Twinning complex networked systems: data-driven calibration of the mABCD synthetic graph generator
Piotr Bródka, Michał J Czuba, Mateusz K Stolarski, Bogumił Kamiński, Łukasz Kraiński, Katarzyna Musiał, Paweł Prałat
Springer Nature Switzerland AG
Profile
Assistant
I am a Research and Teaching Assistant at the Department of Artificial Intelligence, WUST. My research lies at the intersection of complex networks, deep learning, and agent-based modelling. I am primarily interested in machine learning on graphs (with a particular focus on graph neural networks), data mining, and the modelling of spreading phenomena such as opinion dynamics and epidemic spreading in social systems.
I have recently defended my doctoral thesis in Computer Science, in which I investigated spreading processes and influence maximisation in multilayer networks. My interests have evolved from software engineering and robotics towards artificial intelligence and network science, with a broader interest in modelling complex social and dynamical systems.
Beyond academia, I am also involved in industrial R&D, which gives me experience in developing, deploying, and scaling AI methods in real-world applications.
Bechelor of Science (Control Engineering and Robotics)
WUST, Faculty of Mechanical Engineering
Master of Science (Individual Course of Study)
WUST, Faculty of Mechanical Engineering
Bechelor of Science (Computer Science)
WUST, Faculty of Information and Communication Technology
Piotr Bródka, Michał J Czuba, Mateusz K Stolarski, Bogumił Kamiński, Łukasz Kraiński, Katarzyna Musiał, Paweł Prałat
Springer Nature Switzerland AG
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IEEE