Publications

2016

Hyperrectangles Selection for Monotonic Classification by Using Evolutionary Algorithms

Javier García, Adnan Al-bar, Naif Aljohani, José Ramón Cano De Amo, Salvador García López

Improving the Eco-Efficiency of High Performance Computing Clusters Using EECluster

Alberto Cocaña-Fernández, Luciano Sánchez, Josr Ranilla

Leveraging a predictive model of the workload for intelligent slot allocation schemes in energy-efficient HPC clusters

Alberto Cocaña-Fernández, Luciano Sánchez, José Ranilla

Machine learning models, epistemic set-valued data and generalized loss functions: An encompassing approach

Inés Couso, Luciano Sánchez

Minería de Patrones Emergentes: Una oportunidad para la extracción evolutiva de conocimiento

Ángel Miguel García-Vico, Cristóbal J. Carmona, Pedro González García, Maria José del Jesus Díaz

2016-Garcia-EPMReview.pdf

MLSMOTE: Approaching imbalanced multilabel learning through synthetic instance generation

Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz, Francisco Herrera Triguero

2016-CAEPIA-MLSMOTE.pdf

Multilabel Classification: Problem Analysis, Metrics and Techniques

Francisco Herrera Triguero, Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz

On the Impact of Dataset Complexity and Sampling Strategy in Multilabel Classifiers Performance

Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz, Francisco Herrera Triguero

R Ultimate Multilabel Dataset Repository

Francisco Charte Ojeda, David Charte, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz, Francisco Herrera Triguero

Recognition of Activities in Resource Constrained Environments; Reducing the Computational Complexity

M. Espinilla, Antonio Jesús Rivera Rivas, María Dolores Pérez Godoy, J. Medina, L. Martínez, C. Nugent, Carmelo García, Pino Caballero-Gil, Mike Burmester, Alexis Quesada-Arencibia

RKEEL: Using KEEL in R code

Jose Moyano, Luciano Sánchez

Subgroup Discovery with Evolutionary Fuzzy Systems in R: the SDEFSR Package

Ángel Miguel García-Vico, Francisco Charte Ojeda, Pedro González García, Cristóbal J. Carmona, Maria José del Jesus Díaz

2016-Garcia-RJournal.pdf

The Influence of Noise on the Evolutionary Fuzzy Systems for Subgroup Discovery

J. Luengo, Ángel Miguel García-Vico, María Dolores Pérez Godoy, Cristóbal J. Carmona

2016-Luengo-NoiseSD.pdf

Web Browser-Based Forecasting of Economic Time-Series

V. Rivas, Elisabet Parras Gutiérrez, J. Merelo, M. Arenas, P. Garcia-Fernandez, Edgardo Bucciarelli, Marcello Silvestri, Sara González

2015

MLSMOTE: Approaching imbalanced multilabel learning through synthetic instance generation

Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz, Francisco Herrera Triguero

2015-KBS-MLSMOTE.pdf

MoNGEL: monotonic nested generalized exemplar learning

Javier García, Habib Fardoun, Daniyal Alghazzawi, José Ramón Cano De Amo, Salvador García López

Online SOC estimation of Li-FePO4 batteries through an observer of the system state with minimal nonspecificity

Luciano Sánchez, Inés Couso, Cecilio Blanco

Predicción a muy corto plazo de series temporales de volumen de tráfico rodado mediante co-evolución de RNFBR

V. Rivas, Elisabet Parras Gutiérrez, a. Fernandez-Ares, P.A. Castillo, P. Garcia-Fernandez, M.G. Arenas

QUINTA: A question tagging assistant to improve the answering ratio in electronic forums

Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz, Francisco Herrera Triguero

2015-EUROCON-QUINTA.pdf

Resampling Multilabel Datasets by Decoupling Highly Imbalanced Labels

Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz, Francisco Herrera Triguero

2015-HAIS-REMEDIAL.pdf

Revisiting Evolutionary Fuzzy Systems: Taxonomy, applications, new trends and challenges

Alberto Fernández, Victoria López, Maria José del Jesus Díaz, Francisco Herrera Triguero

Sequential pattern mining applied to aeroengine condition monitoring with uncertain health data

Ana Palacios, Alvaro Martínez, Luciano Sánchez, Inés Couso

The behavioral meaning of the median

Inés Couso, Serafín Moral, Luciano Sánchez

Una primera aproximación al descubrimiento de subgrupos bajo el paradigma MapReduce

Franciso Javier Pulgar Rubio, Cristóbal J. Carmona, Antonio Jesús Rivera Rivas, Pedro González García, Maria José del Jesus Díaz

Usando Algoritmos de Descubrimiento de Subgrupos en R: El Paquete SDR

Ángel Miguel García-Vico, Francisco Charte Ojeda, Pedro González García, Cristóbal J. Carmona, Maria José del Jesus Díaz

2015 - TAMIDA-b.pdf

Working with Multilabel Datasets in R: The mldr Package

Francisco Charte Ojeda, David Charte

2015-RJournal-mldr.pdf

Nuevos métodos de computación flexible para clasificación multietiqueta

Francisco Charte Ojeda

PhdThesis-CharteFco.pdf

Subgroup Discovery through Evolutionary Fuzzy Systems applied to Bioinformatics problems

