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Letter to the Editor: on the use of improper priors for the shape parameters of asymmetric exponential power models

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Abstract

In this note, I address the use of improper priors on the shape parameters of some asymmetric exponential power models. It is shown that the use of certain prior structures, with improper priors on the shape parameters, lead to improper posteriors. These results imply that the posteriors associated to some of the asymmetric exponential power models studied in Naranjo et al. (2014) are improper. Alternative improper priors, inspired by the structure of the independence Jeffreys prior, as well as vague proper priors are pointed out.

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References

  • Christen, J.A., Fox, C.: A general purpose sampling algorithm for continuous distributions (the t-walk). Bayesian Anal. 5, 263–282 (2010)

    Article  MathSciNet  Google Scholar 

  • Fernández, C., Steel, M.F.J.: Bayesian regression analysis with scale mixtures of normals. Econom. Theory 16, 80–101 (2000)

    Article  MATH  Google Scholar 

  • Hobert, J.P., Casella, G.: The effect of improper priors on Gibbs sampling in hierarchical linear mixed models. J. Am. Stat. Assoc. 91, 1461–1473 (1996)

    Article  MATH  MathSciNet  Google Scholar 

  • Naranjo, L., Pérez, C. J. Martín, J.: Bayesian analysis of some models that use the asymmetric exponential power distribution. Statistics and Computing, in press. (2014)

  • Rubio, F. J. and Steel, M. F. J.: Bayesian modelling of skewness and kurtosis with two-piece scale and shape transformations. CRiSM working paper. (2013)

  • Zhu, D., Zinde-Walsh, V.: Properties and estimation of asymmetric exponential power distribution. J. Econom. 148, 86–99 (2009)

    Article  MathSciNet  Google Scholar 

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Acknowledgments

We thank an Associate Editor for helpful comments that improved the quality of the manuscript. FJR gratefully acknowledges support from EPSRC grant EP/K007521/1.

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Correspondence to F. J. Rubio.

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Rubio, F.J. Letter to the Editor: on the use of improper priors for the shape parameters of asymmetric exponential power models. Stat Comput 25, 1281–1287 (2015). https://doi.org/10.1007/s11222-014-9479-8

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  • DOI: https://doi.org/10.1007/s11222-014-9479-8

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