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Projects as Member

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Concentration Effects and Collective Variables in Agent-Based Systems

Agent-based models (ABMs) are often high-dimensional and complex, making simulations costly and formal analysis hard. Low-dimensional model reduction is hence of great...

Concentration Effects and Collective Variables in Agent-Based Systems

Publications

2024
Learning interpretable collective variables for spreading processes on networks Physical Review E, 109(2), p. L022301, 2024 Marvin Lücke, Stefanie Winkelmann, Jobst Heitzig, Nora Molkenthin, Péter Koltai BibTeX
arXiv
DOI
Lücke, Marvin
2023
Efficient Time-Stepping for Numerical Integration Using Reinforcement Learning SIAM Journal on Scientific Computing, 45(2), pp. A579-A595, 2023 Michael Dellnitz, Eyke Hüllermeier, Marvin Lücke, Sina Ober-Blöbaum, Christian Offen, Sebastian Peitz, Karlson Pfannschmidt BibTeX
DOI
Lücke, Marvin
Large population limits of Markov processes on random networks Stochastic Processes and their Applications, Vol.166, 2023 Marvin Lücke, Jobst Heitzig, Péter Koltai, Nora Molkethin, Stefanie Winkelmann BibTeX
DOI
arXiv
Lücke, Marvin
2022
Coding for secrecy in remote state estimation with an adversary IEEE Transactions on Automatic Control, 67(9), pp. 4955-4962, 2022 Marvin Lücke, Jingyi Lu, Daniel E. Quevedo BibTeX
DOI
Lücke, Marvin
Discovering collective variable dynamics of agent-based models 25th International Symposium on Mathematical Theory of Networks and Systems MTNS 2022, 2022 Marvin Lücke, Peter Koltai, Stefanie Winkelmann, Nora Molkethin, Jobst Heitzig BibTeX
DOI
Lücke, Marvin
tgEDMD: Approximation of the Kolmogorov Operator in Tensor Train Format Journal of Nonlinear Science, Vol.32, 2022 Marvin Lücke, Feliks Nüske BibTeX
DOI
Lücke, Marvin