Re: The First Variation of a PDF



On Sun, 12 Oct 2008, junoexpress wrote:

Consider a pdf having compact support on [-X,+X] for some given
positive real X, that is a function of a real parameter c.

When c=0, the pdf is symmetric about x=0 and the pdf takes a very
simple form.
When c is non-zero, the form of the pdf is non-symmetric about x=0
becomes quite complicated.

I want to understand the effect c has when it is small but non-zero,
on the bias of x.

One way I considered was to construct an approximation to the pdf:
(1) f(x,c) \approx f(x,o) + c (df/dc)at c=0

f(x,c) =~ f(x,0) + c.f_c(x,0).

Now the RHS of (1) integrates to 1, but it is probably not a pdf
(since it is not obvious the first order approx is non-negative). This

integral(-oo,oo) f(x,0) dx + integral(-oo,oo) c.f_c(x,c) dx
= 1 + c.integral(-oo,oo) f_c(x,0) dx = 1

bothers me somewhat, and has me wondering if this is the correct way
to approach this problem. Any suggestions?

Why should it bother you? Doesn't it make you happy to have
an approximate pdf to work with?

.



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