Vovk, Vladimir (2012) Inductive conformal predictors in the batch mode.
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Conformal predictors are set predictors that are automatically valid in the sense of having coverage probability equal to or exceeding a given confidence level. Inductive conformal predictors are a computationally efficient version of conformal predictors satisfying the same property of validity. However, inductive conformal predictors have been only known to control unconditional coverage probability. This paper explores various versions of conditional validity and various ways to achieve them using inductive conformal predictors and their modifications.
This is a Submitted version This version's date is: 12/9/2012 This item is not peer reviewed
https://repository.royalholloway.ac.uk/items/f6be9e14-0e2d-5343-7335-caee5018f644/1/
Deposited by Research Information System (atira) on 17-Sep-2012 in Royal Holloway Research Online.Last modified on 17-Sep-2012
20 pages, 9 figures, 2 tables; to appear in the ACML 2012 Proceedings