Metrics to guide a multi-objective evolutionary algorithm for ordinal classification
Cruz-Ramírez, M., Hervás-Martínez, C., Sánchez-Monedero, J., Gutiérrez, P.A.
Published in Neurocomputing (Amsterdam) (05.07.2014)
Published in Neurocomputing (Amsterdam) (05.07.2014)
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Journal Article
Exploitation of Pairwise Class Distances for Ordinal Classification
Sánchez-Monedero, J., Gutiérrez, Pedro A., Tiňo, Peter, Hervás-Martínez, C.
Published in Neural computation (01.09.2013)
Published in Neural computation (01.09.2013)
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Journal Article
Simultaneous modelling of rainfall occurrence and amount using a hierarchical nominal–ordinal support vector classifier
Sánchez-Monedero, J., Salcedo-Sanz, S., Gutiérrez, P.A., Casanova-Mateo, C., Hervás-Martínez, C.
Published in Engineering applications of artificial intelligence (01.09.2014)
Published in Engineering applications of artificial intelligence (01.09.2014)
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Journal Article
A Study on Multi-Scale Kernel Optimisation via Centered Kernel-Target Alignment
Pérez-Ortiz, M., Gutiérrez, P. A., Sánchez-Monedero, J., Hervás-Martínez, C.
Published in Neural processing letters (01.10.2016)
Published in Neural processing letters (01.10.2016)
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Journal Article
Time Series Segmentation of Paleoclimate Tipping Points by an Evolutionary Algorithm
Pérez-Ortiz, M., Gutiérrez, P. A., Sánchez-Monedero, J., Hervás-Martínez, C., Nikolaou, Athanasia, Dicaire, Isabelle, Fernández-Navarro, Francisco
Published in Hybrid Artificial Intelligence Systems (2014)
Published in Hybrid Artificial Intelligence Systems (2014)
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Book Chapter
EVALUATING THE PERFORMANCE OF EVOLUTIONARY EXTREME LEARNING MACHINES BY A COMBINATION OF SENSITIVITY AND ACCURACY MEASURES
Sánchez-Monedero, J, Hervás-Martínez, C, Gutiérrez, P A, Ruz, Mariano Carbonero, Moreno, M C Ramírez, Cruz-Ramírez, M
Published in Neural network world (01.01.2010)
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Published in Neural network world (01.01.2010)
Journal Article
Kernelising the Proportional Odds Model through kernel learning techniques
Pérez-Ortiz, M., Gutiérrez, P.A., Cruz-Ramírez, M., Sánchez-Monedero, J., Hervás-Martínez, C.
Published in Neurocomputing (Amsterdam) (21.09.2015)
Published in Neurocomputing (Amsterdam) (21.09.2015)
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Journal Article
Memetic pareto differential evolutionary artificial neural networks to determine growth multi-classes in predictive microbiology
Cruz-Ramírez, M., Sánchez-Monedero, J., Fernández-Navarro, F., Fernández, J. C., Hervás-Martínez, C.
Published in Evolutionary intelligence (01.12.2010)
Published in Evolutionary intelligence (01.12.2010)
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Journal Article
Learning Artificial Neural Networks multiclassifiers by evolutionary multiobjective differential evolution guided by statistical distributions
Cruz-Ramírez, M, Hervás-Martínez, C, Fernández, J C, Sánchez-Monedero, J
Published in The 2010 International Joint Conference on Neural Networks (IJCNN) (01.07.2010)
Published in The 2010 International Joint Conference on Neural Networks (IJCNN) (01.07.2010)
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Conference Proceeding
Hybrid Pareto Differential Evolutionary Artificial Neural Networks to Determined Growth Multi-classes in Predictive Microbiology
Cruz-Ramírez, M., Sánchez-Monedero, J., Fernández-Navarro, F., Fernández, J. C., Hervás-Martínez, C.
Published in Trends in Applied Intelligent Systems (2010)
Published in Trends in Applied Intelligent Systems (2010)
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Book Chapter
Representing ordinal input variables in the context of ordinal classification
Gutierrez, P. A., Perez-Ortiz, M., Sanchez-Monedero, J., Hervas-Martinez, C.
Published in 2016 International Joint Conference on Neural Networks (IJCNN) (01.07.2016)
Published in 2016 International Joint Conference on Neural Networks (IJCNN) (01.07.2016)
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Conference Proceeding
A preliminary study of ordinal metrics to guide a multi-objective evolutionary algorithm
Cruz-Ramirez, M., Hervas-Martinez, C., Sanchez-Monedero, J., Gutierrez, P. A.
Published in 2011 11th International Conference on Intelligent Systems Design and Applications (01.11.2011)
Published in 2011 11th International Conference on Intelligent Systems Design and Applications (01.11.2011)
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Conference Proceeding
On the suitability of Extreme Learning Machine for gene classification using feature selection
Sanchez-Monedero, J, Cruz-Ramirez, M, Fernandez-Navarro, F, Fernandez, J C, Gutierrez, P A, Hervas-Martinez, C
Published in 2010 10th International Conference on Intelligent Systems Design and Applications (01.11.2010)
Published in 2010 10th International Conference on Intelligent Systems Design and Applications (01.11.2010)
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Conference Proceeding
Evaluating nominal and ordinal classifiers for wind speed prediction from synoptic pressure patterns
Gutierrez, P. A., Salcedo-Sanz, Sancho, Hervas-Martinez, C., Carro-Calvo, L., Sanchez-Monedero, J., Prieto, L.
Published in 2011 11th International Conference on Intelligent Systems Design and Applications (01.11.2011)
Published in 2011 11th International Conference on Intelligent Systems Design and Applications (01.11.2011)
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Conference Proceeding
Numerical variable reconstruction from ordinal categories based on probability distributions
Sanchez-Monedero, J., Carbonero-Ruz, M., Becerra-Alonso, D., Martinez-Estudillo, F. J., Gutierrez, P. A., Hervas-Martinez, C.
Published in 2011 11th International Conference on Intelligent Systems Design and Applications (01.11.2011)
Published in 2011 11th International Conference on Intelligent Systems Design and Applications (01.11.2011)
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Conference Proceeding
Selecting the best artificial neural network model from a multi-objective Differential Evolution Pareto front
Cruz-Ramirez, M., Fernandez, J. C., Fernandez-Navarro, F., Sanchez-Monedero, J., Hervas-Martinez, C.
Published in 2011 IEEE Symposium on Differential Evolution (SDE) (01.04.2011)
Published in 2011 IEEE Symposium on Differential Evolution (SDE) (01.04.2011)
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Conference Proceeding