Filtrace pomocí skóre

• Thesis title in Czech: Filtrace pomocí skóre
• Thesis title in English: Score-based filtering
• Key words: problém filtrace|skóre|difúzní model
• English key words: filtering problem|score|diffusion model
• Academic year of topic announcement: 2025/2026
• Thesis type: diploma thesis
• Department: Department of Probability and Mathematical Statistics (32-KPMS)
• Supervisor: RNDr. Petr Čoupek, Ph.D.
• Author: hidden - assigned and confirmed by the Study Dept.
• Date of registration: 10.12.2025
• Date of assignment: 10.12.2025
• Confirmed by Study dept. on: 10.12.2025

Guidelines

Student se seznámí s moderními metodami aproximací pravděpodobnostních distribucí pomocí difúzních modelů a tyto aplikuje na problém filtrace signálu.

References

[1] Ho, J., Jain, A., Abbeel, P., Denoising Diffusion Probabilistic Models, in Advances in Neural Information Processing Systems, Larochelle, H., Ranzato, M., Hadsell, R., Balcan, M.F., and Lin, H. (eds.), vol. 33, pp. 6840-6851, Curran Associates, Inc., 2020.
[2] Song, Y., Sohl-Dickstein, J., Kingma, D.P., Kuma, A., Ermon, S., Poole, B. Score-Based Generative Modeling through Stochastic Differential Equations, in International Conference on Learning Representations, 2021.