% csauthors.net - beta - BibTeX bibliography of Pedro Antonio Gutiérrez
@inproceedings{conf/ideal/Martinez-EstudilloHPMV06,
title = {Evolutionary Product-Unit Neural Networks for Classification.},
year = {2006},
booktitle = {IDEAL},
author = {{Francisco J. Martínez-Estudillo} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez Peña} and {Alfonso C. Martínez-Estudillo} and {Sebastián Ventura}},
publisher = {Springer},
booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2006, 7th International Conference, Burgos, Spain, September 20-23, 2006, Proceedings}
}
@inproceedings{conf/ijcnn/Hervas-MartinezMG06,
title = {Classification by means of Evolutionary Product-Unit Neural Networks.},
year = {2006},
booktitle = {IJCNN},
author = {{César Hervás-Martínez} and {Francisco J. Martínez-Estudillo} and {Pedro Antonio Gutiérrez}},
publisher = {IEEE},
booktitle = {Proceedings of the International Joint Conference on Neural Networks, IJCNN 2006, part of the IEEE World Congress on Computational Intelligence, WCCI 2006, Vancouver, BC, Canada, 16-21 July 2006}
}
@inproceedings{conf/ideal/GutierrezHL07,
title = {Saw-Tooth Algorithm Guided by the Variance of Best Individual Distributions for Designing Evolutionary Neural Networks.},
year = {2007},
booktitle = {IDEAL},
author = {{Pedro Antonio Gutiérrez} and {César Hervás} and {Manuel Lozano 001}},
publisher = {Springer},
booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2007, 8th International Conference, Birmingham, UK, December 16-19, 2007, Proceedings}
}
@inproceedings{conf/iwann/Martinez-EstudilloHMP07,
title = {Hybrid Evolutionary Algorithm with Product-Unit Neural Networks for Classification.},
year = {2007},
booktitle = {IWANN},
author = {{Francisco J. Martínez-Estudillo} and {César Hervás-Martínez} and {Alfonso C. Martínez-Estudillo} and {Pedro Antonio Gutiérrez Peña}},
publisher = {Springer},
booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebastián, Spain, June 20-22, 2007, Proceedings}
}
@inproceedings{conf/cec/Martinez-EstudilloGHF08,
title = {Evolutionary learning by a sensitivity-accuracy approach for multi-class problems.},
year = {2008},
booktitle = {IEEE Congress on Evolutionary Computation},
author = {{Francisco J. Martínez-Estudillo} and {Pedro Antonio Gutiérrez} and {César Hervás} and {Juan Carlos Fernández 001}},
publisher = {IEEE},
booktitle = {Proceedings of the IEEE Congress on Evolutionary Computation, CEC 2008, June 1-6, 2008, Hong Kong, China}
}
@inproceedings{conf/his/FernandezGHM08,
title = {Memetic Pareto Evolutionary Artificial Neural Networks for the Determination of Growth Limits of Listeria Monocytogenes.},
year = {2008},
booktitle = {HIS},
author = {{Juan Carlos Fernández 001} and {Pedro Antonio Gutiérrez} and {César Hervás} and {Francisco José Martínez}},
publisher = {IEEE Computer Society},
booktitle = {8th International Conference on Hybrid Intelligent Systems (HIS 2008), September 10-12, 2008, Barcelona, Spain}
}
@inproceedings{conf/his/GutierrezFHLJP08,
title = {Feature Selection for Hybrid Neuro-Logistic Regression Applied to Classification of Remote Sensed Data.},
year = {2008},
booktitle = {HIS},
author = {{Pedro Antonio Gutiérrez} and {Juan Carlos Fernández 001} and {César Hervás} and {Francisca López-Granados} and {Montserrat Jurado-Expósito} and {José Manuel Peñá-Barragán}},
publisher = {IEEE Computer Society},
booktitle = {8th International Conference on Hybrid Intelligent Systems (HIS 2008), September 10-12, 2008, Barcelona, Spain}
}
@article{journals/ijon/Martinez-EstudilloHGM08,
title = {Evolutionary product-unit neural networks classifiers.},
year = {2008},
journal = {Neurocomputing},
author = {{Francisco J. Martínez-Estudillo} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {Alfonso C. Martínez-Estudillo}}
}
@incollection{series/asc/GutierrezHCF08,
title = {Combined Projection and Kernel Basis Functions for Classification in Evolutionary Neural Networks.},
year = {2008},
booktitle = {Innovations in Hybrid Intelligent Systems},
author = {{Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Mariano Carbonero-Ruz} and {Juan Carlos Fernández 001}},
publisher = {Springer},
booktitle = {Innovations in Hybrid Intelligent Systems}
}
@inproceedings{conf/hais/FernandezHMGC09,
title = {Memetic Pareto Differential Evolution for Designing Artificial Neural Networks in Multiclassification Problems Using Cross-Entropy Versus Sensitivity.},
year = {2009},
booktitle = {HAIS},
author = {{Juan Carlos Fernández 001} and {César Hervás} and {Francisco José Martínez} and {Pedro Antonio Gutiérrez} and {Manuel Cruz}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligence Systems, 4th International Conference, HAIS 2009, Salamanca, Spain, June 10-12, 2009. Proceedings}
}
@inproceedings{conf/hais/GutierrezHFL09,
title = {Hybrid Multilogistic Regression by Means of Evolutionary Radial Basis Functions: Application to Precision Agriculture.},
year = {2009},
booktitle = {HAIS},
author = {{Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Juan Carlos Fernández 001} and {Francisca López-Granados}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligence Systems, 4th International Conference, HAIS 2009, Salamanca, Spain, June 10-12, 2009. Proceedings}
}
@inproceedings{conf/ijcnn/GutierrezHMF09,
title = {MultiLogistic Regression using Initial and Radial Basis Function covariates.},
year = {2009},
booktitle = {IJCNN},
author = {{Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Francisco J. Martínez-Estudillo} and {Juan Carlos Fernández 001}},
publisher = {IEEE Computer Society},
booktitle = {International Joint Conference on Neural Networks, IJCNN 2009, Atlanta, Georgia, USA, 14-19 June 2009}
}
@inproceedings{conf/isda/CastanoHGFG09,
title = {Classification by Evolutionary Generalized Radial Basis Functions.},
year = {2009},
booktitle = {ISDA},
author = {{Adiel Castaño} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {Francisco Fernández-Navarro} and {María Matilda García}},
publisher = {IEEE Computer Society},
booktitle = {Ninth International Conference on Intelligent Systems Design and Applications, ISDA 2009, Pisa, Italy , November 30-December 2, 2009}
}
@inproceedings{conf/isda/Fernandez-NavarroGH09,
title = {A Sensitivity Clustering Method for Memetic Training of Radial Basis Function Neural Networks.},
year = {2009},
booktitle = {ISDA},
author = {{Francisco Fernández-Navarro} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {IEEE Computer Society},
booktitle = {Ninth International Conference on Intelligent Systems Design and Applications, ISDA 2009, Pisa, Italy , November 30-December 2, 2009}
}
@inproceedings{conf/isda/Hervas-MartinezGFSPPP09,
title = {Hyperbolic Tangent Basis Function Neural Networks Training by Hybrid Evolutionary Programming for Accurate Short-Term Wind Speed Prediction.},
year = {2009},
booktitle = {ISDA},
author = {{César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {Juan Carlos Fernández 001} and {Sancho Salcedo-Sanz} and {Antonio Portilla-Figueras} and {Ángel M. Pérez-Bellido} and {Luis Prieto}},
publisher = {IEEE Computer Society},
booktitle = {Ninth International Conference on Intelligent Systems Design and Applications, ISDA 2009, Pisa, Italy , November 30-December 2, 2009}
}
@inproceedings{conf/iwinac/Fernandez-NavarroGHF09,
title = {A Sensitivity Clustering Method for Hybrid Evolutionary Algorithms.},
year = {2009},
booktitle = {IWINAC (1)},
author = {{Francisco Fernández-Navarro} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Juan Carlos Fernández 001}},
publisher = {Springer},
booktitle = {Methods and Models in Artificial and Natural Computation. A Homage to Professor Mira.s Scientific Legacy, Third International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2009, Santiago de Compostela, Spain, June 22-26, 2009, Proceedings, Part I}
}
@article{journals/ijon/GutierrezHCF09,
title = {Combined projection and kernel basis functions for classification in evolutionary neural networks.},
year = {2009},
journal = {Neurocomputing},
author = {{Pedro Antonio Gutiérrez} and {César Hervás} and {Mariano Carbonero-Ruz} and {Juan Carlos Fernández 001}}
}
@incollection{reference/ai/GutierrezHMC09,
title = {Multilogistic Regression by Product Units.},
year = {2009},
booktitle = {Encyclopedia of Artificial Intelligence},
author = {{Pedro Antonio Gutiérrez} and {César Hervás} and {Francisco J. Martínez-Estudillo} and {Mariano Carbonero-Ruz}},
publisher = {IGI Global},
booktitle = {Encyclopedia of Artificial Intelligence (3 Volumes)}
}
@inproceedings{conf/hais/Fernandez-NavarroHGCC10,
title = {Evolutionary q-Gaussian Radial Basis Functions for Binary-Classification.},
year = {2010},
booktitle = {HAIS (2)},
