Criteria of Efficiency for Conformal Prediction

Vladimir Vovk; Valentina Fedorova; Ilia Nouretdinov; Alexander Gammerman

doi:10.1007/978-3-319-33395-3_2

Criteria of Efficiency for Conformal Prediction

Vladimir Vovk, Valentina Fedorova, Ilia Nouretdinov, Alexander Gammerman

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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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

Publication series

Name	Lecture Notes in Computer Science
Publisher	Springer International Publishing
Volume	9653
ISSN (Print)	0302-9743

Access to Document

10.1007/978-3-319-33395-3_2

Accepted ManuscriptAccepted author manuscript, 333 KB

http://link.springer.com/chapter/10.1007/978-3-319-33395-3_2

Exascale Compound Activity Prediction Engine
Gammerman, A. (PI), Vovk, V. (CoI) & Luo, Z. (CoI)
European Union
1/09/15 → 31/08/18
Project: Research
Mining the Network Behaviour of Bots
Cavallaro, L. (PI), Gammerman, A. (CoI), Vovk, V. (CoI), Shanahan, H. (CoI) & Luo, Z. (CoI)
Eng & Phys Sci Res Council EPSRC
16/06/13 → 17/04/17
Project: Research

Cite this

Vovk, V., Fedorova, V., Nouretdinov, I., & Gammerman, A. (2016). Criteria of Efficiency for Conformal Prediction. In Conformal and Probabilistic Prediction with Applications: 5th International Symposium, COPA 2016 Madrid, Spain, April 20–22, 2016 Proceedings (Vol. 9653, pp. 23-39). (Lecture Notes in Computer Science; Vol. 9653). Springer. https://doi.org/10.1007/978-3-319-33395-3_2

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author = "Vladimir Vovk and Valentina Fedorova and Ilia Nouretdinov and Alexander Gammerman",

year = "2016",

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doi = "10.1007/978-3-319-33395-3_2",

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Vovk, V, Fedorova, V, Nouretdinov, I & Gammerman, A 2016, Criteria of Efficiency for Conformal Prediction. in Conformal and Probabilistic Prediction with Applications: 5th International Symposium, COPA 2016 Madrid, Spain, April 20–22, 2016 Proceedings. vol. 9653, Lecture Notes in Computer Science, vol. 9653, Springer, pp. 23-39. https://doi.org/10.1007/978-3-319-33395-3_2

Criteria of Efficiency for Conformal Prediction. / Vovk, Vladimir; Fedorova, Valentina; Nouretdinov, Ilia et al.
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).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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AU - Vovk, Vladimir

AU - Fedorova, Valentina

AU - Nouretdinov, Ilia

AU - Gammerman, Alexander

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M3 - Conference contribution

SN - 978-3-319-33394-6

VL - 9653

T3 - Lecture Notes in Computer Science

SP - 23

EP - 39

BT - Conformal and Probabilistic Prediction with Applications

PB - Springer

ER -

Criteria of Efficiency for Conformal Prediction

Abstract

Publication series

Access to Document

Projects

Exascale Compound Activity Prediction Engine

Mining the Network Behaviour of Bots

Cite this