Supposenbspxnbsphas the generat- ing functionnbspgs express


1. (Generating Function and Moments). Suppose has the generat- ing function G.s/. Express the variance and the third moment of in terms of G.s/ and its derivatives.

2. Suppose G.s/ and H.s/ are both generating functions. Show that pG.s/ .1 p/H.s/ is also a valid generating function for any in .0; 1/. What is an interesting interpretation of the distribution that haspG.s/ .1 p/H.s/ as its generating function?

3. (Convexity of the MGF). Suppose has the mgf .t/, finite in some open interval. Show that .t/is convex in that open interval.

4. Find the first four moments, the first four central moments, and the first four cumulants of X, where is the number of heads obtained in three tosses of a fair coin, and verify all the interrelationships between them stated in the text.

5. (Cumulants of a Bernoulli Variable). Suppose X has the pmf P.X 1/ p; P.X 0/ p. What are the first four cumulants of X?

6. Suppose X has a symmetric distribution P.XD1D p; P.X 0/ 2p. What are its first four cumulants?

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