Fisher information of scale

被引:2
|
作者
Ruckdeschel, Peter [1 ,2 ]
Rieder, Helmut [3 ]
机构
[1] Fraunhofer ITWM, Abt Finanzmath, D-67663 Kaiserslautern, Germany
[2] TU Kaiserslautern, AG Stat, FB Math, D-67653 Kaiserslautern, Germany
[3] Univ Bayreuth, Math Inst, D-95440 Bayreuth, Germany
关键词
One-dimensional scale; Fisher information bound; L(2)-differentiability; LAN; Absolute continuity of measures and functions;
D O I
10.1016/j.spl.2010.08.015
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Motivated by the information bound for the asymptotic variance of M-estimates for scale, we define Fisher information of scale of any distribution function F on the real line as the supremum of all (integral x phi'(x)F(dx))(2)/integral phi(2) (x) F(dx), where phi ranges over the continuously differentiable functions with derivative of compact support and where, by convention, 0/0 := 0. In addition, we enforce equivariance by a scale factor. Fisher information of scale is weakly lower semicontinuous and convex. It is finite iff the usual assumptions on densities hold, under which Fisher information of scale is classically defined, and then both classical and our notions agree. Fisher information of finite scale is also equivalent to L(2)-differentiability and local asymptotic normality, respectively, of the scale model induced by F. (C) 2010 Elsevier B.V. All rights reserved.
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页码:1881 / 1885
页数:5
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