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Stochastic Mechanics 6 CFU

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Stochastic Mechanics 6 CFU Part I 22.6.2010

Exercise 1

Find two σ-algebra such that their union is not a σ algebra.

Exercise 2

a Give the definition of a simple function.

b Give an example of a simple function X and construct the σ-algebra generated by X.

c Let Ω = {−4, −2, 0, 1, 2, 3} find the smallest σ-algebra such that X = 16 − ω2 is a random variable.

Exercise 3

a Let A, B, C be independent events. Show that B and A ∩ C are independent;

b Three coins, 5, 10 and 20 cents, are tossed and you can take those showing heads; X is the total amount you take and Y is the number of heads. Find E(X|Y ), find and compare the σ-algebra generated by Y and by E(X|Y ). How many elements do these σ-algebras have?

Exercise 4

Find the characteristic function φX(t) of a random variable X having distribution with density

fX(x) =

(1 − |x| if |x| ≤ 1

0 otherwise

Exercise 5

a Give the definition of a 2 dimensional Brownian motion.

b Let Wt and ˆWt be two independent Brownian motions, define Xt =

a

bWb2t+1cc2t. Find a, b, c ∈ R and b, c 6= 0, such that Xtis a Brownian motion.

Exercise 6

Let Wt be a Wiener process. Apply the property of Ito itegral that E(RT

0 GdWs)2 =RT

0 E(G2)ds for any function G ∈ L2(o, T ) to calculate E(

Z T

0

[W

3

s2 + W

1

s2]dWs)2

1

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