author = {{Francisco Fernández-Navarro} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {Manuel Cruz-Ramírez} and {Mariano Carbonero-Ruz}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligence Systems, 5th International Conference, HAIS 2010, San Sebastián, Spain, June 23-25, 2010. Proceedings, Part II}
}
@inproceedings{conf/icann/Fernandez-NavarroHGRR10,
title = {Evolutionary q-Gaussian Radial Basis Functions for Improving Prediction Accuracy of Gene Classification Using Feature Selection.},
year = {2010},
booktitle = {ICANN (1)},
author = {{Francisco Fernández-Navarro} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {Roberto Ruiz} and {José C. Riquelme}},
publisher = {Springer},
booktitle = {Artificial Neural Networks - ICANN 2010 - 20th International Conference, Thessaloniki, Greece, September 15-18, 2010, Proceedings, Part I}
}
@inproceedings{conf/ieaaie/GutierrezSSSPFH10,
title = {Generalized Logistic Regression Models Using Neural Network Basis Functions Applied to the Detection of Banking Crises.},
year = {2010},
booktitle = {IEA/AIE (3)},
author = {{Pedro Antonio Gutiérrez} and {Sancho Salcedo-Sanz} and {María Jesús Segovia-Vargas} and {A. Sanchis} and {José Antonio Portilla-Figueras} and {Francisco Fernández-Navarro} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Trends in Applied Intelligent Systems - 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, Cordoba, Spain, June 1-4, 2010, Proceedings, Part III}
}
@inproceedings{conf/isda/Cruz-RamirezFSFHGL10,
title = {Ensemble determination using the TOPSIS decision support system in multi-objective evolutionary neural network classifiers.},
year = {2010},
booktitle = {ISDA},
author = {{Manuel Cruz-Ramírez} and {Juan Carlos Fernández 001} and {Javier Sánchez-Monedero} and {Francisco Fernández-Navarro} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {M. Teresa Lamata}},
publisher = {IEEE},
booktitle = {10th International Conference on Intelligent Systems Design and Applications, ISDA 2010, November 29 - December 1, 2010, Cairo, Egypt}
}
@inproceedings{conf/isda/Sanchez-MonederoCFFGH10,
title = {On the suitability of Extreme Learning Machine for gene classification using feature selection.},
year = {2010},
booktitle = {ISDA},
author = {{Javier Sánchez-Monedero} and {Manuel Cruz-Ramírez} and {Francisco Fernández-Navarro} and {Juan Carlos Fernández 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {IEEE},
booktitle = {10th International Conference on Intelligent Systems Design and Applications, ISDA 2010, November 29 - December 1, 2010, Cairo, Egypt}
}
@article{journals/eswa/Hervas-MartinezGPJL10,
title = {A logistic radial basis function regression method for discrimination of cover crops in olive orchards.},
year = {2010},
journal = {Expert Syst. Appl.},
author = {{César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {José Manuel Peñá-Barragán} and {Montserrat Jurado-Expósito} and {Francisca López-Granados}}
}
@article{journals/ijhis/CastanoFHGG10,
title = {Classification by evolutionary generalised radial basis functions.},
year = {2010},
journal = {Int. J. Hybrid Intell. Syst.},
author = {{Adiel Castaño} and {Francisco Fernández-Navarro} and {César Hervás-Martínez} and {María Matilda García} and {Pedro Antonio Gutiérrez}}
}
@article{journals/soco/GutierrezHL10,
title = {Designing multilayer perceptrons using a Guided Saw-tooth Evolutionary Programming Algorithm.},
year = {2010},
journal = {Soft Comput.},
author = {{Pedro Antonio Gutiérrez} and {César Hervás} and {Manuel Lozano 001}}
}
@article{journals/tnn/CaballeroMHG10,
title = {Sensitivity versus accuracy in multiclass problems using memetic Pareto evolutionary neural networks.},
year = {2010},
journal = {IEEE Trans. Neural Networks},
author = {{Juan Carlos Fernández Caballero} and {Francisco José Martínez} and {César Hervás} and {Pedro Antonio Gutiérrez}}
}
@inproceedings{conf/hima/GutierrezBMH11,
title = {Permanent disability classification using hybrid neuro-logistic regression models.},
year = {2011},
booktitle = {HIMA},
author = {{Pedro Antonio Gutiérrez} and {Manuel Baena-García} and {Rafael Morales Bueno} and {César Hervás-Martínez}},
publisher = {IEEE},
booktitle = {2011 IEEE Workshop On Hybrid Intelligent Models And Applications, HIMA 2011, Paris, France, April 14, 2011}
}
@inproceedings{conf/isda/Cruz-RamirezHSG11,
title = {A preliminary study of ordinal metrics to guide a multi-objective evolutionary algorithm.},
year = {2011},
booktitle = {ISDA},
author = {{Manuel Cruz-Ramírez} and {César Hervás-Martínez} and {Javier Sánchez-Monedero} and {Pedro Antonio Gutiérrez}},
publisher = {IEEE},
booktitle = {11th International Conference on Intelligent Systems Design and Applications, ISDA 2011, Córdoba, Spain, November 22-24, 2011}
}
@inproceedings{conf/isda/GutierrezSHCSP11,
title = {Evaluating nominal and ordinal classifiers for wind speed prediction from synoptic pressure patterns.},
year = {2011},
booktitle = {ISDA},
author = {{Pedro Antonio Gutiérrez} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez} and {Leopoldo Carro-Calvo} and {Javier Sánchez-Monedero} and {Luis Prieto}},
publisher = {IEEE},
booktitle = {11th International Conference on Intelligent Systems Design and Applications, ISDA 2011, Córdoba, Spain, November 22-24, 2011}
}
@inproceedings{conf/isda/Perez-OrtizGGSSH11,
title = {Ordinal classification of depression spatial hot-spots of prevalence.},
year = {2011},
booktitle = {ISDA},
author = {{M. Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Carlos R. García-Alonso} and {Luis Salvador-Carulla} and {Jose Alberto Salinas-Perez} and {César Hervás-Martínez}},
publisher = {IEEE},
booktitle = {11th International Conference on Intelligent Systems Design and Applications, ISDA 2011, Córdoba, Spain, November 22-24, 2011}
}
@inproceedings{conf/isda/Sanchez-MonederoCBMGH11,
title = {Numerical variable reconstruction from ordinal categories based on probability distributions.},
year = {2011},
booktitle = {ISDA},
author = {{Javier Sánchez-Monedero} and {Mariano Carbonero-Ruz} and {David Becerra-Alonso} and {Francisco J. Martínez-Estudillo} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {IEEE},
booktitle = {11th International Conference on Intelligent Systems Design and Applications, ISDA 2011, Córdoba, Spain, November 22-24, 2011}
}
@inproceedings{conf/iwann/Cruz-RamirezHGBM11,
title = {Memetic Pareto Differential Evolutionary Neural Network for Donor-Recipient Matching in Liver Transplantation.},
year = {2011},
booktitle = {IWANN (2)},
author = {{Manuel Cruz-Ramírez} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {Javier Briceño} and {Manuel de la Mata}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 11th International Work-Conference on Artificial Neural Networks, IWANN 2011, Torremolinos-Málaga, Spain, June 8-10, 2011, Proceedings, Part II}
}
@inproceedings{conf/iwann/GutierrezH11,
title = {Hybrid Artificial Neural Networks: Models, Algorithms and Data.},
year = {2011},
booktitle = {IWANN (2)},
author = {{Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 11th International Work-Conference on Artificial Neural Networks, IWANN 2011, Torremolinos-Málaga, Spain, June 8-10, 2011, Proceedings, Part II}
}
@inproceedings{conf/softcomp/MendezFGBH11,
title = {Combining Evolutionary Generalized Radial Basis Function and Logistic Regression Methods for Classification.},
year = {2011},
booktitle = {SOCO},
author = {{Adiel Castaño Méndez} and {Francisco Fernández-Navarro} and {Pedro Antonio Gutiérrez} and {Manuel Baena-García} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Soft Computing Models in Industrial and Environmental Applications, 6th International Conference SOCO 2011, 6-8 April, 2011, Salamanca, Spain}
}
@inproceedings{conf/softcomp/Redel-MaciasGCH11,
title = {Sound Source Identification in Vehicles Using a Combined Linear-Evolutionary Product Unit Neural Network Model.},
year = {2011},
booktitle = {SOCO},
author = {{M. Dolores Redel-Macías} and {Pedro Antonio Gutiérrez} and {Antonio J. Cubero-Atienza} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Soft Computing Models in Industrial and Environmental Applications, 6th International Conference SOCO 2011, 6-8 April, 2011, Salamanca, Spain}
}
@article{journals/asc/Fernandez-NavarroHCGV11,
title = {Evolutionary q-Gaussian Radial Basis Function Neural Network to determine the microbial growth/no growth interface of Staphylococcus aureus.},
year = {2011},
journal = {Appl. Soft Comput.},
author = {{Francisco Fernández-Navarro} and {César Hervás-Martínez} and {Manuel Cruz-Ramírez} and {Pedro Antonio Gutiérrez} and {Antonio Valero}}
}
@article{journals/asc/FernandezHMG11,
title = {Memetic Pareto Evolutionary Artificial Neural Networks to determine growth/no-growth in predictive microbiology.},
year = {2011},
journal = {Appl. Soft Comput.},
author = {{Juan Carlos Fernández 001} and {César Hervás} and {Francisco J. Martínez-Estudillo} and {Pedro Antonio Gutiérrez}}
