Optimising convolutional neural networks using a hybrid statistically-driven coral reef optimisation algorithm A Martín, VM Vargas, PA Gutiérrez, D Camacho, C Hervás-Martínez Applied Soft Computing 90, 106144, 2020 | 39 | 2020 |
Cumulative link models for deep ordinal classification VM Vargas, PA Gutiérrez, C Hervas-Martinez Neurocomputing 401, 48-58, 2020 | 32 | 2020 |
Unimodal regularisation based on beta distribution for deep ordinal regression VM Vargas, PA Gutiérrez, C Hervás-Martínez Pattern Recognition 122, 108310, 2022 | 26 | 2022 |
An ordinal CNN approach for the assessment of neurological damage in Parkinson’s disease patients J Barbero-Gómez, PA Gutiérrez, VM Vargas, JA Vallejo-Casas, ... Expert Systems with Applications 182, 115271, 2021 | 26 | 2021 |
A novel deep ordinal classification approach for aesthetic quality control classification R Rosati, L Romeo, VM Vargas, PA Gutiérrez, C Hervás-Martínez, ... Neural Computing and Applications 34 (14), 11625-11639, 2022 | 18 | 2022 |
Soft labelling based on triangular distributions for ordinal classification VM Vargas, PA Gutiérrez, J Barbero-Gómez, C Hervás-Martínez Information Fusion 93, 258-267, 2023 | 14 | 2023 |
Deep learning based hierarchical classifier for weapon stock aesthetic quality control assessment VM Vargas, PA Gutiérrez, R Rosati, L Romeo, E Frontoni, ... Computers in Industry 144, 103786, 2023 | 14 | 2023 |
Activation functions for convolutional neural networks: Proposals and experimental study VM Vargas, PA Gutiérrez, J Barbero-Gómez, C Hervás-Martínez IEEE Transactions on Neural Networks and Learning Systems 34 (3), 1478-1488, 2021 | 11 | 2021 |
Deep ordinal classification based on the proportional odds model VM Vargas, PA Gutiérrez, C Hervás From Bioinspired Systems and Biomedical Applications to Machine Learning …, 2019 | 11 | 2019 |
Statistically-driven coral reef metaheuristic for automatic hyperparameter setting and architecture design of convolutional neural networks A Martin, R Lara-Cabrera, VM Vargas, PA Gutiérrez, C Hervás-Martínez, ... 2020 IEEE Congress on Evolutionary Computation (CEC), 1-8, 2020 | 10 | 2020 |
Relu-based activations: Analysis and experimental study for deep learning VM Vargas, D Guijo-Rubio, PA Gutiérrez, C Hervás-Martínez Conference of the Spanish Association for Artificial Intelligence, 33-43, 2021 | 8 | 2021 |
Exponential loss regularisation for encouraging ordinal constraint to shotgun stocks quality assessment VM Vargas, PA Gutiérrez, R Rosati, L Romeo, E Frontoni, ... Applied Soft Computing 138, 110191, 2023 | 7 | 2023 |
A hybrid feature learning approach based on convolutional kernels for ATM fault prediction using event-log data VM Vargas, R Rosati, C Hervás-Martínez, A Mancini, L Romeo, ... Engineering Applications of Artificial Intelligence 123, 106463, 2023 | 4 | 2023 |
Generalised triangular distributions for ordinal deep learning: Novel proposal and optimisation VM Vargas, AM Durán-Rosal, D Guijo-Rubio, PA Gutiérrez, ... Information Sciences 648, 119606, 2023 | 2 | 2023 |
Gamifying the classroom for the acquisition of skills associated with Machine Learning: a two-year case study AM Durán-Rosal, D Guijo-Rubio, VM Vargas, AM Gómez-Orellana, ... Computational Intelligence in Security for Information Systems Conference …, 2022 | 2 | 2022 |
Predictive maintenance of ATM machines by modelling remaining useful life with machine learning techniques R Rosati, L Romeo, VM Vargas, PA Gutiérrez, C Hervás-Martínez, ... International Workshop on Soft Computing Models in Industrial and …, 2022 | 2 | 2022 |
Studying the Effect of Different Norms in the Context of Time Series Ordinal Classification D Guijo-Rubio, VM Vargas, PA Gutiérrez, C Hervás-Martínez Conference of the Spanish Association for Artificial Intelligence, 44-53, 2021 | 2 | 2021 |
ORFEO: Ordinal classifier and Regressor Fusion for Estimating an Ordinal categorical target AM Gómez-Orellana, D Guijo-Rubio, PA Gutiérrez, C Hervás-Martínez, ... Engineering Applications of Artificial Intelligence 133, 108462, 2024 | 1 | 2024 |
Potenciando el perfil profesional Científico de Datos mediante dinámicas de competición DG Rubio, VV Yun, AMD Rosal, AMG Orellana, JB Gómez, JCF Caballero, ... Revista de Innovación y Buenas Prácticas Docentes 10 (2), 101-116, 2021 | 1 | 2021 |
EBANO: A novel Ensemble BAsed on uNimodal Ordinal classifiers for the prediction of significant wave height VM Vargas, AM Gómez-Orellana, PA Gutiérrez, C Hervás-Martínez, ... Knowledge-Based Systems 300, 112223, 2024 | | 2024 |