Deep learning for time series forecasting: a survey JF Torres, D Hadjout, A Sebaa, F Martínez-Álvarez, A Troncoso Big Data 9 (1), 3-21, 2021 | 473 | 2021 |
Energy time series forecasting based on pattern sequence similarity FM Alvarez, A Troncoso, JC Riquelme, JSA Ruiz IEEE Transactions on Knowledge and Data Engineering 23 (8), 1230-1243, 2010 | 327 | 2010 |
Electricity market price forecasting based on weighted nearest neighbors techniques AT Lora, JMR Santos, AG Expósito, JLM Ramos, JCR Santos IEEE Transactions on Power Systems 22 (3), 1294-1301, 2007 | 304 | 2007 |
Multi-step forecasting for big data time series based on ensemble learning A Galicia, R Talavera-Llames, A Troncoso, I Koprinska, ... Knowledge-Based Systems 163, 830-841, 2019 | 235 | 2019 |
A survey on data mining techniques applied to electricity-related time series forecasting F Martínez-Álvarez, A Troncoso, G Asencio-Cortés, JC Riquelme Energies 8 (11), 13162-13193, 2015 | 207 | 2015 |
Coronavirus optimization algorithm: a bioinspired metaheuristic based on the COVID-19 propagation model F Martínez-Álvarez, G Asencio-Cortés, JF Torres, D Gutiérrez-Avilés, ... Big data 8 (4), 308-322, 2020 | 147 | 2020 |
A scalable approach based on deep learning for big data time series forecasting JF Torres, A Galicia, A Troncoso, F Martínez-Álvarez Integrated Computer-Aided Engineering 25 (4), 335-348, 2018 | 129 | 2018 |
Big data analytics for discovering electricity consumption patterns in smart cities R Pérez-Chacón, JM Luna-Romera, A Troncoso, F Martínez-Álvarez, ... Energies 11 (3), 683, 2018 | 119 | 2018 |
A comparison of machine learning regression techniques for LiDAR-derived estimation of forest variables J García-Gutiérrez, F Martínez-Álvarez, A Troncoso, JC Riquelme Neurocomputing 167, 24-31, 2015 | 117 | 2015 |
Pattern recognition to forecast seismic time series A Morales-Esteban, F Martínez-Álvarez, A Troncoso, JL Justo, ... Expert systems with applications 37 (12), 8333-8342, 2010 | 109 | 2010 |
Medium–large earthquake magnitude prediction in Tokyo with artificial neural networks G Asencio-Cortés, F Martínez-Álvarez, A Troncoso, A Morales-Esteban Neural Computing and Applications 28, 1043-1055, 2017 | 99 | 2017 |
Local models-based regression trees for very short-term wind speed prediction A Troncoso, S Salcedo-Sanz, C Casanova-Mateo, JC Riquelme, L Prieto Renewable energy 81, 589-598, 2015 | 95 | 2015 |
Biclustering of gene expression data by correlation-based scatter search JA Nepomuceno, A Troncoso, JS Aguilar-Ruiz BioData mining 4, 1-17, 2011 | 85 | 2011 |
Mining quantitative association rules based on evolutionary computation and its application to atmospheric pollution M Martínez-Ballesteros, A Troncoso, F Martínez-Álvarez, JC Riquelme Integrated Computer-Aided Engineering 17 (3), 227-242, 2010 | 80 | 2010 |
A deep LSTM network for the Spanish electricity consumption forecasting JF Torres, F Martínez-Álvarez, A Troncoso Neural Computing and Applications 34 (13), 10533-10545, 2022 | 69 | 2022 |
Electricity consumption forecasting based on ensemble deep learning with application to the Algerian market D Hadjout, JF Torres, A Troncoso, A Sebaa, F Martínez-Álvarez Energy 243, 123060, 2022 | 66 | 2022 |
Big data solar power forecasting based on deep learning and multiple data sources JF Torres, A Troncoso, I Koprinska, Z Wang, F Martínez‐Álvarez Expert Systems 36 (4), e12394, 2019 | 64 | 2019 |
An evolutionary algorithm to discover quantitative association rules in multidimensional time series M Martínez-Ballesteros, F Martínez-Álvarez, A Troncoso, JC Riquelme Soft Computing 15, 2065-2084, 2011 | 60 | 2011 |
Deep learning-based approach for time series forecasting with application to electricity load JF Torres, AM Fernández, A Troncoso, F Martínez-Álvarez Biomedical Applications Based on Natural and Artificial Computing …, 2017 | 58 | 2017 |
Time-series prediction: Application to the short-term electric energy demand A Troncoso Lora, JM Riquelme Santos, JC Riquelme, A Gómez Expósito, ... Current Topics in Artificial Intelligence: 10th Conference of the Spanish …, 2004 | 58 | 2004 |