}
@article{journals/ijon/Fernandez-NavarroHSG11,
title = {MELM-GRBF: A modified version of the extreme learning machine for generalized radial basis function neural networks.},
year = {2011},
journal = {Neurocomputing},
author = {{Francisco Fernández-Navarro} and {César Hervás-Martínez} and {Javier Sánchez-Monedero} and {Pedro Antonio Gutiérrez}}
}
@article{journals/nn/Fernandez-NavarroHGC11,
title = {Evolutionary q-Gaussian radial basis function neural networks for multiclassification.},
year = {2011},
journal = {Neural Networks},
author = {{Francisco Fernández-Navarro} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {Mariano Carbonero-Ruz}}
}
@article{journals/npl/CastanoFHG11,
title = {Neuro-logistic Models Based on Evolutionary Generalized Radial Basis Function for the Microarray Gene Expression Classification Problem.},
year = {2011},
journal = {Neural Process. Lett.},
author = {{Adiel Castaño} and {Francisco Fernández-Navarro} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez}}
}
@article{journals/npl/Sanchez-MonederoGFH11,
title = {Weighting Efficient Accuracy and Minimum Sensitivity for Evolving Multi-Class Classifiers.},
year = {2011},
journal = {Neural Process. Lett.},
author = {{Javier Sánchez-Monedero} and {Pedro Antonio Gutiérrez} and {Francisco Fernández-Navarro} and {César Hervás-Martínez}}
}
@article{journals/pr/Fernandez-NavarroHG11,
title = {A dynamic over-sampling procedure based on sensitivity for multi-class problems.},
year = {2011},
journal = {Pattern Recognit.},
author = {{Francisco Fernández-Navarro} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez}}
}
@article{journals/tnn/GutierrezHM11,
title = {Logistic Regression by Means of Evolutionary Radial Basis Function Neural Networks.},
year = {2011},
journal = {IEEE Trans. Neural Networks},
author = {{Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Francisco J. Martínez-Estudillo}}
}
@inproceedings{conf/hais/Dorado-MorenoGH12,
title = {Ordinal Classification Using Hybrid Artificial Neural Networks with Projection and Kernel Basis Functions.},
year = {2012},
booktitle = {HAIS (2)},
author = {{Manuel Dorado-Moreno} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part II}
}
@inproceedings{conf/hais/Fernandez-NavarroCGHY12,
title = {Neural Network Ensembles to Determine Growth Multi-classes in Predictive Microbiology.},
year = {2012},
booktitle = {HAIS (2)},
author = {{Francisco Fernández-Navarro} and {Huanhuan Chen} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Xin Yao 001}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part II}
}
@inproceedings{conf/hais/GutierrezPFSH12,
title = {An Experimental Study of Different Ordinal Regression Methods and Measures.},
year = {2012},
booktitle = {HAIS (2)},
author = {{Pedro Antonio Gutiérrez} and {M. Pérez-Ortiz 001} and {Francisco Fernández-Navarro} and {Javier Sánchez-Monedero} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part II}
}
@inproceedings{conf/ijcnn/Perez-OrtizGHBM12,
title = {An ensemble approach for ordinal threshold models applied to liver transplantation.},
year = {2012},
booktitle = {IJCNN},
author = {{M. Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Javier Briceño} and {Manuel de la Mata}},
publisher = {IEEE},
booktitle = {The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012}
}
@inproceedings{conf/softcomp/Cruz-RamirezFVGH12,
title = {Multiobjective Pareto Ordinal Classification for Predictive Microbiology.},
year = {2012},
booktitle = {SOCO},
author = {{Manuel Cruz-Ramírez} and {Juan Carlos Fernández 001} and {Antonio Valero} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Soft Computing Models in Industrial and Environmental Applications, 7th International Conference, SOCO'12, Ostrava, Czech Republic, September 5th-7th, 2012}
}
@inproceedings{conf/softcomp/GutierrezSHCFF12,
title = {Approaching System Administration as a Group Project in Computer Engineering Higher Education.},
year = {2012},
booktitle = {CISIS/ICEUTE/SOCO Special Sessions},
author = {{Pedro Antonio Gutiérrez} and {Javier Sánchez-Monedero} and {César Hervás-Martínez} and {Manuel Cruz-Ramírez} and {Juan Carlos Fernández 001} and {Francisco Fernández-Navarro}},
publisher = {Springer},
booktitle = {International Joint Conference CISIS'12-ICEUTE'12-SOCO'12 Special Sessions, Ostrava, Czech Republic, September 5th-7th, 2012}
}
@article{journals/corr/abs-1205-3336,
title = {Distribution of the search of evolutionary product unit neural networks for classification},
year = {2012},
journal = {CoRR},
author = {{Antonio J. Tallón-Ballesteros} and {Pedro Antonio Gutiérrez Peña} and {César Hervás-Martínez}}
}
@article{journals/eswa/CastanoFGH12,
title = {Permanent disability classification by combining evolutionary Generalized Radial Basis Function and logistic regression methods.},
year = {2012},
journal = {Expert Syst. Appl.},
author = {{Adiel Castaño} and {Francisco Fernández-Navarro} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/ijon/Fernandez-NavarroHGPL12,
title = {Parameter estimation of q-Gaussian Radial Basis Functions Neural Networks with a Hybrid Algorithm for binary classification.},
year = {2012},
journal = {Neurocomputing},
author = {{Francisco Fernández-Navarro} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {José Manuel Peñá-Barragán} and {Francisca López-Granados}}
}
@article{journals/ijprai/MorenoGH12,
title = {A Structural Distance-Based Crossover for Neural Network Classifiers.},
year = {2012},
journal = {Int. J. Pattern Recognit. Artif. Intell.},
author = {{Manuel Moreno} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/isci/GutierrezHMC12,
title = {A two-stage evolutionary algorithm based on sensitivity and accuracy for multi-class problems.},
year = {2012},
journal = {Inf. Sci.},
author = {{Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Francisco J. Martínez-Estudillo} and {Mariano Carbonero-Ruz}}
}
@article{journals/nca/Hervas-MartinezSGOP12,
title = {Evolutionary product unit neural networks for short-term wind speed forecasting in wind farms.},
year = {2012},
journal = {Neural Comput. Appl.},
author = {{César Hervás-Martínez} and {Sancho Salcedo-Sanz} and {Pedro Antonio Gutiérrez} and {Emilio G. Ortíz-García} and {Luis Prieto}}
}
@inproceedings{conf/esann/Perez-OrtizGH13,
title = {Synthetic over-sampling in the empirical feature space.},
year = {2013},
booktitle = {ESANN},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
booktitle = {21st European Symposium on Artificial Neural Networks, ESANN 2013, Bruges, Belgium, April 24-26, 2013}
}
@inproceedings{conf/esann/Perez-OrtizGSH13,
title = {Multi-scale Support Vector Machine Optimization by Kernel Target-Alignment.},
year = {2013},
booktitle = {ESANN},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Javier Sánchez-Monedero} and {César Hervás-Martínez}},
booktitle = {21st European Symposium on Artificial Neural Networks, ESANN 2013, Bruges, Belgium, April 24-26, 2013}
}
@inproceedings{conf/hais/Perez-OrtizGH13,
title = {Borderline Kernel Based Over-Sampling.},
year = {2013},
booktitle = {HAIS},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligent Systems - 8th International Conference, HAIS 2013, Salamanca, Spain, September 11-13, 2013. Proceedings}
}
@inproceedings{conf/hais/Sanchez-MonederoGH13,
title = {Evolutionary Ordinal Extreme Learning Machine.},
year = {2013},
booktitle = {HAIS},
author = {{Javier Sánchez-Monedero} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligent Systems - 8th International Conference, HAIS 2013, Salamanca, Spain, September 11-13, 2013. Proceedings}
}
@inproceedings{conf/iwann/Perez-OrtizGCSH13,
title = {Kernelizing the Proportional Odds Model through the Empirical Kernel Mapping.},
year = {2013},
booktitle = {IWANN (1)},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Manuel Cruz-Ramírez} and {Javier Sánchez-Monedero} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, Puerto de la Cruz, Tenerife, Spain, June 12-14, 2013, Proceedings, Part I}
}
@inproceedings{conf/iwann/Sanchez-MonederoGPH13,
title = {An n-Spheres Based Synthetic Data Generator for Supervised Classification.},
year = {2013},
booktitle = {IWANN (1)},
author = {{Javier Sánchez-Monedero} and {Pedro Antonio Gutiérrez} and {María Pérez-Ortiz 001} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, Puerto de la Cruz, Tenerife, Spain, June 12-14, 2013, Proceedings, Part I}
}
@article{journals/eaai/GutierrezSHCSP13,
title = {Ordinal and nominal classification of wind speed from synoptic pressurepatterns.},
year = {2013},
journal = {Eng. Appl. Artif. Intell.},
author = {{Pedro Antonio Gutiérrez} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez} and {Leopoldo Carro-Calvo} and {Javier Sánchez-Monedero} and {Luis Prieto}}
}
@article{journals/eswa/Redel-MaciasFGCH13,
