesitant fuzzy linguistic MULTIMOORA

Information Fusion

Smartdata: Data preprocessing to achieve smart data in R
AUTHORS: Ignacio Cordón; Julián Luengo; Salvador García; Francisco Herrera; Francisco Charte

Neurocomputing

Social network analysis-based conflict relationship investigation and conflict degree-based consensus reaching process for large scale decision making using sparse representation

Information Fusion

Social network group decision making: Managing self-confidence-based consensus model with the dynamic importance degree of experts and trust-based feedback mechanism
AUTHORS: Liu, X.; Xu, Y.; Montes, R.; Herrera, F.

Information Sciences

Sparse Representation-Based Intuitionistic Fuzzy Clustering Approach to Find the Group Intra-Relations and Group Leaders for Large-Scale Decision Making

IEEE Transactions on Fuzzy Systems

Special issue on hybrid artificial intelligence systems from the HAIS 2017 conference – Editorial

Neurocomputing

Towards highly accurate coral texture images classification using deep convolutional neural networks and data augmentation
AUTHORS: Anabel Gómez-Ríos; Siham Tabik; Julián Luengo; ASM Shihavuddin; Bartosz Krawczyk; Francisco Herrera

Expert Systems with Applications

Transforming big data into smart data: An insight on the use of the k-nearest neighbors algorithm to obtain quality data

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

Visualizing and rectifying different inconsistencies for fuzzy reciprocal preference relations

Fuzzy Sets and Systems

A First Step to Accelerating Fingerprint Matching Based on Deformable Minutiae Clustering
AUTHORS: Andres Jesus Sanchez; Luis Felipe Romero; Siham Tabik; Miguel Angel Medina-Pérez; Francisco Herrera
A forecasting methodology for workload forecasting in cloud systems
AUTHORS: Baldan, F.J.; Ramirez-Gallego, S.; Bergmeir, C.; Herrera, F.; Benitez, J.M.

IEEE Transactions on Cloud Computing

A multi-objective evolutionary approach to training set selection for support vector machine

Knowledge-Based Systems

A New Hesitant Fuzzy Linguistic ORESTE Method for Hybrid Multicriteria Decision Making

IEEE Transactions on Fuzzy Systems

An Information Theory-Based Feature Selection Framework for Big Data under Apache Spark
AUTHORS: Ramirez-Gallego, S.; Mourino-Talin, H.; Martinez-Rego, D.; Bolon-Canedo, V.; Benitez, J.M.; Alonso-Betanzos, A.; Herrera, F.

IEEE Transactions on Systems, Man, and Cybernetics: Systems

Consensus reaching process for large-scale group decision making with double hierarchy hesitant fuzzy linguistic preference relations

Knowledge-Based Systems

Consensus vote models for detecting and filtering neutrality in sentiment analysis

Information Fusion

Dynamic ensemble selection for multi-class classification with one-class classifiers

Pattern Recognition

Imbalance: Oversampling algorithms for imbalanced classification in R

Knowledge-Based Systems

Intuitionistic Fuzzy Analytic Network Process

IEEE Transactions on Fuzzy Systems

MRQAR: A generic MapReduce framework to discover quantitative association rules in big data problems

Knowledge-Based Systems

On a new methodology for ranking fuzzy numbers and its application to real economic data

Fuzzy Sets and Systems

Online entropy-based discretization for data streaming classification

Future Generation Computer Systems

Principal Components Analysis Random Discretization Ensemble for Big Data

Knowledge-Based Systems

Probabilistic Linguistic MULTIMOORA: A Multicriteria Decision Making Method Based on the Probabilistic Linguistic Expectation Function and the Improved Borda Rule

IEEE Transactions on Fuzzy Systems

The Use of Fuzzy Linguistic Information and Fuzzy Delphi Method to Validate by Consensus a Questionnaire in a Blended-Learning Environment
AUTHORS: Jeovani Morales; Rosana Montes; Noe Zermeño; Jeronimo Duran; Francisco Herrera

Communications in Computer and Information Science

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

Neurocomputing

Deep-learning Versus OBIA for Scattered Shrub Detection with Google Earth Imagery: Ziziphus Lotus as Case Study

Remote Sensing

kNN-IS: An Iterative Spark-based design of the k-Nearest Neighbors classifier for big data

Knowledge-Based Systems

NMC: nearest matrix classification – A new combination model for pruning One-vs-One ensembles by transforming the aggregation problem

Information Fusion

Connecting the linguistic hierarchy and the numerical scale for the 2-tuple linguistic model and its use to deal with hesitant unbalanced linguistic information

Information Sciences

Empowering one-vs-one decomposition with ensemble learning for multi-class imbalanced data

Knowledge-Based Systems

Evaluating the classifier behavior with noisy data considering performance and robustness: The Equalized Loss of Accuracy measure
AUTHORS: Sáez, J.A.; Luengo, J.; Herrera, F.

