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An Evolutionary Artificial Neural Network approach for spatio-temporal wave height time series reconstruction Guijo-Rubio D. , DURAN ROSAL, ANTONIO MANUEL, Gómez-Orellana A.M. , Fernández J.C. 01/10/2023 Article |
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Generalised triangular distributions for ordinal deep learning: Novel proposal and optimisation Vargas V.M. , DURAN ROSAL, ANTONIO MANUEL, Guijo-Rubio D. , Gutiérrez P.A. , Hervás-Martínez C. 01/09/2023 Article |
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Boosting ridge for the extreme learning machine globally optimised for classification and regression problems Peralez-González C. , PÉREZ RODRÍGUEZ, JAVIER, DURAN ROSAL, ANTONIO MANUEL 24/04/2023 Article |
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A multi-class classification model with parametrized target outputs for randomized-based feedforward neural networks DURAN ROSAL, ANTONIO MANUEL, Durán-Fernández A. , FERNÁNDEZ NAVARRO, FRANCISCO DE ASÍS, CARBONERO RUZ, MARIANO 16/12/2022 Article |
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A mixed distribution to fix the threshold for Peak-Over-Threshold wave height estimation DURAN ROSAL, ANTONIO MANUEL, CARBONERO RUZ, MARIANO, Gutiérrez P.A. , Hervás-Martínez C. 15/10/2022 Article |
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Empowering the Data Scientist professional profile through\r competition dynamics Guijo Rubio, David , Vargas Yun, Víctor , DURAN ROSAL, ANTONIO MANUEL, Gómez Orellana, Antonio Manuel , Barbero Gómez, Javier , Fernández Caballero, Juan Carlos , Gutiérrez Peña, Pedro Antonio 05/10/2021 Article |
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Ordinal classification of the affectation level of 3D-images in Parkinson diseases DURAN ROSAL, ANTONIO MANUEL, Camacho Cañamón, Julio , Gutiérrez Peña, Pedro Antonio , Guiote Moreno, Maria Victoria , Rodríguez Cáceres, Ester , Vallejo Casas, Juan Antonio , Hervás Martínez, César 29/03/2021 Article |
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A new approach for optimal offline time-series segmentation with error bound guarantee Carmona-Poyato Á. , Fernández-Garcia N.L. , Madrid-Cuevas F.J. , DURAN ROSAL, ANTONIO MANUEL 01/01/2021 Article |
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Evolutionary artificial neural networks for accurate solar radiation prediction Guijo-Rubio D. , DURAN ROSAL, ANTONIO MANUEL, Gutiérrez P.A. , Gómez-Orellana A.M. , Casanova-Mateo C. , Sanz-Justo J. , Salcedo-Sanz S. , Hervás-Martínez C. 01/11/2020 Article |
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A new approach for optimal time -series segmentation ? Carmona-Poyato, Angel , Luis Fernandez-Garcia, Nicolas , Jose Madrid-Cuevas, Francisco , DURAN ROSAL, ANTONIO MANUEL 01/07/2020 Article |
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Time series clustering based on the characterisation of segment typologies Guijo Rubio, David , DURAN ROSAL, ANTONIO MANUEL, Gutiérrez Peña, Pedro Antonio , Troncoso, Alicia , Hervás Martínez, César 15/01/2020 Article |
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Simultaneous optimisation of clustering quality and approximation error for time series segmentation DURAN ROSAL, ANTONIO MANUEL, Antonio Gutierrez, Pedro , MARTÍNEZ ESTUDILLO, FRANCISCO JOSÉ, Hervas-Martinez, Cesar 01/05/2018 Article |
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On the use of evolutionary time series analysis for segmenting paleoclimate data Perez-Ortiz, M. , DURAN ROSAL, ANTONIO MANUEL, Gutierrez, P. A. , SÁNCHEZ MONEDERO, JAVIER, Nikolaou, A. , FERNÁNDEZ NAVARRO, FRANCISCO DE ASÍS, Hervas-Martinez, C. 31/01/2018 Article |
