Inductive conformal predictors in the batch mode. / Vovk, Vladimir.

2012.

Research output: Working paper

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@techreport{5e2f7d20ee30419eb2032295e28f2e95,
title = "Inductive conformal predictors in the batch mode",
abstract = "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.",
author = "Vladimir Vovk",
note = "20 pages, 9 figures, 2 tables; to appear in the ACML 2012 Proceedings",
year = "2012",
month = sep,
day = "12",
language = "English",
type = "WorkingPaper",

}

RIS

TY - UNPB

T1 - Inductive conformal predictors in the batch mode

AU - Vovk, Vladimir

N1 - 20 pages, 9 figures, 2 tables; to appear in the ACML 2012 Proceedings

PY - 2012/9/12

Y1 - 2012/9/12

N2 - 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.

AB - 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.

M3 - Working paper

BT - Inductive conformal predictors in the batch mode

ER -