Criteria of Efficiency for Conformal Prediction
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 probab...
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Published in | Conformal and Probabilistic Prediction with Applications pp. 23 - 39 |
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Main Authors | , , , |
Format | Book Chapter |
Language | English |
Published |
Cham
Springer International Publishing
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Series | Lecture Notes in Computer Science |
Subjects | |
Online Access | Get full text |
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Summary: | 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. |
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Bibliography: | A preliminary version of this paper was published as Working Paper 11 of the On-line Compression Modelling project (New Series), http://alrw.net, in April 2014. |
ISBN: | 3319333941 9783319333946 |
ISSN: | 0302-9743 1611-3349 |
DOI: | 10.1007/978-3-319-33395-3_2 |