Some inequalities related to the Stam inequality

Abram Kagan; Tinghui Yu

Applications of Mathematics (2008)

  • Volume: 53, Issue: 3, page 195-205
  • ISSN: 0862-7940

Abstract

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Zamir showed in 1998 that the Stam classical inequality for the Fisher information (about a location parameter) 1 / I ( X + Y ) 1 / I ( X ) + 1 / I ( Y ) for independent random variables X , Y is a simple corollary of basic properties of the Fisher information (monotonicity, additivity and a reparametrization formula). The idea of his proof works for a special case of a general (not necessarily location) parameter. Stam type inequalities are obtained for the Fisher information in a multivariate observation depending on a univariate location parameter and for the variance of the Pitman estimator of the latter.

How to cite

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Kagan, Abram, and Yu, Tinghui. "Some inequalities related to the Stam inequality." Applications of Mathematics 53.3 (2008): 195-205. <http://eudml.org/doc/37778>.

@article{Kagan2008,
abstract = {Zamir showed in 1998 that the Stam classical inequality for the Fisher information (about a location parameter) \[ 1/I(X+Y)\ge 1/I(X)+1/I(Y) \] for independent random variables $X$, $Y$ is a simple corollary of basic properties of the Fisher information (monotonicity, additivity and a reparametrization formula). The idea of his proof works for a special case of a general (not necessarily location) parameter. Stam type inequalities are obtained for the Fisher information in a multivariate observation depending on a univariate location parameter and for the variance of the Pitman estimator of the latter.},
author = {Kagan, Abram, Yu, Tinghui},
journal = {Applications of Mathematics},
keywords = {Fisher information; location parameter; Pitman estimators; Fisher information; location parameter; Pitman estimators},
language = {eng},
number = {3},
pages = {195-205},
publisher = {Institute of Mathematics, Academy of Sciences of the Czech Republic},
title = {Some inequalities related to the Stam inequality},
url = {http://eudml.org/doc/37778},
volume = {53},
year = {2008},
}

TY - JOUR
AU - Kagan, Abram
AU - Yu, Tinghui
TI - Some inequalities related to the Stam inequality
JO - Applications of Mathematics
PY - 2008
PB - Institute of Mathematics, Academy of Sciences of the Czech Republic
VL - 53
IS - 3
SP - 195
EP - 205
AB - Zamir showed in 1998 that the Stam classical inequality for the Fisher information (about a location parameter) \[ 1/I(X+Y)\ge 1/I(X)+1/I(Y) \] for independent random variables $X$, $Y$ is a simple corollary of basic properties of the Fisher information (monotonicity, additivity and a reparametrization formula). The idea of his proof works for a special case of a general (not necessarily location) parameter. Stam type inequalities are obtained for the Fisher information in a multivariate observation depending on a univariate location parameter and for the variance of the Pitman estimator of the latter.
LA - eng
KW - Fisher information; location parameter; Pitman estimators; Fisher information; location parameter; Pitman estimators
UR - http://eudml.org/doc/37778
ER -

References

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  1. Carlen, E. A., 10.1016/0022-1236(91)90155-X, J. Funct. Anal. 101 (1991), 194-211. (1991) Zbl0732.60020MR1132315DOI10.1016/0022-1236(91)90155-X
  2. Ibragimov, I. A., Khas'minskij, R. Z., Statistical Estimation. Asymptotic Theory, Springer New York (1981). (1981) Zbl0467.62026MR0620321
  3. Kagan, A., Landsman, Z., 10.1016/S0167-7152(96)00070-3, Statist. Probab. Lett. 32 (1997), 175-179. (1997) Zbl0874.60002MR1436863DOI10.1016/S0167-7152(96)00070-3
  4. Kagan, A., An inequality for the Pitman estimators related to the Stam inequality, Sankhya A64 (2002), 282-292. (2002) Zbl1192.62099MR1981759
  5. Kagan, A., Shepp, L. A., 10.1198/000313005X21041, Amer. Statist. 59 (2005), 54-56. (2005) MR2113195DOI10.1198/000313005X21041
  6. Kagan, A., Yu, T., Barron, A., Madiman, M., Contribution to the theory of Pitman estimators, Submitted. 
  7. Madiman, M., Barron, A., The monotonicity of information in the central limit theorem and entropy power inequalities, Preprint Dept. of Statistics, Yale University (2006). (2006) MR2128239
  8. Shao, J., Mathematical Statistics, 2nd ed, Springer New York (2003). (2003) Zbl1018.62001MR2002723
  9. Stam, A. J., 10.1016/S0019-9958(59)90348-1, Inform. and Control 2 (1959), 101-112. (1959) Zbl0085.34701MR0109101DOI10.1016/S0019-9958(59)90348-1
  10. Zamir, R., 10.1109/18.669301, IEEE Trans. Inf. Theory 44 (1998), 1246-1250. (1998) Zbl0901.62005MR1616672DOI10.1109/18.669301

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