title = {Improvement of accuracy in a sound synthesis method using Evolutionary Product Unit Networks.},
year = {2013},
journal = {Expert Syst. Appl.},
author = {{M. Dolores Redel-Macías} and {Francisco Fernández-Navarro} and {Pedro Antonio Gutiérrez} and {Antonio José Cubero-Atienza} and {César Hervás-Martínez}}
}
@article{journals/ijon/Redel-MaciasFGCH13,
title = {Ensembles of evolutionary product unit or RBF neural networks for the identification of sound for pass-by noise test in vehicles.},
year = {2013},
journal = {Neurocomputing},
author = {{María Dolores Redel-Macías} and {Francisco Fernández-Navarro} and {Pedro Antonio Gutiérrez} and {Antonio José Cubero-Atienza} and {César Hervás-Martínez}}
}
@article{journals/neco/Sanchez-MonederoGTH13,
title = {Exploitation of Pairwise Class Distances for Ordinal Classification.},
year = {2013},
journal = {Neural Comput.},
author = {{Javier Sánchez-Monedero} and {Pedro Antonio Gutiérrez} and {Peter Tiño} and {César Hervás-Martínez}}
}
@article{journals/soco/Cruz-RamirezHGPBM13,
title = {Memetic Pareto differential evolutionary neural network used to solve an unbalanced liver transplantation problem.},
year = {2013},
journal = {Soft Comput.},
author = {{Manuel Cruz-Ramírez} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez} and {María Pérez-Ortiz 001} and {Javier Briceño} and {Manuel de la Mata}}
}
@article{journals/soco/Fernandez-NavarroHG13,
title = {Generalised Gaussian radial basis function neural networks.},
year = {2013},
journal = {Soft Comput.},
author = {{Francisco Fernández-Navarro} and {César Hervás-Martínez} and {Pedro Antonio Gutiérrez}}
}
@article{journals/tnn/Fernandez-NavarroGHY13,
title = {Negative Correlation Ensemble Learning for Ordinal Regression.},
year = {2013},
journal = {IEEE Trans. Neural Networks Learn. Syst.},
author = {{Francisco Fernández-Navarro} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Xin Yao 001}}
}
@inproceedings{conf/esann/TangTGC14,
title = {Support Vector Ordinal Regression using Privileged Information.},
year = {2014},
booktitle = {ESANN},
author = {{Fengzhen Tang} and {Peter Tiño} and {Pedro Antonio Gutiérrez} and {Huanhuan Chen}},
booktitle = {22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014}
}
@inproceedings{conf/hais/Perez-OrtizGH14,
title = {Log-Gamma Distribution Optimisation via Maximum Likelihood for Ordered Probability Estimates.},
year = {2014},
booktitle = {HAIS},
author = {{M. Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligence Systems - 9th International Conference, HAIS 2014, Salamanca, Spain, June 11-13, 2014. Proceedings}
}
@inproceedings{conf/hais/Perez-OrtizGSHNDF14,
title = {Time Series Segmentation of Paleoclimate Tipping Points by an Evolutionary Algorithm.},
year = {2014},
booktitle = {HAIS},
author = {{M. Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Javier Sánchez-Monedero} and {César Hervás-Martínez} and {Athanasia Nikolaou} and {Isabelle Dicaire} and {Francisco Fernández-Navarro}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligence Systems - 9th International Conference, HAIS 2014, Salamanca, Spain, June 11-13, 2014. Proceedings}
}
@inproceedings{conf/ijcci/Perez-OrtizGH14,
title = {Incorporating Privileged Information to Improve Manifold Ordinal Regression.},
year = {2014},
booktitle = {IJCCI (NCTA)},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {SciTePress},
booktitle = {NCTA 2014 - Proceedings of the International Conference on Neural Computation Theory and Applications, part of IJCCI 2014, Rome, Italy, 22 - 24 October, 2014}
}
@inproceedings{conf/ijcci/Perez-OrtizGH14a,
title = {Learning Kernel Label Decompositions for Ordinal Classification Problems.},
year = {2014},
booktitle = {IJCCI (NCTA)},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {SciTePress},
booktitle = {NCTA 2014 - Proceedings of the International Conference on Neural Computation Theory and Applications, part of IJCCI 2014, Rome, Italy, 22 - 24 October, 2014}
}
@article{journals/asc/Sanchez-MonederoCGH14,
title = {A guided data projection technique for classification of sovereign ratings: The case of European Union 27.},
year = {2014},
journal = {Appl. Soft Comput.},
author = {{Javier Sánchez-Monedero} and {Pilar Campoy-Muñoz} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/eaai/Sanchez-MonederoSGCH14,
title = {Simultaneous modelling of rainfall occurrence and amount using a hierarchical nominal-ordinal support vector classifier.},
year = {2014},
journal = {Eng. Appl. Artif. Intell.},
author = {{Javier Sánchez-Monedero} and {Sancho Salcedo-Sanz} and {Pedro Antonio Gutiérrez} and {Carlos Casanova-Mateo} and {César Hervás-Martínez}}
}
@article{journals/eswa/Campoy-MunozGH14,
title = {Addressing remitting behavior using an ordinal classification approach.},
year = {2014},
journal = {Expert Syst. Appl.},
author = {{Pilar Campoy-Muñoz} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/ijon/CorchadoAGBV14,
title = {Special issue: Advances in learning schemes for function approximation.},
year = {2014},
journal = {Neurocomputing},
author = {{Emilio Corchado} and {Ajith Abraham} and {Pedro Antonio Gutiérrez} and {José Manuel Benítez} and {Sebastián Ventura}}
}
@article{journals/ijon/Cruz-RamirezHSG14,
title = {Metrics to guide a multi-objective evolutionary algorithm for ordinal classification.},
year = {2014},
journal = {Neurocomputing},
author = {{Manuel Cruz-Ramírez} and {César Hervás-Martínez} and {Javier Sánchez-Monedero} and {Pedro Antonio Gutiérrez}}
}
@article{journals/kbs/Perez-OrtizPGH14,
title = {Classification of EU countries' progress towards sustainable development based on ordinal regression techniques.},
year = {2014},
journal = {Knowl. Based Syst.},
author = {{M. Pérez-Ortiz 001} and {Monica-de la Paz-Marin} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/nn/GutierrezTH14,
title = {Ordinal regression neural networks based on concentric hyperspheres.},
year = {2014},
journal = {Neural Networks},
author = {{Pedro Antonio Gutiérrez} and {Peter Tiño} and {César Hervás-Martínez}}
}
@article{journals/remotesensing/0001GHSPL14,
title = {Object-Based Image Classification of Summer Crops with Machine Learning Methods.},
year = {2014},
journal = {Remote. Sens.},
author = {{José M. Peña 003} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Johan Six} and {Richard E. Plant} and {Francisca López-Granados}}
}
@article{journals/tcyb/Perez-OrtizGH14,
title = {Projection-Based Ensemble Learning for Ordinal Regression.},
year = {2014},
journal = {IEEE Trans. Cybern.},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@inproceedings{conf/caepia/Dorado-MorenoGS15,
title = {Overcoming the Linearity of Ordinal Logistic Regression Adding Non-linear Covariates from Evolutionary Hybrid Neural Network Models.},
year = {2015},
booktitle = {CAEPIA},
author = {{Manuel Dorado-Moreno} and {Pedro Antonio Gutiérrez} and {Javier Sánchez-Monedero} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Artificial Intelligence - 16th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2015, Albacete, Spain, November 9-12, 2015, Proceedings}
}
@inproceedings{conf/iwann/Dorado-MorenoGS15,
title = {Nonlinear Ordinal Logistic Regression Using Covariates Obtained by Radial Basis Function Neural Networks Models.},
year = {2015},
booktitle = {IWANN (2)},
author = {{Manuel Dorado-Moreno} and {Pedro Antonio Gutiérrez} and {Javier Sánchez-Monedero} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 13th International Work-Conference on Artificial Neural Networks, IWANN 2015, Palma de Mallorca, Spain, June 10-12, 2015. Proceedings, Part II}
}
@inproceedings{conf/iwann/Duran-RosalPGH15,
title = {Applying a Hybrid Algorithm to the Segmentation of the Spanish Stock Market Index Time Series.},
year = {2015},
booktitle = {IWANN (2)},
author = {{Antonio Manuel Durán-Rosal} and {Monica-de la Paz-Marin} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 13th International Work-Conference on Artificial Neural Networks, IWANN 2015, Palma de Mallorca, Spain, June 10-12, 2015. Proceedings, Part II}
}
@inproceedings{conf/iwann/GutierrezFPCASH15,
title = {Energy Flux Range Classification by Using a Dynamic Window Autoregressive Model.},
year = {2015},
booktitle = {IWANN (2)},
author = {{Pedro Antonio Gutiérrez} and {Juan Carlos Fernández 001} and {María Pérez-Ortiz 001} and {Laura Cornejo-Bueno} and {Enrique Alexandre-Cortizo} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 13th International Work-Conference on Artificial Neural Networks, IWANN 2015, Palma de Mallorca, Spain, June 10-12, 2015. Proceedings, Part II}
}
@inproceedings{conf/iwann/Perez-OrtizGPTH15,
title = {An Experimental Comparison for the Identification of Weeds in Sunflower Crops via Unmanned Aerial Vehicles and Object-Based Analysis.},
year = {2015},
