How to prove that the moment generating function of the sum of two independent variables are multiplication of their moment generaing functions?

46 Views Asked by At

How to prove that if $X \text{ and } Y \text{ are independent and } Z=X+Y \text{ and their mgf is } M_X \text{ and } M_Y \text{ then } M_Z=M_X \cdot M_Y?$

1

There are 1 best solutions below

0
On BEST ANSWER

$$\begin{align}M_Z(t)&:=\Bbb E\exp itZ\\&=\Bbb E\exp itX\exp itY\\&=\Bbb E\exp itX\Bbb E\exp itY\\&=M_X(t)M_Y(t)\end{align}$$uses the definition of an MGF, the definition of $Z$, independence, and the definition of MGFs again.