Skip to main content
Log in

Geometrical expansions for the distributions of the score vector and the maximum likelihood estimator

  • Statistical Geometry
  • Published:
Annals of the Institute of Statistical Mathematics Aims and scope Submit manuscript

Abstract

In the present note, asymptotic expansions for conditional and unconditional distributions of the score vector are derived. Our aim is to consider these expansions in the light of differential geometry, particularly the theory of derivative strings. Expansions for the distributions of the maximum likelihood estimator are obtained from those for the score vector via transformation, with a view to interpreting from the standpoint of differential geometry the various terms entering the expansions.

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

  • Amari, S. I. (1985). Differential-geometrical methods in statistics, Lecture Notes in Statistics, 28, Springer, Heidelberg.

    Google Scholar 

  • Amari, S. I. and Kumon, M. (1983). Differential geometry of Edgeworth expansion in curved exponential family, Ann. Inst. Statist. Math., 35, 1–24.

    Google Scholar 

  • Amari, S. I., Barndorff-Nielsen, O. E., Kass, R. E., Lauritzen, S. L. and Rao, C. R. (1987). Differential geometry in statistical inference, Institute of Mathematical Statistics, Monograph Series, 10, Hayward, California.

    Google Scholar 

  • Barndorff-Nielsen, O. E. (1980). Conditionality resolution, Biometrika, 67, 293–310.

    Google Scholar 

  • Barndorff-Nielsen, O. E. (1983). On a formula for the distribution of the maximum likelihood estimator, Biometrika, 70, 856–873.

    Google Scholar 

  • Barndorff-Nielsen, O. E. (1986a). Strings, tensorial combinants and Bartlett adjustments, Proc. Roy. Soc. London Ser. A, 406, 127–137.

    Google Scholar 

  • Barndorff-Nielsen, O. E. (1986b). Likelihood and observed geometries, Ann. Statist., 14, 856–873.

    Google Scholar 

  • Barndorff-Nielsen, O. E. (1987). Likelihood, ancillary and strings, Proceedings of the First World Congress of the Bernoulli Society, 2, 205–213.

    Google Scholar 

  • Barndorff-Nielsen, O. E. (1988). Parametric statistical models and likelihood, Lecture Notes in Statistics, 50, Springer, Heidelberg.

    Google Scholar 

  • Barndorff-Nielsen, O. E. and Blæsild, P. (1987a). Strings: Mathematical theory and statistical examples, Proc. Roy. Soc. London Ser. A, 411, 155–176.

    Google Scholar 

  • Barndorff-Nielsen, O. E. and Blæsild, P. (1987b). Strings: contravariant aspect, Proc. Roy. Soc. London Ser. A, 411, 421–444.

    Google Scholar 

  • Barndorff-Nielsen, O. E. and Blæsild, P. (1988). Coordinate-free definition of structually symmetric derivative strings, Adv. in Appl. Math., 9, 1–6.

    Google Scholar 

  • Barndorff-Nielsen, O. E. and Cox, D. R. (1989). Asymptotic Techniques for Use in Statistics, Chapman and Hall, London.

    Google Scholar 

  • Blæsild, P. (1990). Yokes: orthogonal and observed normal coordinates, Research Report, 205, Department of Theoretical Statistics, Aarhus University.

  • McCullagh, P. (1987). Tensor Methods in Statistics. Monographs on Statistics and Applied Probability, Chapman and Hall, London.

    Google Scholar 

  • McCullagh, P. and Cox, D. R. (1986). Invariants and likelihood ratio statistics, Ann. Statist., 14, 1419–1430.

    Google Scholar 

  • Murray, M. K. and Rice, J. W. (1987). On differential geometry in statistics, Research Report, School of Mathematical Sciences, The Flinders University of South Australia.

  • Skovgaard, I. M. (1986). On multivariate Edgeworth expansions, Internat. Statist. Rev., 54, 169–186.

    Google Scholar 

  • Vos, P. W. (1989). Fundamental equations for statistical submanifolds with applications to the Bartlett correction, Ann. Inst. Statist. Math., 41, 429–450.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Additional information

The present work was carried out at the Department of Theoretical Statistics, University of Aarhus, Denmark, with support from the Danish-French Cultural Exchange Programme.

About this article

Cite this article

Mora, M. Geometrical expansions for the distributions of the score vector and the maximum likelihood estimator. Ann Inst Stat Math 44, 63–83 (1992). https://doi.org/10.1007/BF00048670

Download citation

  • Received:

  • Revised:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF00048670

Key words and phrases

Navigation