In: Statistics and Probability
Consider a game in which a player shoots 3 free throws; if the player makes i free throws, she draws one bill at random from a bag containing i + 1 ten-dollar bills and 5 − (i + 1) one-dollar bills. Let X be the number of free throws she makes and Y be the amount of money she wins and assume that she makes free-throws with probability 1/2.
(a) Tabulate the marginal probabilities P(X = x) for x ∈ X .
(b) Tabulate the joint probabilities P(X = x, Y = y) for (x, y) ∈ X × Y.
(c) Tabulate the marginal probabilities P(Y = y) for y ∈ Y.
(d) Check whether X and Y are independent random variables.
(e) Compute EX.
(f) Compute EY .
(g) Compute Cov(X, Y ).
(h) Compute E[Y |X = 1].
Y | ||||
10 | 1 | P(X=x) | ||
0 | 0.025 | 0.1 | 0.125 | |
X | 1 | 0.15 | 0.225 | 0.375 |
2 | 0.225 | 0.15 | 0.375 | |
3 | 0.1 | 0.025 | 0.125 | |
P(Y=y) | 0.5 | 0.5 | 1 |
(c) P(Y=1)=P(Y=10)=0.5.
(d) X and Y are not indpendent since
(e) E(X)=0*0.125+1*0.375+2*0.375+3*0.125=1.5
(f) E(Y)=1*0.5+10*0.5=5.5
(g) E(XY)=1*10*0.15+1*1*0.225+2*10*0.225+2*1*0.15+3*10*0.1+3*1*0.025=9.6
Cov(X,Y)=E(XY)-E(X)E(Y)=9.6-1.5*5.5=1.35.
(h) E(Y|X=1)=10*(2/5)+1*(3/5)=4.6