Jose M. Benitez

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Francisco HerreraProfessor Computer Science and AI, Granada University, SpainVerified email at decsai.ugr.es
Christoph BergmeirMonash UniversityVerified email at monash.edu
Salvador GarcíaFull Professor of Computer Science and Artificial Intelligence. University of Granada.Verified email at decsai.ugr.es
Daniel PeraltaPostdoctoral researcher - Doctor Assistant, Department of Information Technology. Ghent UniversityVerified email at ugent.be
Isaac Triguero VelázquezDistinguished Senior Research Fellow at University of Granada, Associate Professor in Data ScienceVerified email at nottingham.ac.uk
Juan Luis CastroProfessor of Computer Science and Artificial Intelligence. University of GranadaVerified email at decsai.ugr.es
Sara del Río GarcíaSystems engineer, RHEA Group for European Space AgencyVerified email at sciops.esa.int
Antonio Arauzo-AzofraUniversidad de CórdobaVerified email at uco.es
Victoria Lopez MoralesResearch Associate, Imperial College LondonVerified email at imperial.ac.uk
Amparo Alonso-BetanzosCatedrática de Computación, CITIC (UDC)Verified email at udc.es
Veronica Bolon-CanedoAssociate Professor, Universidade da Coruña, CITICVerified email at udc.es
José Luis AznarteAssociate Professor. Artificial Intelligence Department, UNED.Verified email at dia.uned.es
Lala Septem RizaUniversitas Pendidikan IndonesiaVerified email at upi.edu
Mikel GalarAssociate Professor of Computer Science and Artificial Intelligence, Universidad Pública de NavarraVerified email at unavarra.es
Miguel LastraProfesor Contratado Doctor de la Universidad de Granada (Associate Professor)Verified email at ugr.es
Humberto BustinceProfessor of Computer Science, Universidad Publica de NavarraVerified email at unavarra.es
Manuel J. Parra RoyónPh.D., Researcher, Department of Computer Science and Artificial Intelligence.Verified email at decsai.ugr.es
Alberto FernándezAssociate Professor in Computer Science and Artificial Intelligence, University of GranadaVerified email at decsai.ugr.es
Rafael AlcaláFull Professor of Computer Science and Artificial Intelligence, University of GranadaVerified email at decsai.ugr.es
Francisco Javier Baldán LozanoDepartment of Computer Science and Artificial Intelligence, University of Granada, Granada, SpainVerified email at decsai.ugr.es

Jose M. Benitez

Full Professor, Universidad de Granada

Verified email at decsai.ugr.es

Big Data Cloud Computing Time Series Computational Intelligence Biometrics


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On the use of cross-validation for time series predictor evaluation C Bergmeir, JM Benítez Information Sciences 191, 192-213, 2012	724	2012
Are artificial neural networks black boxes? JM Benítez, JL Castro, I Requena IEEE Transactions on neural networks 8 (5), 1156-1164, 1997	629	1997
A review of microarray datasets and applied feature selection methods V Bolón-Canedo, N Sánchez-Marono, A Alonso-Betanzos, JM Benítez, ... Information sciences 282, 111-135, 2014	599	2014
Big data preprocessing: methods and prospects S García, S Ramírez-Gallego, J Luengo, JM Benítez, F Herrera Big Data Analytics 1 (1), 1-22, 2016	418	2016
Neural networks in R using the Stuttgart neural network simulator: RSNNS CN Bergmeir, JM Benítez Sánchez American Statistical Association, 2012	339	2012
On the use of MapReduce for imbalanced big data using Random Forest S Del Río, V López, JM Benítez, F Herrera Information Sciences 285, 112-137, 2014	305	2014
Big Data with Cloud Computing: an insight on the computing environment, MapReduce, and programming frameworks A Fernández, S del Río, V López, A Bawakid, MJ del Jesus, JM Benítez, ... Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 4 (5 …, 2014	304	2014
Cost-sensitive linguistic fuzzy rule based classification systems under the MapReduce framework for imbalanced big data V López, S Del Río, JM Benítez, F Herrera Fuzzy Sets and Systems 258, 5-38, 2015	284	2015
Bagging exponential smoothing methods using STL decomposition and Box–Cox transformation C Bergmeir, RJ Hyndman, JM Benítez International journal of forecasting 32 (2), 303-312, 2016	258	2016
frbs: Fuzzy rule-based systems for classification and regression in R LS Riza, CN Bergmeir, F Herrera Triguero, JM Benítez Sánchez American Statistical Association, 2015	188	2015
Implementing algorithms of rough set theory and fuzzy rough set theory in the R package “RoughSets” LS Riza, A Janusz, C Bergmeir, C Cornelis, F Herrera, D Śle, JM Benítez Information sciences 287, 68-89, 2014	179	2014
Fuzzy control of HVAC systems optimized by genetic algorithms R Alcalá, JM Benítez, J Casillas, O Cordón, R Pérez Applied Intelligence 18 (2), 155-177, 2003	176	2003
A survey on fingerprint minutiae-based local matching for verification and identification: Taxonomy and experimental evaluation D Peralta, M Galar, I Triguero, D Paternain, S García, E Barrenechea, ... Information Sciences 315, 67-87, 2015	164	2015
Evolutionary feature selection for big data classification: A mapreduce approach D Peralta, S del Río, S Ramírez-Gallego, I Triguero, JM Benitez, F Herrera Mathematical Problems in Engineering 2015, 2015	163	2015
Artificial neural network-based equation for estimating VO2max from the 20 m shuttle run test in adolescents JR Ruiz, J Ramirez-Lechuga, FB Ortega, J Castro-Pinero, JM Benitez, ... Artificial intelligence in medicine 44 (3), 233-245, 2008	163	2008
ROSEFW-RF: the winner algorithm for the ECBDL’14 big data competition: an extremely imbalanced big data bioinformatics problem I Triguero, S Del Río, V López, J Bacardit, JM Benítez, F Herrera Knowledge-Based Systems 87, 69-79, 2015	157	2015
Interpretation of artificial neural networks by means of fuzzy rules JL Castro, CJ Mantas, JM Benitez IEEE Transactions on Neural Networks 13 (1), 101-116, 2002	155	2002
Data discretization: taxonomy and big data challenge S Ramírez‐Gallego, S García, H Mouriño‐Talín, D Martínez‐Rego, ... Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 6 (1), 5-21, 2016	146	2016
Segmentation of cervical cell nuclei in high-resolution microscopic images: a new algorithm and a web-based software framework C Bergmeir, MG Silvente, JM Benítez Computer methods and programs in biomedicine 107 (3), 497-512, 2012	141	2012
An overview of e-learning in cloud computing A Fernandez, D Peralta, F Herrera, JM Benítez Workshop on Learning Technology for Education in Cloud (LTEC'12), 35-46, 2012	139	2012

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