I'm hoping to find WHY we are using moment generating functions to find mean and variance. So far, I just know that sometimes mgf is easier than pdf/pmf to get a mean and variance. Is there any other reasons. Many documents have describe how it was done, but not the intuition of it. How and why the probability function and moment generating function link together?
Can someone point me to the right direction? I don't mean Wikipedia!