Alan has a fair die numbered from 1 to inclusive and Edgar has fair dice numbered from 1 to inclusive. If , what is the probability that Alan rolls a higher number than the sum of Edgar's rolls?
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We denote P ( X = x ) as the probability that X = x and E [ X ] as the expected value of X .
Let X be the sum of Edgar's rolls and let X i , 1 ≤ i ≤ n be the value of the i th die. We see that X = X 1 + X 2 + . . . + X n . Observe that from linearity of expectation, E [ X ] = E [ i = 1 ∑ n X i ] = i = 1 ∑ n E [ X i ] = 2 n ( p + 1 ) since the expected value of a single one of Edgar's die is 2 p + 1 .
Now, observe that if Edgar rolls a sum of i , then Alan must roll i + 1 , i + 2 , . . . or m . Thus, the desired probability is ∑ i = p n p P ( X = i ) m m − i . We can simplify this in the following manner: i = p ∑ n p P ( X = i ) m m − i = i = p ∑ n p P ( X = i ) − m 1 i = p ∑ n p i P ( X = i ) = 1 − m 1 E [ X ] = 1 − 2 m n ( p + 1 ) as desired.