Assume {P, } is L1-differentiable, so that (14.93) holds. For simplicity, assume k = 1
Question:
Assume {Pθ, θ ∈ } is L1-differentiable, so that (14.93) holds.
For simplicity, assume k = 1 (but the problem generalizes). Let φ(·) be uniformly bounded and set β(θ) = Eθ[φ(X)]. Show β
(θ) exists at θ0 and
β
(θ0) =
φ(x)ζ(x, θ0)μ(dx) . (14.94)
Hence, if {Pθ} is q.m.d. at θ0 with derivative η(·, θ0), then
β
(θ0) =
φ(x)η˜(x, θ0)pθ0 (x)μ(dx) , (14.95)
where η˜(x, θ0) = 2η(x, θ0)/p 1/2
θ0 (x). More generally, if X1,..., Xn are i.i.d. Pθ and
φ(X1,..., Xn) is uniformly bounded, then β(θ) = Eθ[φ(X1,..., Xn)] is differentiable at θ0 with
β
(θ0) =
···
φ(x1,..., xn)
n i=1 η˜(xi, θ0)
n i=1 pθ0 (xi)μ(dx1)··· μ(dxn) .
(14.96)
Section 14.3
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Related Book For
Testing Statistical Hypotheses Volume I
ISBN: 9783030705770
4th Edition
Authors: E.L. Lehmann, Joseph P. Romano
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