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Introduction to Probability Theory II

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Introduction to Probability Theory II

Exercise 2, Autumn 2007

1. LetXandYbe independent random variables with meansµ1 andµ2, and variances σ1 and σ2, respectively. Present, using these, following

a) E(aX+bY), where a and b are constants;

b) D2(aX+bY), where a and b are constants;

c) E

XY 2

2 .

2. Determine the pfractile of random variable X for p = 0.5, p = 0.75 and p=0.99, when

a) X∼Tas(0,1), b) X∼Exp(2),

c) X∼N(1/21/4).

3. Let P(A)= p. Determine the probability generating function of the indi- cator1A and use this to determine the probability generating function of distributionBin(n,p).

4. Let X be a Nvalued random variable and G the probability generating function of X.

a) Calculate G(0) and G(1).

b) Express the probability thatX is even using G.

5. LetXandYbe independent random variables. Determine the conditional distribution

P{X=k|X+Y=n}, for k=0,1,. . .,n,, when

a) X∼Bin(n1,p)and Y∼Bin(n2,p), b) X∼Poisson(λ1) and Y∼Poisson(λ2),

c) X,Y∼Geom(p).

6. (Jenssen's inequality) Suppose that gis dierentiable and its derivative is increasing. Show that, if random variables X and g(X) have expected value, then

g(E(X))≤E(g(X)).

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