booktitle = {IWANN (1)},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {José Manuel Peñá-Barragán} and {Jorge Torres-Sánchez} and {César Hervás-Martínez} and {Francisca López-Granados}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 13th International Work-Conference on Artificial Neural Networks, IWANN 2015, Palma de Mallorca, Spain, June 10-12, 2015. Proceedings, Part I}
}
@article{journals/asc/Perez-OrtizPGTH15,
title = {A semi-supervised system for weed mapping in sunflower crops using unmanned aerial vehicles and a crop row detection method.},
year = {2015},
journal = {Appl. Soft Comput.},
author = {{M. Pérez-Ortiz 001} and {José Manuel Peñá-Barragán} and {Pedro Antonio Gutiérrez} and {Jorge Torres-Sánchez} and {César Hervás-Martínez} and {Francisca López-Granados}}
}
@article{journals/eaai/FernandezSGAH15,
title = {Significant wave height and energy flux range forecast with machine learning classifiers.},
year = {2015},
journal = {Eng. Appl. Artif. Intell.},
author = {{Juan Carlos Fernández 001} and {Sancho Salcedo-Sanz} and {Pedro Antonio Gutiérrez} and {Enrique Alexandre} and {César Hervás-Martínez}}
}
@article{journals/eswa/Paz-MarinGH15,
title = {Classification of countries' progress toward a knowledge economy based on machine learning classification techniques.},
year = {2015},
journal = {Expert Syst. Appl.},
author = {{Monica-de la Paz-Marin} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/ijon/Perez-OrtizGCSH15,
title = {Kernelising the Proportional Odds Model through kernel learning techniques.},
year = {2015},
journal = {Neurocomputing},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Manuel Cruz-Ramírez} and {Javier Sánchez-Monedero} and {César Hervás-Martínez}}
}
@article{journals/neco/TangTGC15,
title = {The Benefits of Modeling Slack Variables in SVMs.},
year = {2015},
journal = {Neural Comput.},
author = {{Fengzhen Tang} and {Peter Tiño} and {Pedro Antonio Gutiérrez} and {Huanhuan Chen}}
}
@article{journals/tkde/Perez-OrtizGHY15,
title = {Graph-Based Approaches for Over-Sampling in the Context of Ordinal Regression.},
year = {2015},
journal = {IEEE Trans. Knowl. Data Eng.},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Xin Yao 001}}
}
@inproceedings{conf/caepia/Dorado-MorenoDG16,
title = {Multiclass Prediction of Wind Power Ramp Events Combining Reservoir Computing and Support Vector Machines.},
year = {2016},
booktitle = {CAEPIA},
author = {{Manuel Dorado-Moreno} and {Antonio Manuel Durán-Rosal} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {Luis Prieto} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Artificial Intelligence - 17th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2016, Salamanca, Spain, September 14-16, 2016. Proceedings}
}
@inproceedings{conf/caepia/Duran-RosalDGH16,
title = {On the Use of the Beta Distribution for a Hybrid Time Series Segmentation Algorithm.},
year = {2016},
booktitle = {CAEPIA},
author = {{Antonio Manuel Durán-Rosal} and {Manuel Dorado-Moreno} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Artificial Intelligence - 17th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2016, Salamanca, Spain, September 14-16, 2016. Proceedings}
}
@inproceedings{conf/caepia/Perez-OrtizGCH16,
title = {Learning from Label Proportions via an Iterative Weighting Scheme and Discriminant Analysis.},
year = {2016},
booktitle = {CAEPIA},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Mariano Carbonero-Ruz} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Artificial Intelligence - 17th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2016, Salamanca, Spain, September 14-16, 2016. Proceedings}
}
@inproceedings{conf/hais/Dorado-MorenoPA16,
title = {Ordinal Evolutionary Artificial Neural Networks for Solving an Imbalanced Liver Transplantation Problem.},
year = {2016},
booktitle = {HAIS},
author = {{Manuel Dorado-Moreno} and {María Pérez-Ortiz 001} and {María Dolores Ayllón-Terán} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligent Systems - 11th International Conference, HAIS 2016, Seville, Spain, April 18-20, 2016, Proceedings}
}
@inproceedings{conf/hais/Duran-RosalPMH16,
title = {Time Series Representation by a Novel Hybrid Segmentation Algorithm.},
year = {2016},
booktitle = {HAIS},
author = {{Antonio Manuel Durán-Rosal} and {Pedro Antonio Gutiérrez Peña} and {Francisco José Martínez-Estudillo} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligent Systems - 11th International Conference, HAIS 2016, Seville, Spain, April 18-20, 2016, Proceedings}
}
@inproceedings{conf/hais/Perez-OrtizTGSH16,
title = {Fisher Score-Based Feature Selection for Ordinal Classification: A Social Survey on Subjective Well-Being.},
year = {2016},
booktitle = {HAIS},
author = {{María Pérez-Ortiz 001} and {Mercedes Torres-Jiménez} and {Pedro Antonio Gutiérrez} and {Javier Sánchez-Monedero} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligent Systems - 11th International Conference, HAIS 2016, Seville, Spain, April 18-20, 2016, Proceedings}
}
@inproceedings{conf/hais/Sanchez-Monedero16,
title = {Classification of Melanoma Presence and Thickness Based on Computational Image Analysis.},
year = {2016},
booktitle = {HAIS},
author = {{Javier Sánchez-Monedero} and {Aurora Sáez} and {María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Hybrid Artificial Intelligent Systems - 11th International Conference, HAIS 2016, Seville, Spain, April 18-20, 2016, Proceedings}
}
@inproceedings{conf/ijcnn/GutierrezPSH16,
title = {Representing ordinal input variables in the context of ordinal classification.},
year = {2016},
booktitle = {IJCNN},
author = {{Pedro Antonio Gutiérrez} and {María Pérez-Ortiz 001} and {Javier Sánchez-Monedero} and {César Hervás-Martínez}},
publisher = {IEEE},
booktitle = {2016 International Joint Conference on Neural Networks, IJCNN 2016, Vancouver, BC, Canada, July 24-29, 2016}
}
@inproceedings{conf/ijcnn/Perez-OrtizSSGH16,
title = {Tackling the ordinal and imbalance nature of a melanoma image classification problem.},
year = {2016},
booktitle = {IJCNN},
author = {{María Pérez-Ortiz 001} and {Aurora Sáez} and {Javier Sánchez-Monedero} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {IEEE},
booktitle = {2016 International Joint Conference on Neural Networks, IJCNN 2016, Vancouver, BC, Canada, July 24-29, 2016}
}
@inproceedings{conf/ssci/Duran-RosalFGH16,
title = {Hybridization of neural network models for the prediction of Extreme Significant Wave Height segments.},
year = {2016},
booktitle = {SSCI},
author = {{Antonio Manuel Durán-Rosal} and {Juan Carlos Fernández 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {IEEE},
booktitle = {2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016, Athens, Greece, December 6-9, 2016}
}
@inproceedings{conf/ssci/Perez-OrtizG0TL16,
title = {Machine learning paradigms for weed mapping via unmanned aerial vehicles.},
year = {2016},
booktitle = {SSCI},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {José M. Peña 003} and {Jorge Torres-Sánchez} and {Francisca López-Granados} and {César Hervás-Martínez}},
publisher = {IEEE},
booktitle = {2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016, Athens, Greece, December 6-9, 2016}
}
@inproceedings{conf/ssci/Perez-OrtizGCH16,
title = {Adapting linear discriminant analysis to the paradigm of learning from label proportions.},
year = {2016},
booktitle = {SSCI},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Mariano Carbonero-Ruz} and {César Hervás-Martínez}},
publisher = {IEEE},
booktitle = {2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016, Athens, Greece, December 6-9, 2016}
}
@article{journals/eswa/Perez-OrtizPGTH16,
title = {Selecting patterns and features for between- and within- crop-row weed mapping using UAV-imagery.},
year = {2016},
journal = {Expert Syst. Appl.},
author = {{María Pérez-Ortiz 001} and {José Manuel Peñá-Barragán} and {Pedro Antonio Gutiérrez} and {Jorge Torres-Sánchez} and {César Hervás-Martínez} and {Francisca López-Granados}}
}
@article{journals/nn/Perez-OrtizGCH16,
title = {Semi-supervised learning for ordinal Kernel Discriminant Analysis.},
year = {2016},
journal = {Neural Networks},
author = {{M. Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Mariano Carbonero-Ruz} and {César Hervás-Martínez}}
}
@article{journals/npl/Perez-OrtizDCDG16,
title = {On the Use of Nominal and Ordinal Classifiers for the Discrimination of States of Development in Fish Oocytes.},
year = {2016},
journal = {Neural Process. Lett.},
author = {{M. Pérez-Ortiz 001} and {Manuel Fernández Delgado} and {Eva Cernadas} and {R. Domínguez-Petit} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/npl/Perez-OrtizGSH16,
title = {A Study on Multi-Scale Kernel Optimisation via Centered Kernel-Target Alignment.},
year = {2016},
journal = {Neural Process. Lett.},
