Robert_V._Hogg,_Joseph_W._McKean,_Allen_T._Craig

(Jacob Rumans) #1

Appendix A


Mathematical Comments


A.1 RegularityConditions


These are the regularity conditions referred to in Sections 6.4 and 6.5 of the text.
A discussion of these conditions can be found in Chapter 6 of Lehmann and Casella
(1998).
LetXhave pdff(x;θ), whereθ∈Ω⊂Rp. For these assumptions,Xcan be
either a scalar random variable or a random vector inRk. As in Section 6.4, let
I(θ)=[Ijk]denotethep×pinformation matrix given by expression (6.4.4). Also,
we will denote the true parameterθbyθ 0.

Assumptions A.1.1.Additional regularity conditions for Sections 6.4 and 6.5.

(R6):There exists an open subsetΩ 0 ⊂Ωsuch thatθ 0 ∈Ω 0 and all third partial
derivatives off(x;θ)exist for allθ∈Ω 0.

(R7)The following equations are true (essentially, we can interchange expectation
and differentiation):


[

∂θj

logf(x;θ)

]
=0, forj=1,...,p

Ijk(θ)=Eθ

[

∂^2
∂θj∂θk

logf(x;θ)

]
, forj, k=1,...,p.

(R8)For al lθ∈Ω 0 ,I(θ)is positive definite.

(R9) There exist functionsMjkl(x)such that






∂^3
∂θj∂θkθl

logf(x;θ)




∣≤Mjkl(x), for allθ∈Ω^0 ,

and
Eθ 0 [Mjkl]<∞, for allj, k, l∈ 1 ,...,p.

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