Let X1,X2,,Xn be independent, identically distributed non-negative random variables with E(Xi)= and Var(Xi)=2. The arithmetic mean (commonly referred to as mean only) is defined as: Y=nX1+X 2++Xn Another type of mean, known as the geometric mean, is defined as: Z=(X1X2Xn)n1 (a) What are the expected value and standard deviation of Y ? Write them as a function of ,, and n. [1] (b) What are the expected value and standard deviation of Zn (not Z )? Write them as a function of ,, and n.[1] (c) If n is sufficiently large, what would be the distribution of Y ? Explain. [0.5] (d) If n is sufficiently large, what would be the distribution of Zn ? Explain. [0.5] Hint for (d): What is the distribution of log(Zn) ? (e) If n=20 (consider this to be sufficiently large), =1, and =0.2, what is the approximate value of the probability P(Zn>1.2) ? [1].