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Criteria of Efficiency for Conformal Prediction. / Vovk, Vladimir; Fedorova, Valentina; Nouretdinov, Ilia; Gammerman, Alexander.

Conformal and Probabilistic Prediction with Applications: 5th International Symposium, COPA 2016 Madrid, Spain, April 20–22, 2016 Proceedings. Vol. 9653 Springer, 2016. p. 23-39 (Lecture Notes in Computer Science; Vol. 9653).

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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 language	English
Title of host publication	Conformal and Probabilistic Prediction with Applications
Subtitle of host publication	5th International Symposium, COPA 2016 Madrid, Spain, April 20–22, 2016 Proceedings
Publisher	Springer
Pages	23-39
Number of pages	17
Volume	9653
ISBN (Electronic)	978-3-319-33395-3
ISBN (Print)	978-3-319-33394-6
DOIs	https://doi.org/10.1007/978-3-319-33395-3_2
Publication status	Published - 17 Apr 2016