Regularisation by noise in discrete and continuous systems
Regularisation by noise in discrete and continuous systems
Disciplines
Mathematics (100%)
Keywords
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Regularisation by noise,
Stochastic analysis,
Stochastic differential equations,
Euler-Maruyama approximation
When a system is stuck in an unfavourable state, an external force can push it out of it and the system goes on to behave in a much more favourable way. One may think of the classical example of an old TV screen seemingly stuck on a grainy picture, which is suddenly fixed if one "perturbs" the TV device with an appropriately placed hit. In the mathematical context of the project, the role of these perturbations is played by random processes. A wide variety of real-world phenomena is described by random processes. These dynamics are characterised by being driven by a very large number of very small random influences. For example, in financial markets the cumulative effects high-frequency micro-transactions influence the evolution of the prices of financial instruments. Leveraging how these small random oscillations force stochastic processes into favourable behaviour is called regularisation by noise. Our project studies the theory, analysis, and computational treatment of stochastic differential equations with such effects. We set out to advance and employ state of the art mathematical tools to develop the theoretical foundations of how various stochastic processes provide regularisation. Furthermore, we exploit the regularising effects in numerical methods in order to achieve better computational efficiency in the simulation of the random models.
- Technische Universität Wien - 100%
- Khoa Lê, Technische Universität Berlin - Germany
- Oleg Butkovsky, Weierstraß-Institut für Angewandte Analysis und Stochastik - Germany
- Konstantinos Dareiotis, University of Leeds - United Kingdom
Research Output
- 6 Citations
- 4 Publications
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2024
Title The Milstein scheme for singular SDEs with Hölder continuous drift DOI 10.1093/imanum/drae083 Type Journal Article Author Gerencsér M Journal IMA Journal of Numerical Analysis -
2025
Title Solution theory of fractional SDEs in complete subcritical regimes DOI 10.1017/fms.2024.136 Type Journal Article Author Galeati L Journal Forum of Mathematics, Sigma Link Publication -
2025
Title Fractional Kolmogorov Equations with Singular Paracontrolled Terminal Conditions DOI 10.1007/s10959-025-01408-x Type Journal Article Author Kremp H Journal Journal of Theoretical Probability Pages 39 Link Publication -
2023
Title Strong convergence of parabolic rate 1 of discretisations of stochastic Allen-Cahn-type equations DOI 10.1090/tran/9029 Type Journal Article Author Gerencsér M Journal Transactions of the American Mathematical Society