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2020 – today
- 2024
[j4]Slawek Smyl, Grzegorz Dudek
, Pawel Pelka:
Contextually enhanced ES-dRNN with dynamic attention for short-term load forecasting. Neural Networks 169: 660-672 (2024)- [j3]Slawek Smyl, Grzegorz Dudek, Pawel Pelka:
ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting. IEEE Trans. Neural Networks Learn. Syst. 35(8): 11346-11358 (2024) - [i12]Slawek Smyl, Boris N. Oreshkin, Pawel Pelka, Grzegorz Dudek:
Any-Quantile Probabilistic Forecasting of Short-Term Electricity Demand. CoRR abs/2404.17451 (2024) - [i11]Mateusz Kasprzyk, Pawel Pelka, Boris N. Oreshkin, Grzegorz Dudek:
Enhanced N-BEATS for Mid-Term Electricity Demand Forecasting. CoRR abs/2412.02722 (2024) - 2023
- [c9]Slawek Smyl, Grzegorz Dudek, Pawel Pelka:
Forecasting Cryptocurrency Prices Using Contextual ES-adRNN with Exogenous Variables. ICCS (1) 2023: 450-464 - 2022
- [j2]Grzegorz Dudek, Pawel Pelka, Slawek Smyl:
A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting. IEEE Trans. Neural Networks Learn. Syst. 33(7): 2879-2891 (2022) - [c8]Slawek Smyl, Grzegorz Dudek, Pawel Pelka:
ES-dRNN with Dynamic Attention for Short-Term Load Forecasting. IJCNN 2022: 1-8 - [i10]Slawek Smyl, Grzegorz Dudek, Pawel Pelka:
ES-dRNN with Dynamic Attention for Short-Term Load Forecasting. CoRR abs/2203.00937 (2022) - [i9]Grzegorz Dudek, Slawek Smyl, Pawel Pelka:
Recurrent Neural Networks for Forecasting Time Series with Multiple Seasonality: A Comparative Study. CoRR abs/2203.09170 (2022) - [i8]Slawek Smyl, Grzegorz Dudek, Pawel Pelka:
Contextually Enhanced ES-dRNN with Dynamic Attention for Short-Term Load Forecasting. CoRR abs/2212.09030 (2022) - 2021
- [j1]Grzegorz Dudek, Pawel Pelka:
Pattern similarity-based machine learning methods for mid-term load forecasting: A comparative study. Appl. Soft Comput. 104: 107223 (2021) - [c7]Grzegorz Dudek, Pawel Pelka:
Ensembles of Randomized Neural Networks for Pattern-Based Time Series Forecasting. ICONIP (3) 2021: 418-430 - [c6]Pawel Pelka:
Pattern-based Forecasting of Monthly Electricity Demand using Support Vector Machine. IJCNN 2021: 1-8 - [i7]Grzegorz Dudek, Pawel Pelka:
Ensembles of Randomized NNs for Pattern-based Time Series Forecasting. CoRR abs/2107.04091 (2021) - [i6]Slawek Smyl, Grzegorz Dudek, Pawel Pelka:
ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting. CoRR abs/2112.02663 (2021) - 2020
- [c5]Pawel Pelka, Grzegorz Dudek:
Ensemble Forecasting of Monthly Electricity Demand Using Pattern Similarity-Based Methods. ICAISC (1) 2020: 712-723 - [c4]Grzegorz Dudek, Pawel Pelka, Slawek Smyl:
3ETS+RD-LSTM: A New Hybrid Model for Electrical Energy Consumption Forecasting. ICONIP (3) 2020: 519-531 - [c3]Pawel Pelka, Grzegorz Dudek:
Pattern-based Long Short-term Memory for Mid-term Electrical Load Forecasting. IJCNN 2020: 1-8 - [i5]Grzegorz Dudek, Pawel Pelka:
Pattern Similarity-based Machine Learning Methods for Mid-term Load Forecasting: A Comparative Study. CoRR abs/2003.01475 (2020) - [i4]Pawel Pelka, Grzegorz Dudek:
Ensemble Forecasting of Monthly Electricity Demand using Pattern Similarity-based Methods. CoRR abs/2004.00426 (2020) - [i3]Grzegorz Dudek, Pawel Pelka, Slawek Smyl:
A Hybrid Residual Dilated LSTM end Exponential Smoothing Model for Mid-Term Electric Load Forecasting. CoRR abs/2004.00508 (2020) - [i2]Pawel Pelka, Grzegorz Dudek:
Pattern-based Long Short-term Memory for Mid-term Electrical Load Forecasting. CoRR abs/2004.11834 (2020) - [i1]Boris N. Oreshkin, Grzegorz Dudek, Pawel Pelka:
N-BEATS neural network for mid-term electricity load forecasting. CoRR abs/2009.11961 (2020)
2010 – 2019
- 2019
- [c2]Pawel Pelka, Grzegorz Dudek:
Pattern-Based Forecasting Monthly Electricity Demand Using Multilayer Perceptron. ICAISC (1) 2019: 663-672 - 2017
- [c1]Pawel Pelka, Grzegorz Dudek:
Neuro-Fuzzy System for Medium-Term Electric Energy Demand Forecasting. ISAT (1) 2017: 38-47
Coauthor Index
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