Forecasting day-ahead electricity prices: A review of state-of-the-art algorithms, best practices and an open-access benchmark J Lago, G Marcjasz, B De Schutter, R Weron Applied Energy 293, 116983, 2021 | 360 | 2021 |
On the importance of the long-term seasonal component in day-ahead electricity price forecasting with NARX neural networks G Marcjasz, B Uniejewski, R Weron International Journal of Forecasting 35 (4), 1520-1532, 2019 | 153 | 2019 |
Understanding intraday electricity markets: Variable selection and very short-term price forecasting using LASSO B Uniejewski, G Marcjasz, R Weron International Journal of Forecasting 35 (4), 1533-1547, 2019 | 132 | 2019 |
Neural basis expansion analysis with exogenous variables: Forecasting electricity prices with NBEATSx KG Olivares, C Challu, G Marcjasz, R Weron, A Dubrawski International Journal of Forecasting 39 (2), 884-900, 2023 | 118 | 2023 |
A note on averaging day-ahead electricity price forecasts across calibration windows K Hubicka, G Marcjasz, R Weron IEEE Transactions on Sustainable Energy 10 (1), 321-323, 2018 | 106 | 2018 |
Selection of calibration windows for day-ahead electricity price forecasting G Marcjasz, T Serafin, R Weron Energies 11 (9), 2364, 2018 | 75 | 2018 |
Probabilistic electricity price forecasting with NARX networks: Combine point or probabilistic forecasts? G Marcjasz, B Uniejewski, R Weron International Journal of Forecasting 36 (2), 466-479, 2020 | 67 | 2020 |
On the importance of the long-term seasonal component in day-ahead electricity price forecasting: Part II—Probabilistic forecasting B Uniejewski, G Marcjasz, R Weron Energy Economics 79, 171-182, 2019 | 62 | 2019 |
Beating the Naïve—Combining LASSO with Naïve Intraday Electricity Price Forecasts G Marcjasz, B Uniejewski, R Weron Energies 13 (7), 1667, 2020 | 51 | 2020 |
Distributional neural networks for electricity price forecasting G Marcjasz, M Narajewski, R Weron, F Ziel Energy Economics 125, 106843, 2023 | 50 | 2023 |
Electricity Price Forecasting: The Dawn of Machine Learning A Jędrzejewski, J Lago, G Marcjasz, R Weron IEEE Power and Energy Magazine 20 (3), 24-31, 2022 | 43 | 2022 |
Think then act or act then think? A Jędrzejewski, G Marcjasz, PR Nail, K Sznajd-Weron PloS one 13 (11), e0206166, 2018 | 36 | 2018 |
Think then act or act then think? A Jędrzejewski, G Marcjasz, PR Nail, K Sznajd-Weron PloS one 13 (11), e0206166, 2018 | 36 | 2018 |
Forecasting Electricity Prices Using Deep Neural Networks: A Robust Hyper-Parameter Selection Scheme G Marcjasz Energies 13 (18), 4605, 2020 | 24 | 2020 |
Think then act or act then think? A Jedrzejewski, G Marcjasz, PR Nail, K Sznajd-Weron PloS One 13 (11), 2018 | 16 | 2018 |
Trading on short-term path forecasts of intraday electricity prices T Serafin, G Marcjasz, R Weron Energy Economics 112, 106125, 2022 | 15 | 2022 |
Importance of the long-term seasonal component in day-ahead electricity price forecasting revisited: Parameter-rich models estimated via the LASSO A Jędrzejewski, G Marcjasz, R Weron Energies 14 (11), 3249, 2021 | 15 | 2021 |
Neural networks in day-ahead electricity price forecasting: Single vs. multiple outputs G Marcjasz, J Lago, R Weron arXiv preprint arXiv:2008.08006, 2020 | 11 | 2020 |
The Hunt Opinion Model—An Agent Based Approach to Recurring Fashion Cycles R Apriasz, T Krueger, G Marcjasz, K Sznajd-Weron PloS one 11 (11), e0166323, 2016 | 11 | 2016 |
Phase Transitions in the Kinetic Ising Model on the Temporal Directed Random Regular Graph G Marcjasz, K Sznajd-Weron Frontiers in Physics 5, 24, 2017 | 5 | 2017 |