Neurocomputing

Evolutionary undersampling boosting for imbalanced classification of breast cancer malignancy

Applied Soft Computing

NICGAR: a Niching Genetic Algorithm to Mine a Diverse Set of Interesting Quantitative Association Rules

Information Sciences

Ordering-based pruning for improving the performance of ensembles of classifiers in the framework of imbalanced datasets

Information Sciences

Region-based memetic algorithm with archive for multimodal optimisation

Information Sciences

Tutorial on practical tips of the most influential data preprocessing algorithms in data mining
AUTHORS: García, S.; Luengo, J.; Herrera, F.

Knowledge-Based Systems

A web tool to support decision making in the housing market using hesitant fuzzy linguistic term sets

Applied Soft Computing

Addressing imbalance in multilabel classification: Measures and random resampling algorithms

Neurocomputing

DRCW-OVO: Distance-based relative competence weighting combination for One-vs-One strategy in multi-class problems

Pattern Recognition

On the usefulness of one-class classifier ensembles for decomposition of multi-class problems

Pattern Recognition

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

Minutiae filtering to improve both efficacy and efficiency of fingerprint matching algorithms
AUTHORS: Peralta, D.; Galar, M.; Triguero, I.; Miguel-Hurtado, O.; Benitez, J.M.; Herrera, F.

Engineering Applications of Artificial Intelligence

Statistical computation of feature weighting schemes through data estimation for nearest neighbor classifiers
AUTHORS: Sáez, José A.; Derrac, Joaquín; Luengo, Julián; Herrera, Francisco

Pattern Recognition

A group decision making model dealing with comparative linguistic expressions based on hesitant fuzzy linguistic term sets
AUTHORS: Herrera, F.; Martinez, L.; Rodriguez, R. M.

Information Sciences

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

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 Survey of Discretization Techniques: Taxonomy and Empirical Analysis in Supervised Learning
AUTHORS: Garcia, S.; Herrera, F.; Lopez, V.; Luengo, J.; Saez, J. A.

IEEE Transactions on Knowledge and Data Engineering

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

FRPS: A Fuzzy Rough Prototype Selection method
AUTHORS: Cornelis, C.; Herrera, F.; Verbiest, N.

Pattern Recognition

IVTURS: A linguistic fuzzy rule-based classification system based on a new interval-valued fuzzy reasoning method with tuning and rule selection
AUTHORS: Bustince, H., Fernandez, A., Herrera, F., Sanz, J. A.

Ieee Transactions on Fuzzy Systems

On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection
AUTHORS: Cornelis, C.; Derrac, J.; Garcia, S.; Herrera, F.; Verbiest, N.

Soft Computing

Predicting noise filtering efficacy with data complexity measures for nearest neighbor classification
AUTHORS: Herrera, Francisco; Luengo, Julian; Saez, Jose A.

Pattern Recognition

A Co-evolutionary Framework for Nearest Neighbor Enhancement: Combining Instance and Feature Weighting with Instance Selection
AUTHORS: Abraham, A; Cho, SB; Corchado, E; Derrac, Joaquin; Garcia, Salvador; Grana, M; Herrera, Francisco; Snasel, V; Triguero, Isaac; Wozniak, M

Hybrid Artificial Intelligent Systems, Pt Ii

A First Study on Decomposition Strategies with Data with Class Noise Using Decision Trees
AUTHORS: Abraham, A; Cho, SB; Corchado, E; Galar, Mikel; Grana, M; Herrera, Francisco; Luengo, Julian; Saez, Jose A.; Snasel, V; Wozniak, M

Hybrid Artificial Intelligent Systems, Pt Ii

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

A Note on the ITS topic evolution in the period 2000-2009 at T-ITS
AUTHORS: Cobo, Manolo J., Herrera, Francisco, Herrera-Viedma, Enrique, Lopez-Herrera, Antonio G.

IEEE Transactions on Intelligent Transportation Systems

A review on ensembles for the class imbalance problem: Bagging-, boosting-, and hybrid-based approaches
AUTHORS: Barrenechea, Edurne, Bustince, Humberto, Fernandez, Alberto, Galar, Mikel, Herrera, Francisco

Ieee Transactions on Systems Man and Cybernetics Part C-Applications and Reviews

A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification
AUTHORS: Derrac, Joaquin; Garcia, Salvador; Herrera, Francisco; Triguero, Isaac

IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews

A unifying view on dataset shift in classification
AUTHORS: Alaiz-Rodriguez, Rocio; Chawla, Nitesh V.; Herrera, Francisco; Moreno-Torres, Jose G.; Raeder, Troy

Pattern Recognition

Aggregate ranking of Spain’s universities in the Shanghai Ranking (ARWU): Effect on autonomous communities and campuses of international excellence
AUTHORS: Docampo, Domingo; Herrera, Francisco; Luque-Martinez, Teodoro; Torres-Salinas, Daniel

Profesional De La Informacion

An overview on the 2-tuple linguistic model for computing with words in decision making: Extensions, applications and challenges
AUTHORS: Herrera, F.; Martinez, L.

