2
$\begingroup$

I am having trouble understanding the rationale of the following related to the MGF:

Function Mx(t)=E[exp(tX)], the expectation exists for all t in a neighbourhood of zero, and X has mean mx, show that (1)logMx(t)/t>=mx for t>0 (2) the above inequality becomes equality as t tends to 0.

Here is what I have so far: For (1), I applied Jensen's inequality, so that LogE[(exp(tX)] >= E[log(exp(tX)) = E[tX] = tE[X] = tmx. So the first problem was solved.

I think I stuck here, so I have two questions: (1) was I on the right path to solve the first problem? (2) how should I proceed to solve the second problem?

Thank you very much.

$\endgroup$
1
  • 2
    $\begingroup$ Please tag as self-study and read its wiki! Then, you can use $\LaTeX$ on this site, please do so, your question will be easier to read! $\endgroup$ Commented Oct 5, 2020 at 21:30

1 Answer 1

0
$\begingroup$

You'll take the limit of the expression and apply L'hopital's rule:

$$\lim_{t\rightarrow0}\frac{\log M_X(t)}{t}=\lim_{t\rightarrow0} \frac{M_X'(t)}{M_X(t)}=\frac{M'_X(0)}{M_X(0)}=\frac{\mathbb E[X]}{1}=mx$$

P.S. Please use $\LaTeX$ as suggested in the comments.

$\endgroup$
2
  • $\begingroup$ Thank you so much for the help @gunes! Could you please elaborate on the part after your first equal sign? I am still confused about how it was obtained. $\endgroup$
    – QIHUN CHEN
    Commented Oct 6, 2020 at 5:18
  • $\begingroup$ just differentiated both numerator and denominator separately as the l’hopital rule requires $\endgroup$
    – gunes
    Commented Oct 6, 2020 at 6:31

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service and acknowledge you have read our privacy policy.

Not the answer you're looking for? Browse other questions tagged or ask your own question.