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5. Suppose X; Y , and Z are iid with a Ber(1=4) distribution. Dene U = X + Y and V = Y=(1 + Z).

5. Suppose X; Y , and Z are iid with a Ber(1=4) distribution. Dene U = X + Y and

V = Y=(1 + Z).

(a) Specify the joint pmf of U and V .

(b) Give E[U jX].

(c) Calculate P(U > 1 j V < 1=2).

(d) Calculate the correlation coecient %(U; V ). Verify your answer with simulation and provide the code.

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