On the expected size of conformal prediction sets
While conformal predictors reap the benefits of rigorous statistical guarantees on their error frequency, the size of their corresponding prediction sets is critical to their practical utility. Unfortunately, there is currently a lack of finite-sample analysis and guarantees for their prediction set...
Główni autorzy: | Dhillon, GS, Deligiannidis, G, Rainforth, T |
---|---|
Format: | Conference item |
Język: | English |
Wydane: |
Journal of Machine Learning Research
2023
|
Podobne zapisy
-
A continuous time framework for discrete denoising models
od: Campbell, A, i wsp.
Wydane: (2023) -
<i>g</i>-Expectation for Conformable Backward Stochastic Differential Equations
od: Mei Luo, i wsp.
Wydane: (2022-02-01) -
BOKEI: Bayesian optimization using knowledge of correlated torsions and expected improvement for conformer generation
od: Chan, L, i wsp.
Wydane: (2020) -
Regimes of Expectations: An Active Inference Model of Social Conformity and Human Decision Making
od: Axel Constant, i wsp.
Wydane: (2019-03-01) -
Exclusion process subject to conformational size changes
od: Yvan Rousset, Luca Ciandrini, Norbert Kern
Wydane: (2019-06-01)