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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
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Bregman and GPL Losses: Identified or Not?

Authors: Lieli, Robert P.; Stinchcombe, Maxwell B.;

Bregman and GPL Losses: Identified or Not?

Abstract

The Bregman class of loss functions is characterized by the property that the con-ditional mean is the unrestricted optimal forecast for any Bregman loss. Similarly,generalized piecewise linear (GPL) loss functions all give rise to a given quantile asthe unrestricted optimal forecast. Using the identification theory in Lieli and Stinch-combe (2013), we argue that Bregman losses are still potentially distinguishable ifrestrictions are placed on the set of allowable forecasts; e.g., off-support forecasts areexcluded. In contrast, GPL loss functions remain observationally equivalent even insuch forecasting environments—here the failure of identification is more fundamental.Motivated by these examples, we conclude by asking partly open questions about thenonparametric identifiability of loss functions.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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