Personal information

Time series, Evolutionary algorithms, Machine Learning, Segmentation, Artificial Neural Networks
Spain

Biography

Antonio Manuel Durán-Rosal received the B.S. and M.Sc. degrees in computer science and the Ph.D. degree in advanced computing, energy and plasmas from the University of Córdoba, Córdoba, Spain, in 2014, 2016, and 2019, respectively. Currently, he is working as an Associate Professor with the Universidad Loyola Andalucía, Córdoba. His current interests include a wide range of topics concerning machine learning, pattern recognition, and time series analysis.

Activities

Employment (4)

Universidad Loyola Andalucía: Cordoba, Andalucía, ES

2019-08-26 to present | Associate Professor (Department of Quantitative Methods)
Employment
Source: Self-asserted source
Antonio Manuel Durán Rosal

Universidad de Córdoba: Cordoba, Andalucía, ES

2015-10-01 to 2019-05-17 | FPU Predoctoral Researcher (Department of Computer Science and Numerical Analysis)
Employment
Source: Self-asserted source
Antonio Manuel Durán Rosal

Universidad de Córdoba: Cordoba, Andalucía, ES

2014-11-01 to 2015-09-30 | Research Hired (Department of Computer Science and Numerical Analysis)
Employment
Source: Self-asserted source
Antonio Manuel Durán Rosal

Universidad de Córdoba: Cordoba, Andalucía, ES

2013-10-01 to 2014-07-01 | Honorary Collaborator (Department of Computer Science and Numerical Analysis)
Employment
Source: Self-asserted source
Antonio Manuel Durán Rosal

Education and qualifications (4)

Universidad de Córdoba: Cordoba, Andalucía, ES

2018 to 2019 | Máster en Profesorado de Enseñanza Secundaria Obligatoria y Bachillerato, Formación Profesional y Enseñanza de Idiomas
Education
Source: Self-asserted source
Antonio Manuel Durán Rosal

Universidad de Córdoba: Cordoba, Andalucía, ES

2016 to 2019 | Phd en Computación avanzada, energía y plasmas
Education
Source: Self-asserted source
Antonio Manuel Durán Rosal

Universidad de Córdoba: Cordoba, Andalucía, ES

2014 to 2016 | Máster en Ingeniería Informática
Education
Source: Self-asserted source
Antonio Manuel Durán Rosal

Universidad de Córdoba: Cordoba, Andalucía, ES

2010 to 2014 | Grado en Ingeniería Informática
Education
Source: Self-asserted source
Antonio Manuel Durán Rosal

Funding (3)

Ayudas de movilidad para estancias breves y traslados temporales

2018-03 to 2018-06 | Grant
Ministerio de Educación, Cultura y Deporte (Madrid, ES)
GRANT_NUMBER:

EST17/00297

Source: Self-asserted source
Antonio Manuel Durán Rosal

Ayudas para contratos predoctorales de Formación del Profesorado Universitario FPU

2015 to 2019 | Contract
Ministerio de Educación, Cultura y Deporte (Madrid, ES)
GRANT_NUMBER: FPU14/03039
Source: Self-asserted source
Antonio Manuel Durán Rosal

Beca de Colaboración MECD

2013 to 2014 | Grant
Ministerio de Educación, Cultura y Deporte (Madrid, ES)
Source: Self-asserted source
Antonio Manuel Durán Rosal

Works (31)

Gramian Angular and Markov Transition Fields Applied to Time Series Ordinal Classification

2023 | Book chapter
Contributors: Víctor Manuel Vargas; Rafael Ayllón-Gavilán; Antonio Manuel Durán-Rosal; Pedro Antonio Gutiérrez; César Hervás-Martínez; David Guijo-Rubio
Source: check_circle
Crossref

An Evolutionary Artificial Neural Network approach for spatio-temporal wave height time series reconstruction

Applied Soft Computing
2023-10 | Journal article
Contributors: David Guijo-Rubio; Antonio M. Durán-Rosal; Antonio M. Gómez-Orellana; Juan C. Fernández
Source: check_circle
Crossref

A multi-class classification model with parametrized target outputs for randomized-based feedforward neural networks

Applied Soft Computing
2023-01 | Journal article
Contributors: Antonio Manuel Durán-Rosal; Aggeo Durán-Fernández; Francisco Fernández-Navarro; Mariano Carbonero-Ruz
Source: check_circle
Crossref

A new approach for optimal offline time-series segmentation with error bound guarantee

Pattern Recognition
2021 | Journal article
EID:

2-s2.0-85101905482

Part of ISSN: 00313203
Contributors: Carmona-Poyato, Á.; Fernández-Garcia, N.L.; Madrid-Cuevas, F.J.; Durán-Rosal, A.M.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Ordinal classification of the affectation level of 3D-images in Parkinson diseases

Scientific Reports
2021 | Journal article
EID:

2-s2.0-85103563638

Part of ISSN: 20452322
Contributors: Durán-Rosal, A.M.; Camacho-Cañamón, J.; Gutiérrez, P.A.; Guiote Moreno, M.V.; Rodríguez-Cáceres, E.; Vallejo Casas, J.A.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Potenciando el perfil profesional Científico de Datos mediante dinámicas de competición

Revista de Innovación y Buenas Prácticas Docentes
2021-10-14 | Journal article
Contributors: David Guijo Rubio; Victor Vargas Yun; Antonio Manuel Durán Rosal; Antonio Manuel Gómez Orellana; Javier Barbero Gómez; Juan Carlos Fernández Caballero; Pedro Antonio Gutiérrez Peña
Source: check_circle
Crossref

A new approach for optimal time-series segmentation

Pattern Recognition Letters
2020 | Journal article
EID:

2-s2.0-85084177037

Part of ISSN: 01678655
Contributors: Carmona-Poyato, Á.; Fernández-García, N.L.; Madrid-Cuevas, F.J.; Durán-Rosal, A.M.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Evolutionary artificial neural networks for accurate solar radiation prediction

Energy
2020 | Journal article
EID:

2-s2.0-85089243647

Part of ISSN: 03605442
Contributors: Guijo-Rubio, D.; Durán-Rosal, A.M.; Gutiérrez, P.A.; Gómez-Orellana, A.M.; Casanova-Mateo, C.; Sanz-Justo, J.; Salcedo-Sanz, S.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Time-Series Clustering Based on the Characterization of Segment Typologies

IEEE Transactions on Cybernetics
2020 | Journal article
Part of ISSN: 2168-2267
Part of ISSN: 2168-2275
Source: Self-asserted source
Antonio Manuel Durán Rosal

A hybrid dynamic exploitation barebones particle swarm optimisation algorithm for time series segmentation

Neurocomputing
2019 | Journal article
EID:

2-s2.0-85063038290

Contributors: Durán-Rosal, A.M.; Gutiérrez, P.A.; Carmona-Poyato, Á.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier
grade
Preferred source (of 2)‎

Dynamical memetization in coral reef optimization algorithms for optimal time series approximation

Progress in Artificial Intelligence
2019 | Journal article
EID:

2-s2.0-85065141387

Contributors: Durán-Rosal, A.M.; Gutiérrez, P.A.; Salcedo-Sanz, S.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier
grade
Preferred source (of 2)‎

On the use of evolutionary time series analysis for segmenting paleoclimate data

Neurocomputing
2019 | Journal article
EID:

2-s2.0-85030174993

Contributors: Pérez-Ortiz, M.; Durán-Rosal, A.M.; Gutiérrez, P.A.; Sánchez-Monedero, J.; Nikolaou, A.; Fernández-Navarro, F.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

A statistically-driven Coral Reef Optimization algorithm for optimal size reduction of time series

Applied Soft Computing Journal
2018 | Journal article
EID:

2-s2.0-85037352898

Contributors: Durán-Rosal, A.M.; Gutiérrez, P.A.; Salcedo-Sanz, S.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier
grade
Preferred source (of 2)‎

An empirical validation of a new memetic CRO algorithm for the approximation of time series

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018 | Book
EID:

2-s2.0-85055718994

Contributors: Durán-Rosal, A.M.; Gutiérrez, P.A.; Salcedo-Sanz, S.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Distribution-based discretisation and ordinal classification applied to wave height prediction

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018 | Book
EID:

2-s2.0-85057123513

Contributors: Guijo-Rubio, D.; Durán-Rosal, A.M.; Gómez-Orellana, A.M.; Gutiérrez, P.A.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Efficient fog prediction with multi-objective evolutionary neural networks

Applied Soft Computing Journal
2018 | Journal article
EID:

2-s2.0-85048483875

Contributors: Durán-Rosal, A.M.; Fernández, J.C.; Casanova-Mateo, C.; Sanz-Justo, J.; Salcedo-Sanz, S.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Hybrid weighted barebones exploiting particle swarm optimization algorithm for time series representation

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018 | Book
EID:

