PHILNet: A novel efficient approach for time series forecasting using deep learning MJ Jiménez-Navarro, M Martínez-Ballesteros, F Martínez-Álvarez, ... Information Sciences 632, 815-832, 2023 | 12 | 2023 |
Feature-aware drop layer (FADL): a nonparametric neural network layer for feature selection MJ Jiménez-Navarro, M Martínez-Ballesteros, IS Sousa Brito, ... International Workshop on Soft Computing Models in Industrial and …, 2022 | 7 | 2022 |
HLNet: A novel hierarchical deep neural network for time series forecasting MJ Jiménez-Navarro, F Martínez-Álvarez, A Troncoso, G Asencio-Cortés 16th International Conference on Soft Computing Models in Industrial and …, 2022 | 7 | 2022 |
Electricity consumption time series forecasting using temporal convolutional networks JF Torres, MJ Jiménez-Navarro, F Martínez-Álvarez, A Troncoso Advances in Artificial Intelligence: 19th Conference of the Spanish …, 2021 | 7 | 2021 |
DIAFAN-TL: An instance weighting-based transfer learning algorithm with application to phenology forecasting MA Molina-Cabanillas, MJ Jiménez-Navarro, R Arjona, ... Knowledge-Based Systems 254, 109644, 2022 | 5 | 2022 |
A model-based deep transfer learning algorithm for phenology forecasting using satellite imagery MÁ Molina, MJ Jiménez-Navarro, F Martínez-Álvarez, G Asencio-Cortés Hybrid Artificial Intelligent Systems: 16th International Conference, HAIS …, 2021 | 5 | 2021 |
A new deep learning architecture with inductive bias balance for transformer oil temperature forecasting MJ Jiménez-Navarro, M Martínez-Ballesteros, F Martínez-Álvarez, ... Journal of Big Data 10 (1), 80, 2023 | 4 | 2023 |
A bioinspired ensemble approach for multi-horizon reference evapotranspiration forecasting in Portugal MJ Jimenez Navarro, M Martinez Ballesteros, I Sofia Brito, ... Proceedings of the 38th ACM/SIGAPP Symposium on Applied Computing, 441-448, 2023 | 4 | 2023 |
Feature selection guided by CVOA metaheuristic for deep neural networks: Application to multivariate time series forecasting MJ Jiménez-Navarro, C Restrepo-Estrada, L Melgar-García, ... International Conference on Soft Computing Models in Industrial and …, 2023 | 3 | 2023 |
Explaining deep learning models for ozone pollution prediction via embedded feature selection MJ Jiménez-Navarro, M Martínez-Ballesteros, F Martínez-Álvarez, ... Applied Soft Computing 157, 111504, 2024 | 2 | 2024 |
Embedded temporal feature selection for time series forecasting using deep learning MJ Jiménez-Navarro, M Martínez-Ballesteros, F Martínez-Álvarez, ... International Work-Conference on Artificial Neural Networks, 15-26, 2023 | 1 | 2023 |
Toward Explaining Competitive Success in League of Legends: A Machine Learning Analysis FJ Galán-Sales, ML Linares-Barrera, P Reina-Jiménez, ... Conference of the Spanish Association for Artificial Intelligence, 184-193, 2024 | | 2024 |
Ground-Level Ozone Forecasting Using Explainable Machine Learning AR Troncoso-García, MJ Jiménez-Navarro, F Martínez-Álvarez, ... Conference of the Spanish Association for Artificial Intelligence, 71-80, 2024 | | 2024 |
Embedded feature selection for neural networks via learnable drop layer MJ JimÉnez-Navarro, M MartÍnez-Ballesteros, IS Brito, F MartÍnez-Álvarez, ... Logic Journal of the IGPL, jzae062, 2024 | | 2024 |
From simple to complex: a sequential method for enhancing time series forecasting with deep learning MJ Jiménez-Navarro, M Martínez-Ballesteros, F Martínez-Álvarez, ... Logic Journal of the IGPL, jzae030, 2024 | | 2024 |
Evolutionary Feature Selection for Time-Series Forecasting ML Linares-Barrera, MJ Jimenez-Navarro, IS Brito, JC Riquelme, ... Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing, 395-399, 2024 | | 2024 |
Uso de herramientas software colaborativas para el seguimiento, estudio y evaluación de clases de enseñanzas prácticas y desarrollo MM Martínez Ballesteros, MJ Jiménez Navarro, M Carranza García, ... Enseñanza e Innovación Educativa en el ámbito Universitario (INNOVARUS 2023), 2024 | | 2024 |
Explaining Learned Patterns in Deep Learning by Association Rules Mining MJ Jiménez-Navarro, M Martínez-Ballesteros, F Martínez-Álvarez, ... International Conference on Soft Computing Models in Industrial and …, 2023 | | 2023 |
Association Rule Analysis of Student Satisfaction Surveys for Teaching Quality Evaluation MJ Jiménez-Navarro, B Vega-Márquez, JM Luna-Romera, ... Computational Intelligence in Security for Information Systems Conference …, 2023 | | 2023 |
Novel efficient deep learning architectures for time series forecasting MJ Jiménez Navarro | | 2023 |