author = {{M. Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Javier Sánchez-Monedero} and {César Hervás-Martínez}}
}
@article{journals/pai/GutierrezG16,
title = {Current prospects on ordinal and monotonic classification.},
year = {2016},
journal = {Prog. Artif. Intell.},
author = {{Pedro Antonio Gutiérrez} and {Salvador García 001}}
}
@article{journals/tkde/GutierrezPSFH16,
title = {Ordinal Regression Methods: Survey and Experimental Study.},
year = {2016},
journal = {IEEE Trans. Knowl. Data Eng.},
author = {{Pedro Antonio Gutiérrez} and {María Pérez-Ortiz 001} and {Javier Sánchez-Monedero} and {Francisco Fernández-Navarro} and {César Hervás-Martínez}}
}
@article{journals/tmi/SaezSGH16,
title = {Machine Learning Methods for Binary and Multiclass Classification of Melanoma Thickness From Dermoscopic Images.},
year = {2016},
journal = {IEEE Trans. Medical Imaging},
author = {{Aurora Sáez} and {Javier Sánchez-Monedero} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/tnn/Perez-OrtizGTH16,
title = {Oversampling the Minority Class in the Feature Space.},
year = {2016},
journal = {IEEE Trans. Neural Networks Learn. Syst.},
author = {{María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Peter Tiño} and {César Hervás-Martínez}}
}
@inproceedings{conf/iwann/Dorado-MorenoCG17,
title = {Combining Reservoir Computing and Over-Sampling for Ordinal Wind Power Ramp Prediction.},
year = {2017},
booktitle = {IWANN (1)},
author = {{Manuel Dorado-Moreno} and {Laura Cornejo-Bueno} and {Pedro Antonio Gutiérrez} and {Luis Prieto} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 14th International Work-Conference on Artificial Neural Networks, IWANN 2017, Cadiz, Spain, June 14-16, 2017, Proceedings, Part I}
}
@inproceedings{conf/iwann/Duran-RosalGGSH17,
title = {A Coral Reef Optimization Algorithm for Wave Height Time Series Segmentation Problems.},
year = {2017},
booktitle = {IWANN (1)},
author = {{Antonio Manuel Durán-Rosal} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 14th International Work-Conference on Artificial Neural Networks, IWANN 2017, Cadiz, Spain, June 14-16, 2017, Proceedings, Part I}
}
@inproceedings{conf/iwann/GutierrezPS17,
title = {Class Switching Ensembles for Ordinal Regression.},
year = {2017},
booktitle = {IWANN (1)},
author = {{Pedro Antonio Gutiérrez} and {María Pérez-Ortiz 001} and {Alberto Suárez 001}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 14th International Work-Conference on Artificial Neural Networks, IWANN 2017, Cadiz, Spain, June 14-16, 2017, Proceedings, Part I}
}
@inproceedings{conf/iwann/Maestre-GarciaG17,
title = {An Iterated Greedy Algorithm for Improving the Generation of Synthetic Patterns in Imbalanced Learning.},
year = {2017},
booktitle = {IWANN (2)},
author = {{Francisco Javier Maestre-García} and {Carlos García-Martínez} and {María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 14th International Work-Conference on Artificial Neural Networks, IWANN 2017, Cadiz, Spain, June 14-16, 2017, Proceedings, Part II}
}
@inproceedings{conf/miua/Camacho-Canamon17,
title = {Estimating Rodent Brain Volume by a Deformable Contour Model.},
year = {2017},
booktitle = {MIUA},
author = {{Julio Camacho-Cañamón} and {María J. Carreira} and {Pedro Antonio Gutiérrez} and {Ramón Iglesias-Rey}},
publisher = {Springer},
booktitle = {Medical Image Understanding and Analysis - 21st Annual Conference, MIUA 2017, Edinburgh, UK, July 11-13, 2017, Proceedings}
}
@article{journals/artmed/Dorado-MorenoPG17,
title = {Dynamically weighted evolutionary ordinal neural network for solving an imbalanced liver transplantation problem.},
year = {2017},
journal = {Artif. Intell. Medicine},
author = {{Manuel Dorado-Moreno} and {María Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Rubén Ciria} and {Javier Briceño} and {César Hervás-Martínez}}
}
@article{journals/kbs/Perez-OrtizGAHC17,
title = {Synthetic semi-supervised learning in imbalanced domains: Constructing a model for donor-recipient matching in liver transplantation.},
year = {2017},
journal = {Knowl. Based Syst.},
author = {{M. Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {María Dolores Ayllón-Terán} and {N. Heaton} and {Rubén Ciria} and {Javier Briceño} and {César Hervás-Martínez}}
}
@article{journals/npl/Duran-RosalPGH17,
title = {Identifying Market Behaviours Using European Stock Index Time Series by a Hybrid Segmentation Algorithm.},
year = {2017},
journal = {Neural Process. Lett.},
author = {{Antonio Manuel Durán-Rosal} and {Monica-de la Paz-Marin} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/pai/Duran-RosalDGH17,
title = {Identification of extreme wave heights with an evolutionary algorithm in combination with a likelihood-based segmentation.},
year = {2017},
journal = {Prog. Artif. Intell.},
author = {{Antonio Manuel Durán-Rosal} and {Manuel Dorado-Moreno} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@inproceedings{conf/bioma/Duran-RosalGGH18,
title = {Hybrid Weighted Barebones Exploiting Particle Swarm Optimization Algorithm for Time Series Representation.},
year = {2018},
booktitle = {BIOMA},
author = {{Antonio Manuel Durán-Rosal} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Bioinspired Optimization Methods and Their Applications - 8th International Conference, BIOMA 2018, Paris, France, May 16-18, 2018, Proceedings}
}
@inproceedings{conf/caepia/Duran-RosalGSH18,
title = {An Empirical Validation of a New Memetic CRO Algorithm for the Approximation of Time Series.},
year = {2018},
booktitle = {CAEPIA},
author = {{Antonio Manuel Durán-Rosal} and {Pedro Antonio Gutiérrez} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Artificial Intelligence - 18th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2018, Granada, Spain, October 23-26, 2018, Proceedings}
}
@inproceedings{conf/ideal/Dorado-MorenoGS18,
title = {Wind Power Ramp Events Ordinal Prediction Using Minimum Complexity Echo State Networks.},
year = {2018},
booktitle = {IDEAL (2)},
author = {{Manuel Dorado-Moreno} and {Pedro Antonio Gutiérrez} and {Sancho Salcedo-Sanz} and {Luis Prieto} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2018 - 19th International Conference, Madrid, Spain, November 21-23, 2018, Proceedings, Part II}
}
@inproceedings{conf/ideal/Guijo-RubioDGGH18,
title = {Distribution-Based Discretisation and Ordinal Classification Applied to Wave Height Prediction.},
year = {2018},
booktitle = {IDEAL (2)},
author = {{David Guijo-Rubio} and {Antonio Manuel Durán-Rosal} and {Antonio M. Gómez-Orellana} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2018 - 19th International Conference, Madrid, Spain, November 21-23, 2018, Proceedings, Part II}
}
@inproceedings{conf/ijcnn/Perez-OrtizGTCS18,
title = {A mixture of experts model for predicting persistent weather patterns.},
year = {2018},
booktitle = {IJCNN},
author = {{M. Pérez-Ortiz 001} and {Pedro Antonio Gutiérrez} and {Peter Tiño} and {Carlos Casanova-Mateo} and {Sancho Salcedo-Sanz}},
publisher = {IEEE},
booktitle = {2018 International Joint Conference on Neural Networks, IJCNN 2018, Rio de Janeiro, Brazil, July 8-13, 2018}
}
@article{journals/asc/Duran-RosalGSH18,
title = {A statistically-driven Coral Reef Optimization algorithm for optimal size reduction of time series.},
year = {2018},
journal = {Appl. Soft Comput.},
author = {{Antonio Manuel Durán-Rosal} and {Pedro Antonio Gutiérrez} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez}}
}
@article{journals/asc/Sanchez-Monedero18,
title = {Partial order label decomposition approaches for melanoma diagnosis.},
year = {2018},
journal = {Appl. Soft Comput.},
author = {{Javier Sánchez-Monedero} and {María Pérez-Ortiz 001} and {Aurora Sáez} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/corr/abs-1810-11624,
title = {Time series clustering based on the characterisation of segment typologies.},
year = {2018},
journal = {CoRR},
author = {{David Guijo-Rubio} and {Antonio Manuel Durán-Rosal} and {Pedro Antonio Gutiérrez} and {Alicia Troncoso} and {César Hervás-Martínez}}
}
@article{journals/isci/Duran-RosalGMH18,
title = {Simultaneous optimisation of clustering quality and approximation error for time series segmentation.},
year = {2018},
journal = {Inf. Sci.},
author = {{Antonio Manuel Durán-Rosal} and {Pedro Antonio Gutiérrez} and {Francisco José Martínez-Estudillo} and {César Hervás-Martínez}}
}
@article{journals/nca/Fernandez-Navarro18,
title = {Time series forecasting by recurrent product unit neural networks.},
year = {2018},
journal = {Neural Comput. Appl.},
author = {{Francisco Fernández-Navarro} and {Maria Angeles de la Cruz} and {Pedro Antonio Gutiérrez} and {Adiel Castaño} and {César Hervás-Martínez}}
}
@inproceedings{conf/ideal/Guijo-RubioGTB19,
title = {A Hybrid Approach to Time Series Classification with Shapelets.},
year = {2019},
booktitle = {IDEAL (1)},
