题名

Minimum Disparity Inference Based on Tangent Disparities

DOI

10.6186/IJIMS.2011.22.1.1

作者

Chan-Seok Park;Ayanendranath Basu

关键词

Tangent disparity ; efficiency ; breakdown point ; robustness ; residual adjustment function

期刊名称

International Journal of Information and Management Sciences

卷期/出版年月

22:1(2011 / 03 / 01)

页次

1 - 25

内容语文

英文

英文摘要

This paper introduces the new family of ”tangent disparities” based on the tangent function and considers robust inference based on it. The properties of the resulting inference procedures are studied. The estimators are asymptotically efficient with asymptotic breakdown points of 1/2 at the model. The corresponding tests are equivalent to the likelihood ratio test under the null. Numerical studies substantiate the theory developed and compare the performance of the methods with those based on the Hellinger distance.

主题分类 基礎與應用科學 > 資訊科學
社會科學 > 管理學
参考文献
  1. Agostinelli, C.,Markatou, M.(2001).Tests of hypotheses based on the weighted likelihood methodology.Statistica Sinica,11,499-514.
  2. Ali, S. M.,Silvey, S. D.(1966).A general class of coefficients of divergence of one distribution from another.Journal of the Royal Statistical Society B,28,131-142.
  3. Basu, A.,Harris, I. R.,Basu, S.(1996).Tests of hypotheses in discrete models based on the penalized Hellinger distance.Statistcs and Probability Letters,27,367-373.
  4. Basu, A.,Sarkar, S.,Vidyashankar, A. N.(1997).Minimum negative exponential disparity estimation in parametric models.Journal of Statistical Planning and Inference,58,349-370.
  5. Beran, R. J.(1977).Minimum Hellinger distance estimates for parametric models.Annals of Statistics,5,445-463.
  6. Csiszár, I.(1963).Eine informations theoretische Ungleichung und ihre Anwendung auf den Beweis der Ergodizitat von Markoffschen Ketten.Publ. Math. Inst. Hungar. Acad. Sci,3,85-107.
  7. Devroye, L. A.(1987).A Course in Density Estimation.Boston:Birkhauser.
  8. Devroye, L. A.,Györfi, L.(1985).Nonparametric Density Estimation: The L1 View.Wiley.
  9. Hampel, F. R.,Ronchetti, E.,Rousseeuw, P. J.,Stahel, W.(1986).Robust Statistics: The Approach based on Influence Functions.New York:John Wiley & Sons.
  10. He, X.,Simpson, D. G.,Portnoy, S. L.(1990).Breakdown robustness of tests.Journal of the American Statistical Association,85,446-452.
  11. Jones, M. C.,Marron, J. S.,Sheather, S. J.(1996).A brief survey of bandwidth selection for density estimation.Journal of the American Statistical Association,91,401-407.
  12. Lindsay, B. G.(1994).Efficiency versus robustness: The case for minimum Hellinger distance and related methods.Annals of Statistics,22,1081-1114.
  13. Markatou, M.,Basu, A.,Lindsay, B. G.(1998).Weighted likelihood equations with bootstrap root search.Journal of the American Statistical Association,93,740-750.
  14. Pardo, L.(2006).Statistical Inference based on Divergences.CRC/Chapman-Hall.
  15. Park, C.,Basu, A.,Lindsay, B. G.(2002).The residual adjustment function and weighted likelihood: A graphical interpretation of robustness of minimum disparity estimators.Computational Statistics and Data Analysis,39,21-33.
  16. Rao, C. R.(1962).Efficient estimates and optimum inference procedures in large samples (with discussion).Journal of the Royal Statistical Society B,24,46-72.
  17. Rao, C. R.(1961).Asymptotic efficiency and limiting information.Proc. Fourth Berkeley Symp.,Berkeley:
  18. Serfling, R. J.(1980).Approximation Theorems of Mathematical Statistics.New York:John Wiley & Sons.
  19. Simpson, D. G.(1989).Hellinger deviance test: efficiency, breakdown points, and examples.Journal of the American Statistical Association,84,107-113.
  20. Simpson, D. G.(1987).Minimum Hellinger distance estimation for the analysis of count data.Journal of the American Statistical Association,82,802-807.
  21. Stigler, S. M.(1977).Do robust estimators work with real data?.Annals of Statistics,5,1055-1098.
  22. Tamura, R. N.,Boos, D. D.(1986).Minimum Hellinger distance estimation for multivariate location and covariance.Journal of the American Statistical Association,81,223-229.
  23. Welch, W. J.(1987).Rerandomizing the median in matched-pairs designs.Biometrika,74,609-614.
  24. Woodruff, R. C.,Mason, J. M.,Valencia, R.,Zimmering, A.(1984).Chemical mutagenesis testing in drosophila - I: Comparison of positive and negative control data for sex-linked recessive lethal mutations and reciprocal translocations in three laboratories.Environmental Mutagenesis,6,189-202.