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About:
Scoring Interval Forecasts: Equal-Tailed, Shortest, and Modal Interval
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Academic Article
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Covid-on-the-Web dataset
title
Scoring Interval Forecasts: Equal-Tailed, Shortest, and Modal Interval
Creator
Brehmer, Jonas
source
ArXiv
abstract
We consider different types of predictive intervals and ask whether they are elicitable, i.e. are unique minimizers of a loss or scoring function in expectation. The equal-tailed interval is elicitable, with a rich class of suitable loss functions, though subject to either translation invariance, or positive homogeneity and differentiability, the Winkler interval score becomes a unique choice. The modal interval also is elicitable, with a sole consistent scoring function, up to equivalence. However, the shortest interval fails to be elicitable relative to practically relevant classes of distributions. These results provide guidance in interval forecast evaluation and support recent choices of performance measures in forecast competitions.
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2020-07-11
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08364df3cf47cf5dcd3b53413615fc568fbae254
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Scoring Interval Forecasts: Equal-Tailed, Shortest, and Modal Interval
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named entity 'intervals'
named entity 'differentiability'
named entity 'unique'
named entity 'interval'
named entity 'quantile'
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