author = {{David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {Romain Tavenard} and {Anthony J. Bagnall}},
publisher = {Springer},
booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2019 - 20th International Conference, Manchester, UK, November 14-16, 2019, Proceedings, Part I}
}
@inproceedings{conf/ideal/Guijo-RubioVGAB19,
title = {Modelling Survival by Machine Learning Methods in Liver Transplantation: Application to the UNOS Dataset.},
year = {2019},
booktitle = {IDEAL (2)},
author = {{David Guijo-Rubio} and {Pedro J. Villalón-Vaquero} and {Pedro Antonio Gutiérrez} and {María Dolores Ayllón-Terán} and {Javier Briceño} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2019 - 20th International Conference, Manchester, UK, November 14-16, 2019, Proceedings, Part II}
}
@inproceedings{conf/iwinac/VargasGH19,
title = {Deep Ordinal Classification Based on the Proportional Odds Model.},
year = {2019},
booktitle = {IWINAC (2)},
author = {{Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {César Hervás}},
publisher = {Springer},
booktitle = {From Bioinspired Systems and Biomedical Applications to Machine Learning - 8th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2019, Almería, Spain, June 3-7, 2019, Proceedings, Part II}
}
@article{journals/apin/FernandezCGH19,
title = {Multi-objective evolutionary optimization using the relationship between F 1 and accuracy metrics in classification tasks.},
year = {2019},
journal = {Appl. Intell.},
author = {{Juan Carlos Fernández 001} and {Mariano Carbonero-Ruz} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/corr/abs-1905-13392,
title = {Deep ordinal classification based on cumulative link models.},
year = {2019},
journal = {CoRR},
author = {{Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/ijon/CanoGKWG19,
title = {Monotonic classification: An overview on algorithms, performance measures and data sets.},
year = {2019},
journal = {Neurocomputing},
author = {{José Ramón Cano} and {Pedro Antonio Gutiérrez} and {Bartosz Krawczyk} and {Michal Wozniak 001} and {Salvador García 001}}
}
@article{journals/ijon/Duran-RosalGPH19,
title = {A hybrid dynamic exploitation barebones particle swarm optimisation algorithm for time series segmentation.},
year = {2019},
journal = {Neurocomputing},
author = {{Antonio Manuel Durán-Rosal} and {Pedro Antonio Gutiérrez} and {Ángel Carmona Poyato} and {César Hervás-Martínez}}
}
@article{journals/ijon/Perez-OrtizDGSN19,
title = {On the use of evolutionary time series analysis for segmenting paleoclimate data.},
year = {2019},
journal = {Neurocomputing},
author = {{María Pérez-Ortiz 001} and {Antonio Manuel Durán-Rosal} and {Pedro Antonio Gutiérrez} and {Javier Sánchez-Monedero} and {Athanasia Nikolaou} and {Francisco Fernández-Navarro} and {César Hervás-Martínez}}
}
@article{journals/jmlr/Sanchez-Monedero19,
title = {ORCA: A Matlab/Octave Toolbox for Ordinal Regression.},
year = {2019},
journal = {J. Mach. Learn. Res.},
author = {{Javier Sánchez-Monedero} and {Pedro Antonio Gutiérrez} and {María Pérez-Ortiz 001}}
}
@article{journals/pai/Duran-RosalGSH19,
title = {Dynamical memetization in coral reef optimization algorithms for optimal time series approximation.},
year = {2019},
journal = {Prog. Artif. Intell.},
author = {{Antonio Manuel Durán-Rosal} and {Pedro Antonio Gutiérrez} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez}}
}
@article{journals/pai/Heredia-GomezGG19,
title = {OCAPIS: R package for Ordinal Classification and Preprocessing in Scala.},
year = {2019},
journal = {Prog. Artif. Intell.},
author = {{M. Cristina Heredia-Gómez} and {Salvador García 001} and {Pedro Antonio Gutiérrez} and {Francisco Herrera}}
}
@article{journals/tnn/HiroseMGAPKSRZL19,
title = {Editorial: Booming of Neural Networks and Learning Systems.},
year = {2019},
journal = {IEEE Trans. Neural Networks Learn. Syst.},
author = {{Akira Hirose} and {Alessio Micheli} and {Artur S. d'Avila Garcez} and {Choon Ki Ahn} and {Gang Pan} and {Hamid Reza Karimi} and {Jianbing Shen} and {José de Jesús Rubio} and {Lei Zhang 005} and {Lingjia Liu 001} and {Lorenzo Livi} and {Nian Zhang} and {Nishchal K. Verma} and {Pedro Antonio Gutiérrez} and {Qi Tian 001} and {Qinglai Wei} and {Seiichi Ozawa} and {Stuart H. Rubin} and {Wei-Neng Chen} and {Xi Li 001} and {Xiaofeng Liao 001} and {Youmin Zhang 001} and {Zhen Ni} and {Haibo He}}
}
@inproceedings{conf/cec/MartinLVGHC20,
title = {Statistically-driven Coral Reef metaheuristic for automatic hyperparameter setting and architecture design of Convolutional Neural Networks.},
year = {2020},
booktitle = {CEC},
author = {{Alejandro Martín} and {Raúl Lara-Cabrera} and {Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {David Camacho}},
publisher = {IEEE},
booktitle = {IEEE Congress on Evolutionary Computation, CEC 2020, Glasgow, United Kingdom, July 19-24, 2020}
}
@inproceedings{conf/ijcnn/Guijo-RubioGBH20,
title = {Time series ordinal classification via shapelets.},
year = {2020},
booktitle = {IJCNN},
author = {{David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {Anthony J. Bagnall} and {César Hervás-Martínez}},
publisher = {IEEE},
booktitle = {2020 International Joint Conference on Neural Networks, IJCNN 2020, Glasgow, United Kingdom, July 19-24, 2020}
}
@inproceedings{conf/pkdd/Guijo-RubioGBH20,
title = {Ordinal Versus Nominal Time Series Classification.},
year = {2020},
booktitle = {AALTD@PKDD/ECML},
author = {{David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {Anthony J. Bagnall} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advanced Analytics and Learning on Temporal Data - 5th ECML PKDD Workshop, AALTD 2020, Ghent, Belgium, September 18, 2020, Revised Selected Papers}
}
@article{journals/asc/MartinVGCH20,
title = {Optimising Convolutional Neural Networks using a Hybrid Statistically-driven Coral Reef Optimisation algorithm.},
year = {2020},
journal = {Appl. Soft Comput.},
author = {{Alejandro Martín} and {Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {David Camacho} and {César Hervás-Martínez}}
}
@article{journals/ijon/VargasGH20,
title = {Cumulative link models for deep ordinal classification.},
year = {2020},
journal = {Neurocomputing},
author = {{Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/nca/Guijo-RubioGCFG20,
title = {Prediction of convective clouds formation using evolutionary neural computation techniques.},
year = {2020},
journal = {Neural Comput. Appl.},
author = {{David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {Carlos Casanova-Mateo} and {Juan Carlos Fernández 001} and {Antonio M. Gómez-Orellana} and {Pablo Salvador-González} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez}}
}
@article{journals/nn/Dorado-MorenoNG20,
title = {Multi-task learning for the prediction of wind power ramp events with deep neural networks.},
year = {2020},
journal = {Neural Networks},
author = {{Manuel Dorado-Moreno} and {Nicolò Navarin} and {Pedro Antonio Gutiérrez} and {Luis Prieto} and {Alessandro Sperduti} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez}}
}
@article{journals/npl/Dorado-MorenoGC20,
title = {Ordinal Multi-class Architecture for Predicting Wind Power Ramp Events Based on Reservoir Computing.},
year = {2020},
journal = {Neural Process. Lett.},
author = {{Manuel Dorado-Moreno} and {Pedro Antonio Gutiérrez} and {Laura Cornejo-Bueno} and {Luis Prieto} and {Sancho Salcedo-Sanz} and {César Hervás-Martínez}}
}
@inproceedings{conf/caepia/Guijo-RubioVGH21,
title = {Studying the Effect of Different Lp Norms in the Context of Time Series Ordinal Classification.},
year = {2021},
booktitle = {CAEPIA},
author = {{David Guijo-Rubio} and {Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Artificial Intelligence - 19th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2020/2021, Málaga, Spain, September 22-24, 2021, Proceedings}
}
@inproceedings{conf/caepia/VargasGGH21,
title = {ReLU-Based Activations: Analysis and Experimental Study for Deep Learning.},
year = {2021},
booktitle = {CAEPIA},
author = {{Víctor Manuel Vargas} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Artificial Intelligence - 19th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2020/2021, Málaga, Spain, September 22-24, 2021, Proceedings}
}
@inproceedings{conf/fuzzIEEE/Rodriguez-Lozano21a,
title = {Enhancing the ORCA framework with a new Fuzzy Rule Base System implementation compatible with the JFML library.},
year = {2021},
booktitle = {FUZZ-IEEE},
author = {{Francisco J. Rodríguez-Lozano} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {José Manuel Soto-Hidalgo} and {Juan Carlos Gámez-Granados}},
publisher = {IEEE},
booktitle = {30th IEEE International Conference on Fuzzy Systems, FUZZ-IEEE 2021, Luxembourg, July 11-14, 2021}
}
@article{journals/eswa/Barbero-GomezGV21,
