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A

Alberto Fernández

University of Granada

48H-index
154Paper Count
2.1WCitation Count
Published Papers 42
Publication Date
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Assessing the complementary information from an increased number of biologically relevant features in liquid biopsy-derived RNA-Seq data
errHELIYON
IF3.6
err2024-03-01
err0
errOAAI
errGiannoukakos, Stavros; D'Ambrosi, Silvia; Koppers-Lalic, Danijela; Gomez-Martin, Cristina; Fernandez, Alberto; Hackenberg, Michael
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errSave
Fuzzy Rule-Based Explainer Systems for Deep Neural Networks: From Local Explainability to Global Understanding
errIEEE TRANSACTIONS ON FUZZY SYSTEMS
IF11.9
err2023-09-01
err11
PREAI
errAghaeipoor, Fatemeh; Sabokrou, Mohammad; Fernandez, Alberto
errShare
errSave
Interpreting Deep Machine Learning Models: An Easy Guide for Oncologists
errIEEE REVIEWS IN BIOMEDICAL ENGINEERING
IF12
err2023-01-01
err10
errOAAI
errAmorim, Jose P.; Abreu, Pedro H.; Fernandez, Alberto; Reyes, Mauricio; Santos, Joao; Abreu, Miguel H.
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errSave
A unifying view of class overlap and imbalance: Key concepts, multi-view panorama, and open avenues for research
errINFORMATION FUSION
IF15.5
err2023-01-01
err32
errOAAI
errSantos, Miriam Seoane; Abreu, Pedro Henriques; Japkowicz, Nathalie; Fernandez, Alberto; Santos, Joao
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errSave
Multiplex Analysis of CircRNAs from Plasma Extracellular Vesicle-Enriched Samples for the Detection of Early-Stage Non-Small Cell Lung Cancer
errPHARMACEUTICS
IF5.5
err2022-09-24
err4
errOAAI
errPedraz-Valdunciel, Carlos; Giannoukakos, Stavros; Gimenez-Capitan, Ana; Fortunato, Diogo; Filipska, Martyna; Bertran-Alamillo, Jordi; Bracht, Jillian W. P.; Drozdowskyj, Ana; Valarezo, Joselyn; Zarovni, Natasa; Fernandez-Hilario, Alberto; Hackenberg, Michael; Aguilar-Hernandez, Andres; Angel Molina-Vila, Miguel; Rosell, Rafael
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errSave
FW-SMOTE: A feature-weighted oversampling approach for imbalanced classification
errPATTERN RECOGNITION
IF7.6
err2022-04-01
err86
errOAAI
errMaldonado, Sebastian; Vairetti, Carla; Fernandez, Alberto; Herrera, Francisco
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errSave
IFC-BD: An Interpretable Fuzzy Classifier for Boosting Explainable Artificial Intelligence in Big Data
errIEEE TRANSACTIONS ON FUZZY SYSTEMS
IF11.9
err2022-03-01
err15
errOAAI
errAghaeipoor, Fatemeh; Javidi, Mohammad Masoud; Fernandez, Alberto
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errSave
Learning interpretable multi-class models by means of hierarchical decomposition: Threshold Control for Nested Dichotomies
errNEUROCOMPUTING
IF6.5
err2021-11-01
err2
PREAI
errFdez-Sanchez, J. A.; Pascual-Triana, J. D.; Fernandez, A.; Herrera, F.
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errSave
Discussion on Vuttipittayamongkol, P. and Elyan, E., Improved Overlap-Based Undersampling for Imbalanced Dataset Classification with Application to Epilepsy and Parkinson's Disease
errINTERNATIONAL JOURNAL OF NEURAL SYSTEMS
IF6.4
err2020-07-23
err0
PREAI
errFernandez, Alberto
errShare
errSave
Guest Editorial: Computational Intelligence for Big Data Analytics
errCOGNITIVE COMPUTATION
IF4.3
err2019-05-25
err0
errOAAI
errFernandez, A.; Triguero, I.; Galar, M.; Herrera, F.
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errSave
