Image-based EEG representations for convolutional neural networks: a task-dependent analysis
AD Kawala-Sterniuk, I Rejer
Conference paper
Associate Professor
Professor Aleksandra Kawala-Sterniuk is an expert in Human-Machine Interfaces, Brain-Computer Interfaces, and biomedical signal processing. She holds a D.Sc. in Cybernetics and a Ph.D. in Computing and Mathematical Sciences. With over 153 scientific publications, she has contributed significantly to fields such as EEG signal processing, machine learning, and biomedical applications of advanced technologies.
Professor Kawala-Sterniuk has been instrumental in multiple national and international research projects, including CHIST-ERA and NSF-funded initiatives. She has served as an expert for the European Commission and has an extensive background in academia and research, with collaborations spanning globally recognized institutions.
Her teaching experience covers a wide range of topics, from foundational programming in Python to advanced topics like Brain-Computer Interfaces and biomedical image processing. She is also a certified project manager and has received numerous awards for her academic and research achievements, including recognition for her contributions to neuroscience.
Professor Kawala-Sterniuk actively serves on editorial boards for journals like Sensors and Frontiers in Neuroscience and has participated in organizing scientific conferences worldwide. Her ongoing research aims to advance applications of artificial intelligence in healthcare and improve methods for neurodegenerative disease analysis.
MSc in Computer Science
Opole University of Technology
Ph.D. in Computing and Mathematical Sciences
University of Greenwich, UK
D.Sc. in Cybernetics (Technical Informatics and Telecommunications)
VSB–Technical University of Ostrava
AD Kawala-Sterniuk, I Rejer
Conference paper
S Sołtysiak, RJ Małek, J Kuśnierz, M Chojecki, P Szymański, AD Kawala-Sterniuk
ICCCI 2026 274–287
M Pelc, T Kajdanowicz, AD Kawala-Sterniuk, S Stemplewski, W Bauer
Conference paper
M Pelc, K Adamczewski, KM Białas, R Chałupnik, D Krutul, DT Wolkiewicz, …
Applied Sciences
K Fila-Pawłowska, JK Budzisz, M Kasprowicz, MA Rusnak, A Kazimierska, AM Uryga, …, T Kajdanowicz, …
Journal of Psychosomatic Research
AD Kawala-Sterniuk, M Pelc, M Podpora, M Baranowski
Conference paper
AD Kawala-Sterniuk, M Pelc, M Podpora, M Baranowski, P Rogala, P Kawa, …
Conference paper
AD Kawala-Sterniuk, RA Marnani, M Podpora, X Tao, P Bilik, R Martinek
Computers & Electrical Engineering
J Kuśnierz, RJ Małek, S Sołtysiak, M Pelc, AD Kawala-Sterniuk, EJ Gorzelanczyk
IEEE 2026
AD Kawala-Sterniuk, EJ Gorzelanczyk, E Laskowska, K Pasgreta, P Kamiński, P Walecki
Frontiers in Neuroscience 20, 1–17
AD Kawala-Sterniuk, M Pelc, EJ Gorzelanczyk
Algorithms 19(9), 1–24
AD Kawala-Sterniuk, A Świetlicka, D Mikołajewski
Electronics 15(14), 1–4
R Chałupnik, KM Białas, B Perz, M Pelc, AD Kawala-Sterniuk
IEEE 2026
D Krutul, M Wizerkaniuk, DA Kopeć, P Syga, DT Wolkiewicz, M Pelc, …
2026 Progress in Applied Electrical Engineering
AD Kawala-Sterniuk, M Kopańska, D Ochojska, J Trojniak, D Mikołajewski, W Karwowski, …
Epileptic Disorders 27(6), 1148–1167 · Cited by 3
AD Kawala-Sterniuk, J Mroczka, A Łysiak, D Bączkowicz, D Borzucka, M Szmajda, …
Advances in Science and Technology – Research Journal · Cited by 3
E Małecka, J Czajka, AD Kawala-Sterniuk
Sustainable Production, Instrumentation and Engineering Sciences 4(1), 1–5
AD Kawala-Sterniuk, A Bryniarska, P Schneider, D Mikołajewski, M Igras-Cybulska
Conference paper
M Pelc, KM Białas, T Kajdanowicz, AD Kawala-Sterniuk, W Bauer
Conference paper
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