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Nicolás García‐Pedrajas

university of cordoba

32H-index
130Paper Count
3.4KCitation Count
Published Papers 51
Publication Date
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PYRAMID: a label hierarchical clustering approach for multilabel classification
errmachine learning: science and technology
IF0
err2026-03-16
err0
errOAAI
errNicolás E García-Pedrajas; Gonzalo Cerruela García
errShare
errSave
False flag: An evolutionary false labeling approach for multilabel classification
errApplied Soft Computing
IF6.6
err2026-02-27
err0
errOAAI
errNicolás E. García-Pedrajas; José M. Cuevas-Muñoz; Manuel Mendoza-Hurtado; Javier Pérez-Rodríguez; Aida de Haro-García
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errSave
Label repopulation through evolutionary computation for addressing challenging multilabel problems
errApplied Soft Computing
IF6.6
err2025-07-30
err0
errOAAI
errNicolás García-Pedrajas; Juan A. Romero del Castillo; Aida de Haro-García
errShare
errSave
Partial random under/oversampling for multilabel problems
errKNOWLEDGE-BASED SYSTEMS
IF7.6
err2024-10-01
err1
errOAAI
errGarcia-Pedrajas, Nicolas
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errSave
A thorough experimental comparison of multilabel methods for classification performance
errPATTERN RECOGNITION
IF7.6
err2024-07-01
err2
errOAAI
errGarcia-Pedrajas, Nicolas E.; Cuevas-Munoz, Jose M.; Cerruela-Garcia, Gonzalo; de Haro-Garcia, Aida
errShare
errSave
Evolutionary simultaneous under and oversampling of instances for dealing with class-imbalance datasets in multilabel problems
errAPPLIED SOFT COMPUTING
IF6.6
err2024-07-01
err2
errOAAI
errGarcia-Pedrajas, Nicolas; Cuevas-Munoz, Jose M.; de Haro-Garcia, Aida
errShare
errSave
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification
errINFORMATION FUSION
IF15.5
err2023-07-01
err2
errOAAI
errGarcia-Pedrajas, Nicolas; Cuevas-Munoz, Jose M.; del Castillo, Juan A. Romero; de Haro-Garcia, Aida
errShare
errSave
MABUSE: A margin optimization based feature subset selection algorithm using boosting principles
errKNOWLEDGE-BASED SYSTEMS
IF7.6
err2022-10-01
err0
errOAAI
errGarcia-Pedrajas, Nicolas; Cerruela-Garcia, Gonzalo
errShare
errSave
Grab'Em: A Novel Graph-Based Method for Combining Feature Subset Selectors
errIEEE TRANSACTIONS ON CYBERNETICS
IF10.5
err2022-05-01
err5
PREAI
errde Haro-Garcia, Aida; Perez-Parras Toledano, Jose; Cerruela-Garcia, Gonzalo; Garcia-Pedrajas, Nicolas
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errSave
Graph-Based Feature Selection Approach for Molecular Activity Prediction
errJOURNAL OF CHEMICAL INFORMATION AND MODELING
IF5.3
err2022-03-22
err7
errOAAI
errCerruela-Garcia, Gonzalo; Manuel Cuevas-Munoz, Jose; Garcia-Pedrajas, Nicolas
errShare
errSave
Cooperative coevolutionary instance selection for multilabel problems
errKNOWLEDGE-BASED SYSTEMS
IF7.6
err2021-12-01
err8
errOAAI
errGarcia-Pedrajas, Nicolas; Cerruela-Garcia, Gonzalo
errShare
errSave
Floating Search Methodology for Combining Classification Models for Site Recognition in DNA Sequences
errIEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS
IF3.4
err2021-11-01
err2
errOAAI
errPerez-Rodriguez, Javier; de Haro-Garcia, Aida; Garcia-Pedrajas, Nicolas
errShare
errSave
SI(FS)2 : Fast simultaneous instance and feature selection for datasets with many features
errPATTERN RECOGNITION
IF7.6
err2021-03-01
err7
errOAAI
errGarcia-Pedrajas, Nicolas; Romero del Castillo, Juan A.; Cerruela-Garcia, Gonzalo
errShare
errSave
Effective Feature Selection Method for Class-Imbalance Datasets Applied to Chemical Toxicity Prediction
errJOURNAL OF CHEMICAL INFORMATION AND MODELING
IF5.3
err2020-12-22
err8
PREAI
errAntelo-Collado, Aurelio; Carrasco-Velar, Ramon; Garcia-Pedrajas, Nicolas; Cerruela-Garcia, Gonzalo
errShare
errSave
Maximum common property: a new approach for molecular similarity
errJOURNAL OF CHEMINFORMATICS
IF5.7
err2020-10-09
err7
errOAAI
errAntelo-Collado, Aurelio; Carrasco-Velar, Ramon; Garcia-Pedrajas, Nicolas; Cerruela-Garcia, Gonzalo
errShare
errSave
Molecular Mechanisms Controlling the Disease Cycle in the Vascular Pathogen Verticillium dahliae Characterized Through Forward Genetics and Transcriptomics
errmolecular plant
IF3.4
err2020-06-01
err10
errOAAI
errSarmiento-Villamil, Jorge L.; Garcia-Pedrajas, Nicolas E.; Canizares, M. Carmen; Garcia-Pedrajas, Maria D.
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errSave
Influence of feature rankers in the construction of molecular activity prediction models
errJOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN
IF3.1
err2019-12-31
err1
PREAI
errCerruela-Garcia, Gonzalo; Perez-Parra Toledano, Jose; De Haro-Garcia, Aida; Garcia-Pedrajas, Nicolas
errShare
errSave
Instance selection based on boosting for instance-based learners
errPATTERN RECOGNITION
IF7.6
err2019-12-01
err21
PREAI
errde Haro-Garcia, Aida; Cerruela-Garcia, Gonzalo; Garcia-Pedrajas, Nicolas
errShare
errSave
Improving the combination of results in the ensembles of prototype selectors
errNEURAL NETWORKS
IF6.3
err2019-10-01
err8
PREAI
errCerruela-Garcia, Gonzalo; de Haro-Garcia, Aida; Perez-Parras Toledano, Jose; Garcia-Pedrajas, Nicolas
errShare
errSave
Multilabel and Missing Label Methods for Binary Quantitative Structure-Activity Relationship Models: An Application for the Prediction of Adverse Drug Reactions
errJOURNAL OF CHEMICAL INFORMATION AND MODELING
IF5.3
err2019-09-12
err7
PREAI
errPerez-Parras Toledano, Jose; Garcia-Pedrajas, Nicolas; Cerruela-Garcia, Gonzalo
errShare
errSave

Research Directions

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Co-authors
Cooperation Journals
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Francisco Herrera
H-index: 169 · Papers: 1.3K
Y
Yvan Saeys
H-index: 82 · Papers: 480
C
Chris Cornelis
H-index: 47 · Papers: 260
C
César Hervás‐Martínez
H-index: 45 · Papers: 365
J
José M. Benítez
H-index: 41 · Papers: 185
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