Cristóbal J. Carmona, David Elizondo

A differential evolution proposal for estimating the maximum power delivered by CPV modules under real outdoor conditions

B. García-Domingo, Cristóbal J. Carmona, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz, Jose Joaquin García

2015-GarciaDomingo-ESWA.pdf

A first approach in the class noise filtering approaches for Fuzzy Subgroup Discovery

Cristóbal J. Carmona, J. Luengo

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

Cristóbal J. Carmona, V. Ruiz-Rodado, Maria José del Jesus Díaz, A. Weber, M. Grootveld, Pedro González García, David Elizondo

2015-Carmona-INS.pdf

A software tool to efficiently manage the energy consumption of HPC clusters

A. Cocaña-Fernández, L. Sánchez, J. Ranilla

Addressing imbalance in multilabel classification: Measures and random resampling algorithms

Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz, Francisco Herrera Triguero

2015-Neucom-AddressingImbalance.pdf

Addressing Overlapping in Classification with Imbalanced Datasets: A First Multi-objective Approach for Feature and Instance Selection

Alberto Fernández, Maria José del Jesus Díaz, Francisco Herrera Triguero, Konrad Jackowski, Robert Burduk, Krzysztof Walkowiak, Michał Woźniak, Hujun Yin

An ensemble strategy for forecasting the extra-virgin olive oil price in Spain

Antonio Jesús Rivera Rivas, María Dolores Pérez Godoy, Francisco Charte Ojeda, Franciso Javier Pulgar Rubio, Maria José del Jesus Díaz

2015-ITISE-ForecastOliveOil.pdf

Análisis descriptivo mediante aprendizaje supervisado basado en patrones emergentes

Cristóbal J. Carmona, Franciso Javier Pulgar Rubio, Ángel Miguel García-Vico, Pedro González García, Maria José del Jesus Díaz

2015 - TAMIDA-a.pdf

CO2RBFN-CS: First Approach Introducing Cost-Sensitivity in the Cooperative-Competitive RBFN Design

María Dolores Pérez Godoy, Antonio Jesús Rivera Rivas, Francisco Charte Ojeda, Maria José del Jesus Díaz

Energy-Efficient Sound Environment Classifier for Hearing Aids Based on Multi-objective Simulated Annealing Programming

Alberto Cocaña-Fernández, Luciano Sánchez, José Ranilla, Roberto Gil-Pita, David Ayllón, álvaro Herrero, Javier Sedano, Bruno Baruque, Héctor Quintián, Emilio Corchado

FuGePSD: Fuzzy Genetic Programming-based algorithm for Subgroup Discovery

Cristóbal J. Carmona, Pedro González García, Maria José del Jesus Díaz

2015 - IFSA-EUSFLAT - CoreB.pdf

Generalized stochastic orderings applied to the study of perfomance of machine learning algorithm

Inés Couso, Luciano Sánchez

Genetic learning of the membership functions for mining fuzzy association rules from low quality data

Ana Palacios, José Palacios, Luciano Sánchez, Jesus Alcala-Fdez

Local iterative DLT soft-computing vs. interval-valued stereo calibration and triangulation with uncertainty bounding in 3D reconstruction

José Otero, Luciano Sánchez

mldr: Paquete R para Exploración de Datos Multietiqueta

David Charte, Francisco Charte Ojeda

2015-CAEPIA-mldr.pdf

2014

Harnessing the information contained in low-quality data sources

Inés Couso, Luciano Sánchez

Interval-valued Blind Source Separation Applied to AI-based Prognostic Fault Detection of Aircraft Engines

Alvaro Martínez, Luciano Sánchez, Inés Couso

LI-MLC: A Label Inference Methodology for Addressing High Dimensionality in the Label Space for Multilabel Classification

Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz, Francisco Herrera Triguero

2014-TNNLS-LI-MLC.pdf

METSK-HDe: A Multiobjective Evolutionary Algorithm to learn accurate TSK-fuzzy Systems in High-Dimensional and Large-Scale Regression Problems

M. Gacto, M. Galende, Rafael Alcalá, Francisco Herrera Triguero

2014-MJGacto-METSK-HDe.pdf

MLeNN: A First Approach to Heuristic Multilabel Undersampling

Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, Maria José del Jesus Díaz, Francisco Herrera Triguero

2014-IDEAL-MLeNN.pdf

Mutual Information-Based Feature Selection in Fuzzy Databases Applied to Searching for the Best Code Metrics in Automatic Grading

José Otero, Rosario Suárez, Luciano Sánchez, Marios Polycarpou, André de Carvalho, Jeng-Shyang Pan, Michał Woźniak, Héctor Quintián, Emilio Corchado

Short, medium and long term forecasting of time series using the L-Co-R algorithm

Elisabet Parras Gutiérrez, V. Rivas, M.G. Arenas, Maria José del Jesus Díaz