Skip to main content

Frequentist Properties of the Likelihood

  • Chapter

Abstract

Frequentist properties of the maximum likelihood estimate of a scalar parameter are derived. The Wald, Score and Likelihood Ratio test statistics and the corresponding confidence intervals are introduced. Variance stabilizing transformations are also discussed. A case study comparing coverage and width of several confidence intervals for a proportion finishes this chapter, completed by a number of exercises at the end.

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

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   54.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

References

  • Bayarri, M. J., & Berger, J. O. (2004). The interplay of Bayesian and frequentist analysis. Statistical Science, 19(1), 58–80.

    Article  MathSciNet  MATH  Google Scholar 

  • Brown, L. D., Cai, T. T., & DasGupta, A. (2001). Interval estimation for a binomial proportion. Statistical Science, 16(2), 101–133.

    MathSciNet  MATH  Google Scholar 

  • Clopper, C. J., & Pearson, E. S. (1934). The use of confidence or fiducial limits illustrated in the case of the binomial. Biometrika, 26(4), 404–413.

    Article  MATH  Google Scholar 

  • Connor, J. T., & Imrey, P. B. (2005). Proportions, inferences, and comparisons. In P. Armitage & T. Colton (Eds.), Encyclopedia of biostatistics (2nd ed., pp. 4281–4294). Chichester: Wiley.

    Google Scholar 

  • Davison, A. C. (2003). Statistical models. Cambridge: Cambridge University Press.

    Book  MATH  Google Scholar 

  • Lehmann, E. L., & Casella, G. (1998). Theory of point estimation (2nd ed.). New York: Springer.

    MATH  Google Scholar 

  • Millar, R. B. (2011). Maximum likelihood estimation and inference: with examples in R, SAS and ADMB. New York: Wiley.

    Book  Google Scholar 

  • Newcombe, R. G. (2013). Chapman & Hall/CRC biostatistics series. Confidence intervals for proportions and related measures of effect size. Boca Raton: CRC Press. ISBN 978-1-4398-1278-5.

    Google Scholar 

  • Pawitan, Y. (2001). In all likelihood: statistical modelling and inference using likelihood. New York: Oxford University Press.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

Copyright information

© 2014 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

Held, L., Sabanés Bové, D. (2014). Frequentist Properties of the Likelihood. In: Applied Statistical Inference. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-37887-4_4

Download citation

Publish with us

Policies and ethics