2-s2.0-85047470022

Contributors: Durán-Rosal, A.M.; Guijo-Rubio, D.; Gutiérrez, P.A.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier
grade
Preferred source (of 2)‎

Simultaneous optimisation of clustering quality and approximation error for time series segmentation

Information Sciences
2018 | Journal article
EID:

2-s2.0-85042406431

Contributors: Durán-Rosal, A.M.; Gutiérrez, P.A.; Martínez-Estudillo, F.J.; Hérvas-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Detection of early warning signals in paleoclimate data using a genetic time series segmentation algorithm

European Planetary Science Congress (EPSC2018)
2018-09-21 | Conference paper
Source: Self-asserted source
Antonio Manuel Durán Rosal

A coral reef optimization algorithm for wave height time series segmentation problems

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2017 | Book
EID:

2-s2.0-85020545454

Contributors: Durán-Rosal, A.M.; Guijo-Rubio, D.; Gutiérrez, P.A.; Salcedo-Sanz, A.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier
grade
Preferred source (of 2)‎

Detection and prediction of segments containing extreme significant wave heights

Ocean Engineering
2017 | Journal article
EID:

2-s2.0-85030485955

Contributors: Durán-Rosal, A.M.; Fernández, J.C.; Gutiérrez, P.A.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Hybridization of neural network models for the prediction of Extreme Significant Wave Height segments

2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016
2017 | Conference paper
EID:

2-s2.0-85015986790

Contributors: Duran-Rosal, A.M.; Fernandez, J.C.; Gutierrez, P.A.; Hervas-Martinez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier
grade
Preferred source (of 2)‎

Identification of extreme wave heights with an evolutionary algorithm in combination with a likelihood-based segmentation

Progress in Artificial Intelligence
2017 | Journal article
EID:

2-s2.0-85056085358

Contributors: Durán-Rosal, A.M.; Dorado-Moreno, M.; Gutiérrez, P.A.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Identifying Market Behaviours Using European Stock Index Time Series by a Hybrid Segmentation Algorithm

Neural Processing Letters
2017 | Journal article
EID:

2-s2.0-85010822042

Contributors: Durán-Rosal, A.M.; de la Paz-Marín, M.; Gutiérrez, P.A.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier
grade
Preferred source (of 2)‎

Multiobjective time series segmentation by improving clustering quality and reducing approximation error

MAEB 2017
2017 | Conference paper
Source: Self-asserted source
Antonio Manuel Durán Rosal

Massive missing data reconstruction in ocean buoys with evolutionary product unit neural networks

Ocean Engineering
2016 | Journal article
EID:

2-s2.0-84962438996

Contributors: Durán-Rosal, A.M.; Hervás-Martínez, C.; Tallón-Ballesteros, A.J.; Martínez-Estudillo, A.C.; Salcedo-Sanz, S.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Multiclass prediction of wind power ramp events combining reservoir computing and support vector machines

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2016 | Book
EID:

2-s2.0-84988679587

Contributors: Dorado-Moreno, M.; Durán-Rosal, A.M.; Guijo-Rubio, D.; Gutiérrez, P.A.; Prieto, L.; Salcedo-Sanz, S.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier
grade
Preferred source (of 2)‎

On the use of the beta distribution for a hybrid time series segmentation algorithm

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2016 | Book
EID:

2-s2.0-84988663822

Contributors: Durán-Rosal, A.M.; Dorado-Moreno, M.; Gutiérrez, P.A.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier
grade
Preferred source (of 2)‎

Time series representation by a novel hybrid segmentation algorithm

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2016 | Book
EID:

2-s2.0-84964070282

Contributors: Durán-Rosal, A.M.; Gutiérrez-Peña, P.A.; Martínez-Estudillo, F.J.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Applying a hybrid algorithm to the segmentation of the spanish stock market index time series

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2015 | Book
EID:

2-s2.0-84937700075

Contributors: Durán-Rosal, A.M.; de la Paz-Marín, M.; Gutiérrez, P.A.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier

Detection of early warning signals in paleoclimate data using a genetic time series segmentation algorithm

Climate Dynamics
2015 | Journal article
EID:

2-s2.0-84925514342

Contributors: Nikolaou, A.; Gutiérrez, P.A.; Durán, A.; Dicaire, I.; Fernández-Navarro, F.; Hervás-Martínez, C.
Source: Self-asserted source
Antonio Manuel Durán Rosal via Scopus - Elsevier
grade
Preferred source (of 2)‎