Affichage des articles dont le libellé est MGF are very confusing. Afficher tous les articles
Affichage des articles dont le libellé est MGF are very confusing. Afficher tous les articles

MGF are very confusing

mercredi 21 janvier 2015

I can't ask all my questions about them, so I'll try to ask just one:



M[X+Y](T) = .09e^-2t + .24e^-t + .34 + .24e^t + .09e^2t



X and Y are IID, and we want to find Pr(X<=0)



Ok, so it says that M[x](t)=M[y](t), which is the first confusing part. Why are two MGFs the same just because the variables are IID?



It goes on to say that because of this, M[X+Y](T) = M[X](T)*M[X](T) = M[X](T)^2, sure. So we want to write the above as a square of another expression, which makes sense. Some fancy mathwork gets the answer of M[X](T) = .3e^t + .4 + .3e^-t --> X = {-1,0,1} with Pr {.3,.4,.3} and the answer is .7



This took about 10 minutes to do the math on and was very confusing, so it offers a second solution:



You can recognize X + Y = {-2,-1,0,1,2} with Pr {.09, .24, .34, .24, .09}, which gives you:



-2 = (-1) + (-1)

-1 = (-1) + (0)

-1 = (0) + (-1)

0 = (0) + (0)

0 = (-1) + (1)

0 = (1) + (-1)

1 = (1) + (0)

1 = (0) + (1)

2 = (1) + (1)



Which apparently leads to X = {-1,0,1} with Pr {.3,.4,.3} again



How in the world do you get from the second to last step to the last step? There are 9 possibilities, so dividing by 9 doesn't give you a nice .3 or .4. If you multiply things by factors of .09 and .34 etc. you don't get a nice .3 or .4. And why aren't we also adding these to the above:



- 2 = (-2) + (0)

- 2 = (0) + (-2)

2 = (2) + (0)

2 = (0) + (2)



:squintyeyes:





MGF are very confusing
 

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