M. Sc. Stefan Perko

• Stefan Perko
  Unlocking optimal batch size schedules using continuous-time control and perturbation theory. 2023. [ArXiv]Externer Link
• Stefan Ankirchner & Stefan Perko
  A comparison of continuous-time approximations to stochastic gradient descent.
  2023. Accepted for publication by the Journal of Machine Learning Research. Accepted version: [PDF]pdf, 770 kb · en Outdated preprint version: [HAL]Externer Link
• Stefan Ankirchner & Stefan Perko
  Towards diffusion approximations for stochastic gradient descent without replacement. 2022. [HAL]Externer Link

Optimal Control of Stochastic Gradient Descent via Stochastic Modified Equations, Friechrich-Schiller-Universität Jena, 2020.

• Diffusionsapproximationen von stochastischen Optimierungsalgorithmen
• Anwendungen von stochastischer Analysis in der Mathematik des maschinellen Lernens
• Stochastische Kontrolltheorie