Information Sciences

Analysis of new niching genetic algorithms for finding multiple solutions in the job shop scheduling
AUTHORS: Herrera, F.; Perez, E.; Posada, M.

Journal of Intelligent Manufacturing

Analysis of preprocessing vs. cost-sensitive learning for imbalanced classification. Open problems on intrinsic data characteristics
AUTHORS: Fernandez, Alberto, Herrera, Francisco, Lopez, Victoria, Moreno-Torres, Jose G.

Expert Systems With Applications

Enhancing evolutionary instance selection algorithms by means of fuzzy rough set based feature selection
AUTHORS: Cornelis, Chris; Derrac, Joaquin; Garcia, Salvador; Herrera, Francisco

Information Sciences

Evolutionary-based selection of generalized instances for imbalanced classification
AUTHORS: Carmona, Cristobal J., Derrac, Joaquin, Garcia, Salvador, Herrera, Francisco, Triguero, Isaac

Knowledge-Based Systems

Feature selection and granularity learning in genetic fuzzy rule-based classification systems for highly imbalanced data-sets
AUTHORS: Carrasco, Ramon A., Fernandez, Alberto, Herrera, Francisco, Villar, Pedro

International Journal of Uncertainty Fuzziness and Knowledge-Based Systems

Grouping, Overlap, and Generalized Bientropic Functions for Fuzzy Modeling of Pairwise Comparisons
AUTHORS: Bustince, Humberto; Herrera, Francisco; Huellermeier, Eyke; Mesiar, Radko; Pagola, Miguel

Ieee Transactions on Fuzzy Systems

Hesitant Fuzzy Linguistic Term Sets for Decision Making
AUTHORS: Herrera, Francisco; Martinez, Luis; Rodriguez, Rosa M.

IEEE Transactions on Fuzzy 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

IIVFDT: Ignorance functions based interval-valued fuzzy decision tree with genetic tuning
AUTHORS: Bustince, H., Fernandez, A., Herrera, F., Sanz, J.

International Journal of Uncertainty Fuzziness and Knowledge-Based Systems

Integrating a differential evolution feature weighting scheme into prototype generation
AUTHORS: Derrac, Joaquin; Garcia, Salvador; Herrera, Francisco; Triguero, Isaac

Neurocomputing

Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms
AUTHORS: Derrac, Joaquin; Garcia, Salvador; Herrera, Francisco; Triguero, Isaac

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics

Linguistic Fuzzy Rules in Data Mining: Follow-Up Mamdani Fuzzy Modeling Principle
AUTHORS: Bonissone, PP; Fernandez, A.; Herrera, F.; Kacprzyk, J; Magdalena, L; Trillas, E

Combining Experimentation and Theory: a Homage To Abe Mamdani

Missing data imputation for fuzzy rule-based classification systems
AUTHORS: Herrera, Francisco; Luengo, Julian; Saez, Jose A.

Soft Computing

Modeling dynamics of a real-coded CHC algorithm in terms of dynamical probability distributions
AUTHORS: Herrera, Francisco, Marin, Jesus, Molina, Daniel

Soft Computing

On the choice of the best imputation methods for missing values considering three groups of classification methods
AUTHORS: Garcia, Salvador; Herrera, Francisco; Luengo, Julian

Knowledge and Information Systems

Prototype Selection for Nearest Neighbor Classification: Taxonomy and Empirical Study
AUTHORS: Derrac, Joaquin; Garcia, Salvador; Herrera, Francisco; Ramon Cano, Jose

IEEE Transactions on Pattern Analysis and Machine Intelligence

Ranking of research output of universities on the basis of the multidimensional prestige of influential fields: Spanish universities as a case of study
AUTHORS: Fdez-Valdivia, J.; Garcia, J. A.; Herrera, Francisco; Rodriguez-Sanchez, Rosa; Torres-Salinas, Daniel

Scientometrics

Region Based Memetic Algorithm with LS chaining
AUTHORS: Herrera, Francisco; IEEE; Lacroix, Benjamin; Molina, Daniel

2012 Ieee Congress on Evolutionary Computation (Cec)

SciMAT: A new science mapping analysis software tool
AUTHORS: Cobo, M. J., Herrera, F., Herrera-Viedma, E., Lopez-Herrera, A. G.

