Criteria of Efficiency for Conformal Prediction

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Abstract

We study optimal conformity measures for various criteria of efficiency in an idealised setting. This leads to an important class of criteria of efficiency that we call probabilistic; it turns out that the most standard criteria of efficiency used in literature on conformal prediction are not probabilistic.
Original languageEnglish
Title of host publicationConformal and Probabilistic Prediction with Applications
Subtitle of host publication5th International Symposium, COPA 2016 Madrid, Spain, April 20–22, 2016 Proceedings
PublisherSpringer
Pages23-39
Number of pages17
Volume9653
ISBN (Electronic)978-3-319-33395-3
ISBN (Print)978-3-319-33394-6
DOIs
Publication statusPublished - 17 Apr 2016

Publication series

NameLecture Notes in Computer Science
PublisherSpringer International Publishing
Volume9653
ISSN (Print)0302-9743

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