Skip to main content
Log in

Large deviations for estimators of some threshold parameters

  • Original Article
  • Published:
Statistical Methods and Applications Aims and scope Submit manuscript

Abstract

In this paper, we consider a class of statistical models with a real-valued threshold parameter, which is either the minimum or the maximum of the support of the sampling distribution. We prove large deviation principles for sequences of estimators (maximum likelihood estimators and posterior distributions) as the sample size goes to infinity. Furthermore we illustrate some connections with the analogous large deviation results for the natural exponential families.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Barndorff-Nielsen OE (1978) Information and exponential families in statistical theory. Wiley, New York

    MATH  Google Scholar 

  • Casella G, Berger RL (1990) Statistical inference. Duxbury Press Wadsworth, Belmont

    MATH  Google Scholar 

  • Cover TM, Thomas JA (1991) Elements of information theory. Wiley, New York

    Book  MATH  Google Scholar 

  • Dembo A, Zeitouni O (1993) Large deviations techniques and applications. Jones and Bartlett, Boston

    MATH  Google Scholar 

  • Fu JC, Kass RE (1988) The exponential rates of convergence of posterior distributions. Ann Inst Stat Math 40: 683–691

    Article  MATH  MathSciNet  Google Scholar 

  • Ganesh A, O’Connell N (1999) An inverse of Sanov’s Theorem. Stat Probab Lett 42: 201–206

    Article  MATH  MathSciNet  Google Scholar 

  • Ganesh A, O’Connell N (2000) A large deviation principle for Dirichlet posteriors. Bernoulli 6: 1021–1034

    Article  MATH  MathSciNet  Google Scholar 

  • Jupp PE, Mardia KV (1983) A note on the maximum-entropy principle. Scand J Stat 10: 45–47

    MATH  MathSciNet  Google Scholar 

  • Macci C, Petrella L (2009) Censored exponential data: large deviations for MLEs and posterior distributions. Comm Stat Theory Methods (in press)

  • Parthasarathy KR (1967) Probability measures on metric spaces. Academic Press, London

    MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Claudio Macci.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Macci, C. Large deviations for estimators of some threshold parameters. Stat Methods Appl 19, 63–77 (2010). https://doi.org/10.1007/s10260-009-0119-y

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10260-009-0119-y

Keywords

Navigation