In: Statistics and Probability
You have three independent uniform random variables Xi on [0,1] for i=1,2,3. calculate
(a) P(all of them are less than 1/2)
(b) P(at least one of them is less than 1/2)
(c) the conditional probability P(all of them are less than 1/2 | at least one of them is less than 1/2)
(d) the mean and the variance of S = X1 + X2 + X3
(e) P(the value of X2 lies between the values of the other two random variables)
P(X <x) = x
(a) P(all of them are less than 1/2)
=P(X1 < 1/2 , X2 < 1/2 , X3 < 1/2)
= P(X1 < 1/2 ) *P(X2 < 1/2) P( X3 < 1/2)
=1/2^3 = 1/8
(b) P(at least one of them is less than 1/2)
= 1 - P(none of them is less than 1/2)
= 1- (1/2)^3
=7/8
(c) the conditional probability P(all of them are less than 1/2 | at least one of them is less than 1/2)
= P(X1 < 1/2 , X2 < 1/2 , X3 < 1/2) | at least one of them is less than 1/2)
= P(X1 < 1/2 , X2 < 1/2 , X3 < 1/2) and at least one of them is less than 1/2) /P(at least one of them is less than 1/2)
= P(X1 < 1/2 , X2 < 1/2 , X3 < 1/2)/( P(X1 < 1/2 , X2 < 1/2 , X3 < 1/2))
= 1/7
(d) the mean and the variance of S = X1 + X2 + X3
mean (S) = mean (X1 + X2 + X3 ) = 3 *1/2 = 3/2
variance(S) = 3 var(X) = 3 * 1/12 = 1/4
e)
since Xi are independent ,
we can arrange X1,x2 and X3 is 3! = 6
number of ways X2 is in between = 2
hence required probability = 2/6 = 1/ 3
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