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
34 2020 Cumulative link models for deep ordinal classification VM Vargas, PA Gutiérrez, C Hervas-Martinez
Neurocomputing 401, 48-58, 2020
28 2020 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
21 2021 Unimodal regularisation based on beta distribution for deep ordinal regression VM Vargas, PA Gutiérrez, C Hervás-Martínez
Pattern Recognition 122, 108310, 2022
20 2022 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
17 2022 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 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
10 2023 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 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
9 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
9 2021 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
7 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
3 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
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 Studying the Effect of Different D Guijo-Rubio, VM Vargas, PA Gutiérrez, C Hervás-Martínez
Conference of the Spanish Association for Artificial Intelligence, 44-53, 2021
2 2021 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
1 2022 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 Deep Ordinal Classification in Forest Areas Using Light Detection and Ranging Point Clouds A Morales-Martín, FJ Mesas-Carrascosa, PA Gutiérrez, FJ Pérez-Porras, ...
Sensors 24 (7), 2168, 2024
2024 Learning Ordinal–Hierarchical Constraints for Deep Learning Classifiers R Rosati, L Romeo, VM Vargas, PA Gutiérrez, E Frontoni, ...
IEEE Transactions on Neural Networks and Learning Systems, 2024
2024 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
2023 
Pedro Antonio GutiérrezFull Professor of Computer Science, University of Córdoba (Spain)Email verificata su uco.es