Journal of the American Society for Information Science and Technology

SMOTE-RSB*: a hybrid preprocessing approach based on oversampling and undersampling for high imbalanced data-sets using SMOTE and rough sets theory
AUTHORS: Bello, Rafael; Caballero, Yaile; Herrera, Francisco; Ramentol, Enislay

Knowledge and Information Systems

Special issue on “New Trends in Data Mining” NTDM
AUTHORS: Benitez, J. M.; Garcia-Pedrajas, Nicolas; Herrera, Francisco

Knowledge-Based Systems

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

Study on the Impact of Partition-Induced Dataset Shift on k-fold Cross-Validation
AUTHORS: Garcia Moreno-Torres, Jose; Herrera, Francisco; Saez, Jose A.

Ieee Transactions on Neural Networks and Learning Systems

Variable mesh optimization for continuous optimization problems
AUTHORS: Bello, Rafael, Herrera, Francisco, Molina, Daniel, Puris, Amilkar

Soft Computing

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

A genetic tuning to improve the performance of fuzzy rule-based classification systems with interval-valued fuzzy sets: Degree of ignorance and lateral position
AUTHORS: Bustince, H., Fernandez, A., Herrera, F., Sanz, J.

International Journal of Approximate Reasoning

A methodology for Institution-Field ranking based on a bidimensional analysis: the IFQ(2)A index
AUTHORS: Delgado-Lopez-Cozar, Emilio; Herrera, Francisco; Moreno-Torres, Jose G.; Torres-Salinas, Daniel

Scientometrics

Addressing data complexity for imbalanced data sets: Analysis of SMOTE-based oversampling and evolutionary undersampling
AUTHORS: Fernandez, Alberto, Garcia, Salvador, Herrera, Francisco, Luengo, Julian

Soft Computing

An approach for detecting, quantifying, and visualizing the evolution of a research field: A practical application to the Fuzzy Sets Theory field
AUTHORS: Cobo, M. J., Herrera, F., Herrera-Viedma, E., Lopez-Herrera, A. G.

Journal of Informetrics

An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes
AUTHORS: Barrenechea, Eclurne, Bustince, Humberto, Fernandez, Alberto, Galar, Mike, Herrera, Francisco

Pattern Recognition

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

Knowledge and Information Systems

Differential evolution for optimizing the positioning of prototypes in nearest neighbor classification
AUTHORS: Garcia, Salvador; Herrera, Francisco; Triguero, Isaac

Pattern Recognition

Editorial scalability of evolutionary algorithms and other metaheuristics for large-scale continuous optimization problems
AUTHORS: Herrera, F., Lozano, M., Molina, D.

Soft Computing

Enhancing IPADE Algorithm with a Different Individual Codification
AUTHORS: Corchado, E; Garcia, Salvador; Herrera, Francisco; Kurzynski, M; Triguero, Isaac; Wozniak, M

Hybrid Artificial Intelligent Systems, Part Ii

Evolutionary selection of hyperrectangles in nested generalized exemplar learning
AUTHORS: Carmona, Cristobal J., Derrac, Joaquin, Garcia, Salvador, Herrera, Francisco, Luengo, Julian

Applied Soft Computing

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

Information Sciences

ISI rankings of Spanish universities according to fields and scientific disciplines (2nd ed. 2011)
AUTHORS: Delgado-Lopez-Cozar, Emilio; Garcia-Moreno-Torres, Jose; Herrera, Francisco; Robinson-Garcia, Nicolas; Torres-Salinas, Daniel

Profesional De La Informacion

ISI rankings of universities in Spain by scientific field
AUTHORS: Delgado-Lopez-Cozar, Emilio; Garcia-Moreno-Torres, Jose; Herrera, Francisco; Torres-Salinas, Daniel

Profesional De La Informacion

KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework
AUTHORS: Alcala-Fdez, J.; Derrac, J.; Fernandez, A.; Garcia, S.; Herrera, F.; Luengo, J.; Sanchez, L.

Journal of Multiple-Valued Logic and Soft Computing

Memetic algorithms based on local search chains for large scale continuous optimisation problems: MA-SSW-Chains
AUTHORS: Herrera, Francisco, Lozano, Manuel, Molina, Daniel, Sanchez, Ana M.

Soft Computing

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

On the Usefulness of Interval Valued Fuzzy Sets for Learning Fuzzy Rule Based Classification Systems
AUTHORS: Couto, P; DeBaets, B; Fodor, J; Herrera, Francisco; MeloPinto, P; Serodio, C

Eurofuse 2011: Workshop on Fuzzy Methods For Knowledge-Based Systems

Science mapping software tools: Review, analysis, and cooperative study among tools
AUTHORS: Cobo, M. J., Herrera, F., Herrera-Viedma, E., Lopez-Herrera, A. G.

