Let f be a bounded probability density function. How do I show that &#x222B;<!-- ∫ -

arridsd9

arridsd9

Answered question

2022-06-22

Let f be a bounded probability density function. How do I show that R σ exp ( σ 2 ξ 2 2 ) f ( ξ ) d ξ c < as σ ?

I was thinking of doing dominated convergence theorem, but this doesn't work here. Could anyone give me any direction?

Answer & Explanation

gaiageoucm5p

gaiageoucm5p

Beginner2022-06-23Added 20 answers

f ( ξ ) is bounded and all terms are positive in the integral. Can you find an upper bound for the integrand?
Let us assume f ( ξ ) c 2 π .
σ exp [ σ 2 ξ 2 2 ] f ( ξ ) d ξ σ exp [ σ 2 ξ 2 2 ] c 2 π d ξ
= σ c 2 π exp [ σ 2 ξ 2 2 ] d ξ
Note, that the upper bound of the integral is gaussian integral. And we have
exp [ σ 2 ξ 2 2 ] d ξ = 2 π | σ | .
Hence, we obtain
σ exp [ σ 2 ξ 2 2 ] f ( ξ ) d ξ σ c 2 π 2 π | σ | = c .
Armeninilu

Armeninilu

Beginner2022-06-24Added 4 answers

With the change of variables u = σ ξ we can rewrite your integral as
R e u 2 / 2 f ( u / σ ) d u .
This integrand is dominated by e u 2 / 2 ( sup x R f ( x ) ) which is integrable. If you show that the pointwise limit (as σ ) of the integrand is zero almost everywhere (except at u = 0 where the limit is f ( 0 )) then you can conclude by applying the dominated convergence theorem.

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