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Statistica Neerlandica
Article . 2021 . Peer-reviewed
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zbMATH Open
Article . 2022
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https://dx.doi.org/10.48550/ar...
Article . 2020
License: CC BY
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On Bayesian estimation of densities and sampling distributions: The posterior predictive distribution as the Bayes estimator

On Bayesian estimation of densities and sampling distributions: the posterior predictive distribution as the Bayes estimator
Authors: Agustín G. Nogales;

On Bayesian estimation of densities and sampling distributions: The posterior predictive distribution as the Bayes estimator

Abstract

Optimality results for three interesting Bayesian estimation problems are presented in this paper: the estimation of the sampling distribution for the squared total variation function, the estimation of the density for the ‐squared loss function and the estimation of a real distribution function for the ‐squared loss function. The posterior predictive distribution provides the solution to these problems. Some examples are presented to illustrate it.

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Keywords

Parametric inference, Statistical decision theory, Statistics, G.3, Bayesian estimation of the sampling distribution, Mathematics - Statistics Theory, Statistics Theory (math.ST), Bayesian density estimation, posterior predictive distribution, FOS: Mathematics, Primary: 62F15, 62G07, Secondary: 62C10

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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!
5
Top 10%
Top 10%
Top 10%
Green
bronze