Journal of the American Society for Information Science and Technology

Soft Computing Techniques in Data Mining
AUTHORS: Alcala-Fdez, Jesus; Herrera, Francisco

Journal of Multiple-Valued Logic and Soft Computing

Special issue on the trends in applied intelligence systems
AUTHORS: Fyfe, Colin; Garcia-Pedrajas, Nicolas; Herrera, Francisco

Applied Intelligence

Studying the Behavior of a Multiobjective Genetic Algorithm to design Fuzzy Rule-Based Classification Systems for Imbalanced Data-Sets
AUTHORS: Fernandez, Alberto; Herrera, Francisco; IEEE; Villar, Pedro

Ieee International Conference on Fuzzy Systems (Fuzz 2011)

A Genetic Algorithm for Feature Selection and Granularity Learning in Fuzzy Rule-Based Classification Systems for Highly Imbalanced Data-Sets
AUTHORS: Fernandez, Alberto; Herrera, Francisco; Hoffmann, F; Hullermeir, E; Kruse, R; Villar, Pedro

Information Processing and Management of Uncertainty in Knowledge-Based Systems: Theory and Methods, Pt 1

A preliminary study on the use of differential evolution for adjusting the position of examples in nearest neighbor classification
AUTHORS: Garcia, Salvador; Herrera, Francisco; IEEE; Triguero, Isaac

2010 Ieee Congress on Evolutionary Computation (Cec)

A study on the use of imputation methods for experimentation with Radial Basis Function Network classifiers handling missing attribute values: The good synergy between RBFNs and Event Covering method
AUTHORS: Garcia, S; Herrera, F; Luengo, J

Neural Networks

A Survey on the Application of Genetic Programming to Classification
AUTHORS: Espejo, PG; Herrera, F; Ventura, S

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS

A web based consensus support system for group decision making problems and incomplete preferences
AUTHORS: Alonso, S., Chiclana, F., Herrera, F., Herrera-Viedma, E.

Information Sciences

Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power
AUTHORS: Fernandez, A, Garcia, S, Herrera, F, Luengo, J

Information Sciences

An Extraction Method for the Characterization of the Fuzzy Rule Based Classification Systems’ Behavior using Data Complexity Measures: A case of study with FH-GBML
AUTHORS: Herrera, Francisco; IEEE; Luengo, Julian

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

Analysis of the Effectiveness of the Genetic Algorithms based on Extraction of Association Rules
AUTHORS: Alcala-Fdez, J; Bonarini, A; Flugy-Pape, N; Herrera, F

Fundamenta Informaticae

Analysis of the efficacy of a Two-Stage methodology for ant colony optimization: Case of study with TSP and QAP
AUTHORS: Bello, R; Herrera, F; Puris, A

Expert Systems With Applications

Computing with Words in Decision support Systems: An overview on Models and Applications
AUTHORS: Herrera, Francisco; Martinez, Luis; Ruan, Da

International Journal of Computational Intelligence Systems

Domains of competence of fuzzy rule based classification systems with data complexity measures: A case of study using a fuzzy hybrid genetic based machine learning method
AUTHORS: Herrera, F; Luengo, J

Fuzzy Sets and Systems

Genetics-based machine learning for rule induction: State of the art, taxonomy, and comparative study
AUTHORS: Bernado-Mansilla, Ester, Fernandez, Alberto, Garcia, Salvador, Herrera, Francisco, Luengo, Julian

IEEE Transactions on Evolutionary Computation

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

GUEST EDITORS’ INTRODUCTION: SPECIAL ISSUE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS (ISDA’ 2009)
AUTHORS: Herrera, F; Loia, V; Marcelloni, F

International Journal of Uncertainty Fuzziness and Knowledge-Based Systems

hg-index: A new index to characterize the scientific output of researchers based on the h- and g-indices
AUTHORS: Alonso, S, Cabrerizo, FJ, Herrera, F, Herrera-Viedma, E

Scientometrics

IFS-CoCo in the Landscape Contest: Description and Results
AUTHORS: Aksoy, S; Cataltepe, Z; Derrac, Joaquin; Garcia, Salvador; Herrera, Francisco; Unay, D

Recognizing Patterns in Signals, Speech, Images, and Videos

IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule
AUTHORS: Derrac, J; Garcia, S; Herrera, F

Pattern Recognition

Improving the performance of fuzzy rule-based classification systems with interval-valued fuzzy sets and genetic amplitude tuning
AUTHORS: Bustince, H, Fernandez, A, Herrera, F, Sanz, JA

Information Sciences

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

IPADE: Iterative Prototype Adjustment for Nearest Neighbor Classification
AUTHORS: Garcia, Salvador; Herrera, Francisco; Triguero, Isaac

IEEE Transactions on Neural Networks

Memetic Algorithms for Continuous Optimisation Based on Local Search Chains
AUTHORS: Garcia-Martinez, C; Herrera, F; Lozano, M; Molina, D

Evolutionary Computation

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

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

q2-Index: Quantitative and qualitative evaluation based on the number and impact of papers in the Hirsch core
AUTHORS: Alonso, S, Cabrerizo, FJ, Herrera, F, Herrera-Viedma, E

Journal of Informetrics

Solving multi-class problems with linguistic fuzzy rule based classification systems based on pairwise learning and preference relations
AUTHORS: Barrenechea, Edurne, Bustince, Humberto, Calderon, Maria, Fernandez, Alberto, Herrera, Francisco

Fuzzy Sets and Systems

Special Issue on Decision Support Systems based on Computing with Words: Applications
AUTHORS: Herrera, F.; Martinez, L.

