Most existing examples of full conformal predictive systems, split conformal predictive systems, and cross-conformal predictive systems impose severe restrictions on the …
Conformal predictive systems are a recent modification of conformal predictors that output, in regression problems, probability distributions for labels of test observations rather than set …
V Vovk - conformal and probabilistic prediction and …, 2019 - proceedings.mlr.press
This paper describes conformal predictive systems that are universally consistent in the sense of being consistent under any data-generating distribution, assuming that the …