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Massive missing data reconstruction in ocean buoys with evolutionary product unit neural networks DURAN ROSAL, ANTONIO MANUEL, Hervas-Martinez, C. , Tallon-Ballesteros, A. J. , MARTÍNEZ ESTUDILLO, ALFONSO CARLOS, Salcedo-Sanz, S. 01/05/2016 Article |
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Detection of early warning signals in paleoclimate data using a genetic time series segmentation algorithm Nikolaou, Athanasia , Antonio Gutierrez, Pedro , DURAN ROSAL, ANTONIO MANUEL, Dicaire, Isabelle , FERNÁNDEZ NAVARRO, FRANCISCO DE ASÍS, Hervas-Martinez, Cesar 01/04/2015 Article |
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Gramian Angular and Markov Transition Fields Applied to Time Series Ordinal Classification Vargas V.M. , Ayllón-Gavilán R. , DURAN ROSAL, ANTONIO MANUEL, Gutiérrez P.A. , Hervás-Martínez C. , Guijo-Rubio D. 01/01/2023 Conference Paper |
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Gamifying the Classroom for the Acquisition of Skills Associated with Machine Learning: A Two-Year Case Study DURAN ROSAL, ANTONIO MANUEL, Guijo-Rubio D. , Vargas V.M. , Gómez-Orellana A.M. , Gutiérrez P.A. , Fernández J.C. 05/11/2022 Conference Paper |
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Detection of early warning signals in paleoclimate data using a genetic time series segmentation algorithm Nikolaou, Athanasia , Gutiérrez Peña, Pedro Antonio , DURAN ROSAL, ANTONIO MANUEL, FERNÁNDEZ NAVARRO, FRANCISCO DE ASÍS, HERVAS MARTINEZ, CESAR , PÉREZ ORTIZ, MARÍA 16/09/2018 Ponencia del Congreso |
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Time series representation by a novel hybrid segmentation algorithm DURAN ROSAL, ANTONIO MANUEL, Gutiérrez Peña, Pedro Antonio , HERVAS MARTINEZ, CESAR , MARTÍNEZ ESTUDILLO, FRANCISCO JOSÉ 18/04/2016 Ponencia del Congreso |
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Time Series Representation by a Novel Hybrid Segmentation Algorithm DURAN ROSAL, ANTONIO MANUEL, Antonio Gutierrez-Pena, Pedro , MARTÍNEZ ESTUDILLO, FRANCISCO JOSÉ, Hervas-Martinez, Cesar 01/01/2016 Proceedings Paper |
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Applying a Hybrid Algorithm to the Segmentation of the Spanish Stock Market Index Time Series DURAN ROSAL, ANTONIO MANUEL, de la Paz-Marin, Monica , Antonio Gutierrez, Pedro , Hervas-Martinez, Cesar 01/01/2015 Proceedings Paper |
| Capítulos y libros |
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Machine Learning Applications in Real-World Time Series Problems 28/02/2023 Capítulo de un Libro |
| Proyecto |
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Evaluación de la Actividad turística en Andalucía Consultoría 25/07/2023 Importe: 13053 € Investigador Principal: HORACIO MOLINA SÁNCHEZ |
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Estudio, inventario y caracterización de diseñadores de moda en Andalucía Consultoría 24/04/2023 Importe: 13491 € Investigador Principal: ROSA MELERO BOLAÑOS |
| Tesis |
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Desarrollo de Algoritmos Bioinspirados para el entrenamiento de Redes Neuronales Extreme Learning Machine Defendida el 16/02/2023 |
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Modelo de clasificación multiclase de Extreme Learning Machine con salidas objetivo parametrizadas Defendida el 20/07/2022 |
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Clustering de Series Temporales en el Espacio Kernel Defendida el 28/06/2022 |
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Implementación de un algoritmo evolutivo de arrecifes de coral para el entrenamiento de redes neuronales artificiales Defendida el 01/01/2019 |
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Clasificación Ordinal mediante Redes Neuronales Residuales aplicada al Reconocimiento de Edad en Rostros. Directores: Pedro Antonio Gutiérrez Peña y Antonio Manuel Durán Rosal Defendida el 01/01/2018 |
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