International Journal of Computational Intelligence Systems

WoS query partitioner: A tool to retrieve very large numbers of items from the Web of Science using different source-based partitioning approaches
AUTHORS: Alonso, S, Cabrerizo, FJ, Herrera, F, Herrera-Viedma, E

Journal of the American Society For Information Science and Technology

A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection
AUTHORS: Derrac, J; Garcia, S; Herrera, F

Hybrid Artificial Intelligence Systems

A fuzzy model to evaluate the suitability of installing an enterprise resource planning system
AUTHORS: Garcia-Martinez, C, Herrera, F, Herrera-Viedma, E, Martinez, L, Sanchez, PJ

Information Sciences

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

A study of statistical techniques and performance measures for genetics-based machine learning: Accuracy and interpretability
AUTHORS: Fernandez, A, Garcia, S, Herrera, F, Luengo, J

Soft Computing

A study of the use of multi-objective evolutionary algorithms to learn Boolean queries: A comparative study
AUTHORS: Herrera, F, Herrera-Viedma, E, Lopez-Herrera, AG

Journal of the American Society for Information Science and Technology

A study on the use of non-parametric tests for analyzing the evolutionary algorithms’ behaviour: A case study on the CEC’2005 Special Session on Real Parameter Optimization
AUTHORS: Garcia, S, Herrera, F, Lozano, M, Molina, D

Journal of Heuristics

A study on the use of statistical tests for experimentation with neural networks: Analysis of parametric test conditions and non-parametric tests
AUTHORS: Garcia, S; Herrera, F; Luengo, J

Expert Systems with Applications

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

Addressing data-complexity for imbalanced data-sets: A preliminary study on the use of preprocessing for C4.5
AUTHORS: Fernandez, Alberto, Garcia, Salvador, Herrera, Francisco, IEEE, Luengo, Julian

2009 9th International Conference on Intelligent Systems Design and Applications

Agregación de índices bibliométricos para evaluar la producción científica de los investigadores
AUTHORS: Alonso, S, Cabrerizo, FJ, Herrera, F, Herrera-Viedma, E

Profesional De La Informacion

Applying multi-objective evolutionary algorithms to the automatic learning of extended Boolean queries in fuzzy ordinal linguistic information retrieval systems
AUTHORS: Herrera, F, Herrera-Viedma, E, Lopez-Herrera, AG

Fuzzy Sets and Systems

Cardinal consistency of reciprocal preference relations: A characterization of multiplicative transitivity
AUTHORS: Alonso, S, Chiclana, F, Herrera, F, Herrera-Viedma, E

Ieee Transactions on Fuzzy Systems

Computing with words and decision making
AUTHORS: Alonso, S, Chiclana, F, Herrera, F, Herrera-Viedma, E

Fuzzy Optimization and Decision Making

Computing with words in decision making: Foundations, trends and prospects
AUTHORS: Alonso, S, Chiclana, F, Herrera, F, Herrera-Viedma, E

Fuzzy Optimization and Decision Making

DIAGNOSE EFFECTIVE EVOLUTIONARY PROTOTYPE SELECTION USING AN OVERLAPPING MEASURE
AUTHORS: Bernado-Mansilla, E; Cano, JR; Garcia, S; Herrera, F

International Journal of Pattern Recognition and Artificial Intelligence

Domains of Competence of Artificial Neural Networks Using Measures of Separability of Classes
AUTHORS: Herrera, F; Luengo, J

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

Enhancing the effectiveness and interpretability of decision tree and rule induction classifiers with evolutionary training set selection over imbalanced problems
AUTHORS: Fernandez, A, Garcia, S, Herrera, F

Applied Soft Computing

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

Evolutionary Undersampling for Classification with Imbalanced Datasets: Proposals and Taxonomy
AUTHORS: Garcia, S; Herrera, F

Evolutionary Computation

Group decision making with incomplete fuzzy linguistic preference relations
AUTHORS: Alonso, S, Cabrerizo, FJ, Chiclana, F, Herrera, F, Herrera-Viedma, E

International Journal of Intelligent Systems

h-Index: A review focused in its variants, computation and standardization for different scientific fields
AUTHORS: Alonso, S, Cabrerizo, FJ, Herrera, F, Herrera-Viedma, E

Journal of Informetrics

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

Hybrid Crossover Operators with Multiple Descendents for Real-Coded Genetic Algorithms: Combining Neighborhood- Based Crossover Operators
AUTHORS: Herrera, F, Lozano, M, Sanchez, AM, Villar, P

