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G

Grzegorz Dudek

Częstochowa University of Technology

23H-index
145Paper Count
2.2KCitation Count
Published Papers 28
Publication Date
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Recent Advances in Probabilistic Electricity Price Forecasting: A Review of Methods and Evaluation Metrics
errEnergies
IF3.2
err2026-07-29
err0
errOAAI
errGrzegorz Dudek; Paweł Piotrowski; Marcin Kopyt; Dariusz Baczyński
errShare
errSave
HKAN: Hierarchical Kolmogorov-Arnold network without backpropagation
errNeural Networks
IF6.3
err2026-03-05
err0
PREAI
errGrzegorz Dudek; Tomasz Rodak
errShare
errSave
Artificial Intelligence and Machine Learning Models for Forecasting, Optimization, and Control in Smart Energy Systems
errEnergies
IF3.2
err2026-02-02
err0
errOAAI
errGrzegorz Dudek; Marcin Blachnik
errShare
errSave
Advances in Machine Learning: Emerging Methods and Real-World Applications
errApplied Sciences-Basel
IF2.5
err2025-12-31
err0
errOAAI
errDudek, Grzegorz
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errSave
Identification of Bitcoin volatility drivers using statistical and machine learning methods
errApplied Soft Computing
IF6.6
err2025-12-13
err0
errOAAI
errPiotr Fiszeder; Witold Orzeszko; Radosław Pietrzyk; Grzegorz Dudek
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errSave
Multivariate forecasting of bitcoin volatility with gradient boosting: Deterministic, probabilistic, and feature importance perspectives
errExpert Systems with Applications
IF7.5
err2025-11-19
err0
PREAI
errGrzegorz Dudek; Mateusz Kasprzyk; Paweł Pełka
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errSave
Any-quantile probabilistic forecasting of short-term electricity demand: Fusing uncertainties from diverse sources
errInformation Fusion
IF15.5
err2025-09-23
err0
errOAAI
errSlawek Smyl; Boris N. Oreshkin; Paweł Pełka; Grzegorz Dudek
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errSave
Enhanced N-BEATS for mid-term electricity demand forecasting
errApplied Soft Computing
IF6.6
err2025-07-21
err0
errOAAI
errMateusz Kasprzyk; Paweł Pełka; Boris N. Oreshkin; Grzegorz Dudek
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errSave
Computational Intelligence and Machine Learning: Advances in Models and Applications
errELECTRONICS
IF2.6
err2025-04-10
err0
errOAAI
errDudek, G
errShare
errSave
ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2024-08-01
err10
errOAAI
errSmyl, Slawek; Dudek, Grzegorz; Pelka, Pawel
errShare
errSave
Forecasting cryptocurrencies volatility using statistical and machine learning methods: A comparative study
errAPPLIED SOFT COMPUTING
IF6.6
err2024-01-01
err7
errOAAI
errDudek, Grzegorz; Fiszeder, Piotr; Kobus, Pawel; Orzeszko, Witold
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errSave
Contextually enhanced ES-dRNN with dynamic attention for short-term load forecasting
errNEURAL NETWORKS
IF6.3
err2024-01-01
err8
errOAAI
errSmyl, Slawek; Dudek, Grzegorz; Pelka, Pawel
errShare
errSave
STD: A Seasonal-Trend-Dispersion Decomposition of Time Series
errIEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
IF10.4
err2023-10-01
err15
errOAAI
errDudek, Grzegorz
errShare
errSave
A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2022-07-01
err97
errOAAI
errDudek, Grzegorz; Pelka, Pawel; Smyl, Slawek
errShare
errSave
A constructive approach to data-driven randomized learning for feedforward neural networks
errAPPLIED SOFT COMPUTING
IF6.6
err2021-11-01
err6
errOAAI
errDudek, Grzegorz
errShare
errSave
N-BEATS neural network for mid-term electricity load forecasting
errAPPLIED ENERGY
IF11
err2021-07-01
err112
errOAAI
errOreshkin, Boris N.; Dudek, Grzegorz; Pelka, Pawel; Turkina, Ekaterina
errShare
errSave
Pattern similarity-based machine learning methods for mid-term load forecasting: A comparative study
errAPPLIED SOFT COMPUTING
IF6.6
err2021-06-01
err29
errOAAI
errDudek, Grzegorz; Pelka, Pawel
errShare
errSave
Artificial Immune System With Local Feature Selection for Short-Term Load Forecasting
errIEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION
IF12
err2017-02-01
err39
PREAI
errDudek, Grzegorz
errShare
errSave
Neural networks for pattern-based short-term load forecasting: A comparative study
errNEUROCOMPUTING
IF6.5
err2016-09-01
err77
PREAI
errDudek, Grzegorz
errShare
errSave
Multilayer perceptron for GEFCom2014 probabilistic electricity price forecasting
errINTERNATIONAL JOURNAL OF FORECASTING
IF7.1
err2016-07-01
err59
PREAI
errDudek, Grzegorz
errShare
errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
E
Ekaterina Turkina
H-index: 19 · Papers: 113
B
Boris N. Oreshkin
H-index: 18 · Papers: 86
M
Marcin Blachnik
H-index: 16 · Papers: 78
P
Piotr Fiszeder
H-index: 14 · Papers: 65
P
Paweł Pełka
H-index: 11 · Papers: 38
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