Is the Finite Expectation of Powers Satisfied by Nonnegative Random Variables?

In summary, Finite Expectation of Powers is a statistical concept used to calculate the expected value of a distribution raised to a certain power. It is calculated by multiplying each possible outcome of a distribution by its probability, raising it to the desired power, and then summing all of these values together. This concept is significant in probability theory as it allows for the calculation of higher moments of a distribution, providing valuable information about its behavior. It can be applied to any type of distribution and has practical applications in risk analysis and decision-making in various industries.
  • #1
Euge
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Suppose ##X## is a nonnegative random variable and ##p\in (0,\infty)##. Show that ##\mathbb{E}[X^p] < \infty## if and only if ##\sum_{n = 1}^\infty n^{p-1}P(X \ge n) < \infty##.
 
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[tex]\mathbb{E}[X^p] =\int_0^\infty x^p p(x) dx = [ x^p \sigma(x)]_0^\infty - p \int_0^{\infty} x^{p-1}\sigma(x) dx [/tex]
[tex]= p \int_0^{\infty} x^{p-1}(1-\sigma(x) )dx[/tex]
where
[tex]\sigma(x)=\int_0^x p(t) dt,\ \ \sigma(\infty)=1[/tex]
The integral differs from the given series by finite quantity. They both are finite or infinite.
 
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anuttarasammyak said:
[tex]\mathbb{E}[X^p] =\int_0^\infty x^p p(x) dx = [ x^p \sigma(x)]_0^\infty - p \int_0^{\infty} x^{p-1}\sigma(x) dx [/tex]
[tex]= p \int_0^{\infty} x^{p-1}(1-\sigma(x) )dx[/tex]
where
[tex]\sigma(x)=\int_0^x p(t) dt,\ \ \sigma(\infty)=1[/tex]
The integral differs from the given series by finite quantity. They both are finite or infinite.
I think the tricky part of this problem is showing your second to last sentence. A non-answer spoiler:
Euler-Maclaurin with one of the limits going to infinity has to be treated carefully
 
  • #4
Hi @anuttarasammyak, in this problem ##X## is not assumed to have a density.
 
  • #5
Euge said:
Hi @anuttarasammyak, in this problem ##X## is not assumed to have a density.
I see. If X is a positive integer I hope the replacement
[tex]p(x)=\sum_{n=1}^{\infty}\ P_n\ \delta(x-n)[/tex]
where n is positive integer and
[tex]\sum_{n=1}^{\infty}P_n=1,0 \leq P_n[/tex]
would work in my previous post. The integral and the series coincide.
 
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