International Journal of Intelligent Systems

Implementation and Integration of Algorithms into the KEEL Data-Mining Software Tool
AUTHORS: Alcala-Fdez, J; Derrac, J; Fernandez, A; Herrera, F; Luengo, J

Intelligent Data Engineering and Automated Learning, Proceedings

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 the Performance of Fuzzy Rule Based Classification Systems for Highly Imbalanced Data-Sets Using an Evolutionary Adaptive Inference System
AUTHORS: Fernandez, A; Herrera, F; del Jesus, MJ

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

INDIVIDUAL AND SOCIAL STRATEGIES TO DEAL WITH IGNORANCE SITUATIONS IN MULTI-PERSON DECISION MAKING
AUTHORS: Alonso, S; Chiclana, F; Herrera, F; Herrera-Viedma, E

International Journal of Information Technology & Decision Making

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

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

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

Visualization and evolution of the scientific structure of fuzzy sets research in Spain
AUTHORS: Bailon-Moreno, R; Cobo, MJ; Herrera, F; Herrera-Viedma, E; Jimenez-Contreras, E; Lopez-Herrera, AG

Information Research-an International Electronic Journal

A consistency-based procedure to estimate missing pairwise preference values
AUTHORS: Alcala-Fdez, J, Alonso, S, Chiclana, F, Herrera, F, Herrera-Viedma, E, Porcel, C

International Journal of Intelligent Systems

A fuzzy linguistic methodology to deal with unbalanced linguistic term sets
AUTHORS: Herrera, F, Herrera-Viedma, E, Martinez, L

IEEE Transactions on Fuzzy Systems

A memetic algorithm for evolutionary prototype selection: A scaling up approach
AUTHORS: Cano, JR; Garcia, S; Herrera, F

Pattern Recognition

A Multiobjective Evolutionary Conceptual Clustering Methodology for Gene Annotation Within Structural Databases: A Case of Study on the Gene Ontology Database
AUTHORS: Cobb, JP; Cordon, O; Herrera, F; Romero-Zaliz, RC; Rubio-Escudero, C; Zwir, I

Ieee Transactions on Evolutionary Computation

A NOTE ON THE ESTIMATION OF MISSING PAIRWISE PREFERENCE VALUES: A UNINORM CONSISTENCY BASED METHOD
AUTHORS: Chiclana, F.; Herrera-Viedma, E.; Alonso, S.; Herrera, F.

International Journal of Uncertainty Fuzziness and Knowledge-Based Systems

A selection process to deal with incomplete fuzzy preference relations in a 2-tuple fuzzy linguistic approach
AUTHORS: Alonso, S; Cabrerizo, FJ; Chiclana, F; Herrera, F; Herrera-Viedma, E

Computational Intelligence in Decision and Control

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

An Extension on “Statistical Comparisons of Classifiers over Multiple Data Sets” for all Pairwise Comparisons
AUTHORS: Garcia, S; Herrera, F

Journal of Machine Learning Research

An interactive decision support system based on consistency criteria
AUTHORS: Alonso, S; Cabrerizo, FJ; Chiclana, F; Herrera, F; Herrera-Viedma, E

Journal of Multiple-Valued Logic and Soft Computing

Design of Experiments in Computational Intelligence: On the Use of Statistical Inference
AUTHORS: Garcia, S; Herrera, F

Hybrid Artificial Intelligence Systems

Global and local real-coded genetic algorithms based on parent-centric crossover operators
AUTHORS: Garcia-Martinez, C, Herrera, F, Lozano, M, Molina, D, Sanchez, AM

European Journal of Operational Research

Making CN2-SD subgroup discovery algorithm scalable to large size data sets using instance selection
AUTHORS: Cano, JR; Garcia, S; Herrera, F; Lozano, M

Expert Systems with Applications

Real-parameter crossover operators with multiple descendents: An experimental study
AUTHORS: Garcia-Martinez, C, Herrera, F, Lozano, M, Molina, D, Sanchez, AM

International Journal of Intelligent Systems

Replacement strategies to preserve useful diversity in steady-state genetic algorithms
AUTHORS: Cano, JR; Herrera, F; Lozano, M

Information Sciences

Special Issue on Fuzzy Approaches in Preference Modelling, Decision Making and Applications INTRODUCTION
AUTHORS: Chiclana, F.; Herrera-Viedma, E.; Alonso, S.; Herrera, F.