title = {An ordinal CNN approach for the assessment of neurological damage in Parkinson's disease patients.},
year = {2021},
journal = {Expert Syst. Appl.},
author = {{Javier Barbero-Gómez} and {Pedro Antonio Gutiérrez} and {Víctor Manuel Vargas} and {Juan-Antonio Vallejo-Casas} and {César Hervás-Martínez}}
}
@article{journals/tcyb/Guijo-RubioDGTH21,
title = {Time-Series Clustering Based on the Characterization of Segment Typologies.},
year = {2021},
journal = {IEEE Trans. Cybern.},
author = {{David Guijo-Rubio} and {Antonio Manuel Durán-Rosal} and {Pedro Antonio Gutiérrez} and {Alicia Troncoso} and {César Hervás-Martínez}}
}
@inproceedings{conf/cisis-spain/Duran-RosalGVGG22,
title = {Gamifying the Classroom for the Acquisition of Skills Associated with Machine Learning: A Two-Year Case Study.},
year = {2022},
booktitle = {CISIS-ICEUTE},
author = {{Antonio Manuel Durán-Rosal} and {David Guijo-Rubio} and {Víctor Manuel Vargas} and {Antonio M. Gómez-Orellana} and {Pedro Antonio Gutiérrez} and {Juan Carlos Fernández 001}},
publisher = {Springer},
booktitle = {International Joint Conference 15th International Conference on Computational Intelligence in Security for Information Systems (CISIS 2022) 13th International Conference on EUropean Transnational Education (ICEUTE 2022) - Proceedings, Salamanca, Spain, 5-7 September.}
}
@inproceedings{conf/iwinac/Diaz-LozanoGGH22,
title = {Clustering of COVID-19 Time Series Incidence Intensity in Andalusia, Spain.},
year = {2022},
booktitle = {IWINAC (1)},
author = {{Miguel Díaz-Lozano} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Bio-inspired Systems and Applications: from Robotics to Ambient Intelligence - 9th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2022, Puerto de la Cruz, Tenerife, Spain, May 31 - June 3, 2022, Proceedings, Part II}
}
@inproceedings{conf/softcomp/Ayllon-GavilanG22,
title = {Assessing the Efficient Market Hypothesis for Cryptocurrencies with High-Frequency Data Using Time Series Classification.},
year = {2022},
booktitle = {SOCO},
author = {{Rafael Ayllón-Gavilán} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {17th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2022) - Salamanca, Spain, September 5-7, 2022, Proceedings}
}
@inproceedings{conf/softcomp/RosatiRVGHBCCF22,
title = {Predictive Maintenance of ATM Machines by Modelling Remaining Useful Life with Machine Learning Techniques.},
year = {2022},
booktitle = {SOCO},
author = {{Riccardo Rosati 002} and {Luca Romeo} and {Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Lorenzo Bianchini} and {Alessandra Capriotti} and {Rosario Capparuccia} and {Emanuele Frontoni}},
publisher = {Springer},
booktitle = {17th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2022) - Salamanca, Spain, September 5-7, 2022, Proceedings}
}
@article{journals/eswa/Diaz-LozanoGGGT22,
title = {COVID-19 contagion forecasting framework based on curve decomposition and evolutionary artificial neural networks: A case study in Andalusia, Spain.},
year = {2022},
journal = {Expert Syst. Appl.},
author = {{Miguel Díaz-Lozano} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {Antonio Manuel Gómez-Orellana} and {Isaac Túñez} and {Luis Ortigosa-Moreno} and {Armando Romanos-Rodríguez} and {Javier Padillo-Ruiz} and {César Hervás-Martínez}}
}
@article{journals/nca/RosatiRVGHF22,
title = {A novel deep ordinal classification approach for aesthetic quality control classification.},
year = {2022},
journal = {Neural Comput. Appl.},
author = {{Riccardo Rosati 002} and {Luca Romeo} and {Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {Emanuele Frontoni}}
}
@article{journals/pr/VargasGH22,
title = {Unimodal regularisation based on beta distribution for deep ordinal regression.},
year = {2022},
journal = {Pattern Recognit.},
author = {{Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@inproceedings{conf/iwann/AyllonGavilanGGH23,
title = {A Dictionary-Based Approach to Time Series Ordinal Classification.},
year = {2023},
booktitle = {IWANN (2)},
author = {{Rafael Ayllón-Gavilán} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 17th International Work-Conference on Artificial Neural Networks, IWANN 2023, Ponta Delgada, Portugal, June 19-21, 2023, Proceedings, Part II}
}
@inproceedings{conf/iwann/BarberoGomezCCGH23,
title = {Evaluating the Performance of Explanation Methods on Ordinal Regression CNN Models.},
year = {2023},
booktitle = {IWANN (2)},
author = {{Javier Barbero-Gómez} and {Ricardo P. M. Cruz} and {Jaime S. Cardoso 001} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 17th International Work-Conference on Artificial Neural Networks, IWANN 2023, Ponta Delgada, Portugal, June 19-21, 2023, Proceedings, Part II}
}
@inproceedings{conf/iwann/RiveraGavilanVGBHG23,
title = {Ordinal Classification Approach for Donor-Recipient Matching in Liver Transplantation with Circulatory Death Donors.},
year = {2023},
booktitle = {IWANN (2)},
author = {{Marcos Rivera-Gavilán} and {Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {Javier Briceño} and {César Hervás-Martínez} and {David Guijo-Rubio}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 17th International Work-Conference on Artificial Neural Networks, IWANN 2023, Ponta Delgada, Portugal, June 19-21, 2023, Proceedings, Part II}
}
@inproceedings{conf/iwann/VargasADGHG23,
title = {Gramian Angular and Markov Transition Fields Applied to Time Series Ordinal Classification.},
year = {2023},
booktitle = {IWANN (2)},
author = {{Víctor Manuel Vargas} and {Rafael Ayllón-Gavilán} and {Antonio Manuel Durán-Rosal} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez} and {David Guijo-Rubio}},
publisher = {Springer},
booktitle = {Advances in Computational Intelligence - 17th International Work-Conference on Artificial Neural Networks, IWANN 2023, Ponta Delgada, Portugal, June 19-21, 2023, Proceedings, Part II}
}
@article{journals/cii/VargasGRRFH23,
title = {Deep learning based hierarchical classifier for weapon stock aesthetic quality control assessment.},
year = {2023},
journal = {Comput. Ind.},
author = {{Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {Riccardo Rosati 002} and {Luca Romeo} and {Emanuele Frontoni} and {César Hervás-Martínez}}
}
@article{journals/corr/abs-2306-10084,
title = {Convolutional and Deep Learning based techniques for Time Series Ordinal Classification.},
year = {2023},
journal = {CoRR},
author = {{Rafael Ayllón-Gavilán} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {Anthony J. Bagnall} and {César Hervás-Martínez}}
}
@article{journals/eaai/Vargas0HMRG23,
title = {A hybrid feature learning approach based on convolutional kernels for ATM fault prediction using event-log data.},
year = {2023},
journal = {Eng. Appl. Artif. Intell.},
author = {{Víctor Manuel Vargas} and {Riccardo Rosati 002} and {César Hervás-Martínez} and {Adriano Mancini} and {Luca Romeo} and {Pedro Antonio Gutiérrez}}
}
@article{journals/tnn/VargasGBH23,
title = {Activation Functions for Convolutional Neural Networks: Proposals and Experimental Study.},
year = {2023},
month = {March},
journal = {IEEE Trans. Neural Networks Learn. Syst.},
author = {{Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {Javier Barbero-Gómez} and {César Hervás-Martínez}}
}
@article{journals/asc/VargasGRRFH23,
title = {Exponential loss regularisation for encouraging ordinal constraint to shotgun stocks quality assessment.},
year = {2023},
month = {May},
journal = {Appl. Soft Comput.},
author = {{Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {Riccardo Rosati 002} and {Luca Romeo} and {Emanuele Frontoni} and {César Hervás-Martínez}}
}
@article{journals/inffus/VargasGBH23,
title = {Soft labelling based on triangular distributions for ordinal classification.},
year = {2023},
month = {May},
journal = {Inf. Fusion},
author = {{Víctor Manuel Vargas} and {Pedro Antonio Gutiérrez} and {Javier Barbero-Gómez} and {César Hervás-Martínez}}
}
@article{journals/eswa/DiazLozanoGGH23,
title = {Cluster analysis and forecasting of viruses incidence growth curves: Application to SARS-CoV-2.},
year = {2023},
month = {September},
journal = {Expert Syst. Appl.},
author = {{Miguel Díaz-Lozano} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/npl/BarberoGomezGH23,
title = {Error-Correcting Output Codes in the Framework of Deep Ordinal Classification.},
year = {2023},
month = {October},
journal = {Neural Process. Lett.},
author = {{Javier Barbero-Gómez} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}
@article{journals/isci/VargasDGGH23,
title = {Generalised triangular distributions for ordinal deep learning: Novel proposal and optimisation.},
year = {2023},
month = {November},
journal = {Inf. Sci.},
author = {{Víctor Manuel Vargas} and {Antonio Manuel Durán-Rosal} and {David Guijo-Rubio} and {Pedro Antonio Gutiérrez} and {César Hervás-Martínez}}
}