Konformní predikce
| Thesis title in Czech: | Konformní predikce |
|---|---|
| Thesis title in English: | Conformal prediction |
| Key words: | Predikce|spolehlivost|confidenční interval|konformní míra|zaměnitelnost |
| English key words: | Prediction|coverage|confidence interval|conformal measure|exchangeability |
| Academic year of topic announcement: | 2021/2022 |
| Thesis type: | Bachelor's thesis |
| Thesis language: | čeština |
| Department: | Department of Probability and Mathematical Statistics (32-KPMS) |
| Supervisor: | doc. RNDr. Matúš Maciak, Ph.D. |
| Author: | hidden - assigned and confirmed by the Study Dept. |
| Date of registration: | 11.10.2021 |
| Date of assignment: | 11.10.2021 |
| Confirmed by Study dept. on: | 18.11.2021 |
| Date and time of defence: | 08.09.2023 08:20 |
| Date of electronic submission: | 21.07.2023 |
| Date of submission of printed version: | 24.07.2023 |
| Date of proceeded defence: | 08.09.2023 |
| Opponents: | Mgr. Ondřej Týbl, Ph.D. |
| Guidelines |
| The aim of this bachelor theses is to get familiar with the new and quite popular concept of a so-called conformal prediction which is commonly applied in all kinds of machine learning
approaches relying on various statistical (and probabilistic) models. Theoretical aspects and empirical performance should be study in some more details. |
| References |
| [1] Schafer and Vovk (2008). A Tutorial on Conformal Prediction, Journal of Machine Learning Research, 9, 371-421.
[2] Balasubramanian, Ho, and Vovk (2014). Conformal Prediction for Reliable Machine Learning: Theory, Adaptations and Applications. Newnes. [3] Vovk, Petej, Nouretdinov, Ahlberg, Carlsson, and Gammerman (2021). Retrain or not retrain: Conformal test martingales for change-point detection. arXiv:2102.10439v1 |