International Journal of Uncertainty Fuzziness and Knowledge-Based Systems

Subgroup discover in large size data sets preprocessed using stratified instance selection for increasing the presence of minority classes
AUTHORS: Cano, JR; Garcia, S; Herrera, F

Pattern Recognition Letters

A consensus model for group decision making with incomplete fuzzy preference relations
AUTHORS: E. Herrera-Viedma, S. Alonso, F. Chiclana, F. Herrera

Ieee Transactions on Fuzzy Systems

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

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; Alcala-Fdez, J; Gacto, MJ; Herrera, F

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

A study on the use of statistical tests for experimentation with neural networks
AUTHORS: Garcia, S; Herrera, F; Luengo, J

Computational and Ambient Intelligence

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; Herrera, F; del Jesus, MJ

Computational and Ambient Intelligence

A taxonomy and an empirical analysis of multiple objective ant colony optimization algorithms for the bi-criteria TSP
AUTHORS: Cordon, O, Garcia-Martinez, C, Herrera, F

European Journal of Operational Research

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

Applications of Fuzzy Sets Theory

Cooperative evolutionary learning of linguistic fuzzy rules and parametric aggregation connectors for Mamdani fuzzy systems
AUTHORS: Herrera, F, Marquez, FA, Peregrin, A

Ieee Transactions on Fuzzy Systems

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

Evolutionary stratified training set selection for extracting classification rules with trade off precision-interpretability
AUTHORS: Cano, JR; Herrera, F; Lozano, M

Data & Knowledge Engineering

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: Alcala, R; Alcala-Fdez, J; Gacto, MJ; Herrera, F

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

Group decision-making model with incomplete fuzzy preference relations based on additive consistency
AUTHORS: E. Herrera-Viedma, F. Chiclana, F. Herrera, S. Alonso

Ieee Transactions on Systems Man and Cybernetics Part B-Cybernetics

Increasing fuzzy rules cooperation based on evolutionary adaptive inference systems
AUTHORS: Alcala-Fdez, J, Herrera, F, Marquez, F, Peregrin, A

International Journal of Intelligent Systems

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

Some induced ordered weighted averaging operators and their use for solving group decision-making problems based on fuzzy preference relations
AUTHORS: F. Chiclana, E. Herrera-Viedma, F. Herrera, S. Alonso

European Journal of Operational Research

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

Visualizing consensus in group decision making situations
AUTHORS: Alonso, S; Cabrerizo, FJ; Chiclana, F; Herrera, F; Herrera-Viedma, E

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

A genetic-programming-based approach for the learning of compact fuzzy rule-based classification systems
AUTHORS: Berlanga, FJ; Gacto, MJ; Herrera, F; del Jesus, MJ

Artificial Intelligence and Soft Computing - Icaisc 2006, Proceedings

A proposal of evolutionary prototype selection for class imbalance problems
AUTHORS: Cano, JR; Fernandez, A; Garcia, S; Herrera, F

Intelligent Data Engineering and Automated Learning - Ideal 2006, Proceedings

Continuous scatter search: An analysis of the integration of some combination methods and improvement strategies
AUTHORS: Herrera, F, Lozano, M, Molina, D

European Journal of Operational Research

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, FJ; Gacto, MJ; Herrera, F

Advances in Applied Artificial 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

Modeling Decisions For Artificial Intelligence

Incorporating knowledge in evolutionary prototype selection
AUTHORS: Cano, JR; Garcia, S; Herrera, F

Intelligent Data Engineering and Automated Learning - Ideal 2006, Proceedings

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

Advances in Data Mining

New trends in fuzzy modeling. part II: applications
AUTHORS: Alimi, AM; Herrera, F

Soft Computing

New trends in the fuzzy modeling part I: novel approaches
AUTHORS: Alimi, AM; Herrera, F

Soft Computing

On the combination of evolutionary algorithms and stratified strategies for training set selection in data mining
AUTHORS: Cano, JR; Herrera, F; Lozano, M

Applied Soft Computing

Recent advancements of fuzzy sets: Theory and practice
AUTHORS: F. Herrera, E. Herrera-Viedma, L. Martínez, P.P. Wang

Information Sciences

Strategies to manage ignorance situations in multiperson decision making problems
AUTHORS: Alonso, S; Chiclana, F; Herrera, F; Herrera-Viedma, E; Porcel, C

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

A multigranular hierarchical linguistic model for design evaluation based on safety and cost analysis
AUTHORS: Herrera, F; Liu, J; Martinez, L; Yang, JB

International Journal of Intelligent Systems

Adaptive local search parameters for real-coded memetic algorithms
AUTHORS: Herrera, F; Lozano, M; Molina, D

2005 Ieee Congress on Evolutionary Computation, Vols 1-3, Proceedings

Editorial Real coded genetic algorithms
AUTHORS: Herrera, F; Lozano, M

Soft Computing

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

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

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

Hybrid crossover operators for real-coded genetic algorithms: An experimental study
AUTHORS: Herrera, F, Lozano, M, Sanchez, AM

Soft Computing

Learning cooperative linguistic fuzzy rules using the best-worst ant system algorithm
AUTHORS: Casillas, J; Cordon, O; Herrera, F; de Viana, IF

International Journal of Intelligent Systems

Contact

Department of Computer Science and Artificial Intelligence, University of Granada, 18071-Granada