A Metahierarchical Rule Decision System to Design Robust Fuzzy Classifiers Based on Data Complexity
errIEEE TRANSACTIONS ON FUZZY SYSTEMS
IF11.9
err2019-04-01
err12
errOAAI
errCozar, Javier; Fernandez, Alberto; Herrera, Francisco; Gamez, Jose A.
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errSave
Evolutionary Fuzzy Systems for Explainable Artificial Intelligence: Why, When, What for, and Where to?
errIEEE COMPUTATIONAL INTELLIGENCE MAGAZINE
IF11.2
err2019-02-01
err136
errOAAI
errFernandez, Alberto; Herrera, Francisco; Cordon, Oscar; del Jesus, Maria Jose; Marcelloni, Francesco
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errSave
Imbalance: Oversampling algorithms for imbalanced classification in R
errKNOWLEDGE-BASED SYSTEMS
IF7.6
err2018-12-01
err62
PREAI
errCordon, Ignacio; Garcia, Salvador; Fernandez, Alberto; Herrera, Francisco
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errSave
Big Data: Tutorial and guidelines on information and process fusion for analytics algorithms with MapReduce
errINFORMATION FUSION
IF15.5
err2018-07-01
err102
PREAI
errRamirez-Gallego, Sergio; Fernandez, Alberto; Garcia, Salvador; Chen, Min; Herrera, Francisco
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errSave
A multi-objective evolutionary fuzzy system to obtain a broad and accurate set of solutions in intrusion detection systems
errSOFT COMPUTING
IF2.5
err2017-10-06
err34
PREAI
errElhag, Salma; Fernandez, Alberto; Altalhi, Abdulrahman; Alshomrani, Saleh; Herrera, Francisco
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errSave
NMC: nearest matrix classification - A new combination model for pruning One-vs-One ensembles by transforming the aggregation problem
errINFORMATION FUSION
IF15.5
err2017-07-01
err15
PREAI
errGalar, Mikel; Fernandez, Alberto; Barrenechea, Edurne; Bustince, Humberto; Herrera, Francisco
errShare
errSave
A Pareto-based Ensemble with Feature and Instance Selection for Learning from Multi-Class Imbalanced Datasets
errINTERNATIONAL JOURNAL OF NEURAL SYSTEMS
IF6.4
err2017-04-11
err48
PREAI
errFernandez, Alberto; Jose Carmona, Cristobal; Jose del Jesus, Maria; Herrera, Francisco
errShare
errSave
An insight into imbalanced Big Data classification: outcomes and challenges
errCOMPLEX & INTELLIGENT SYSTEMS
IF4.6
err2017-03-01
err168
errOAAI
errFernandez, Alberto; del Rio, Sara; Chawla, Nitesh V.; Herrera, Francisco
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errSave
Enhancing evolutionary fuzzy systems for multi-class problems: Distance-based relative competence weighting with truncated confidences (DRCW-TC)
errINTERNATIONAL JOURNAL OF APPROXIMATE REASONING
IF3
err2016-06-01
err4
PREAI
errFernandez, Alberto; Elkano, Mikel; Galar, Mikel; Antonio Sanz, Jose; Alshomrani, Saleh; Bustince, Humberto; Herrera, Francisco
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errSave
Enhancing Multiclass Classification in FARC-HD Fuzzy Classifier: On the Synergy Between n-Dimensional Overlap Functions and Decomposition Strategies
errIEEE TRANSACTIONS ON FUZZY SYSTEMS
IF11.9
err2015-10-01
err138
errOAAI
errElkano, Mikel; Galar, Mikel; Antonio Sanz, Jose; Fernandez, Alberto; Barrenechea, Edurne; Herrera, Francisco; Bustince, Humberto
errShare
errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
F
Francisco Herrera
H-index: 169 · Papers: 1.3K
陈
陈敏 (Min Chen)
H-index: 105 · Papers: 1.5K
R
Rafael Rosell
H-index: 94 · Papers: 996
H
Humberto Bustince
H-index: 75 · Papers: 610
N
Nitesh V. Chawla
H-index: 72 · Papers: 626
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