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The problem statement for assignment 4 of a mathematics course (math 589) focusing on the properties of symmetric stable distributions. The assignment includes four problems, covering topics such as showing the necessary and sufficient conditions for a random variable y to have a symmetric stable distribution, proving the absolute continuity of stable distributions, and finding the characteristic function of a random variable yn derived from i.i.d. Uniform random variables.
Typology: Exercises
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(1) Show that Y has a symmetric stable distribution iff φY (t) = e−b|t|α , where b ≥ 0 and 0 < α ≤ 2.
(2) Prove that the stable distributions are all absolutely continuous.
(3) For each n ≥ 1, let X 1 n , X 2 n ,... , Xnn be i.i.d. r.v.’s, each having the uniform distribution on [−n, n]. Define
Yn = M
∑^ n
m=
sign Xmn |Xmn|p^
where M > 0 and p > 1 /2. If the Xmn are positions of masses M distributed at random on [−n, n], then Yn is the gravitational force exerted on a unit mass at the origin, assuming an inverse pth power law.
(a) Show that the c.f. of Yn is
φn(t) =
n
0
[1 − cos(
M t xp^
)] dx − g(n)
])n ,
where g(n) → 0 as n → ∞. (b) Show that φn(t) → f (t) = exp(−
0 [1^ −^ cos(
M t xp^ )]^ dx) as^ n^ → ∞. (c) Make the change of variable y = |M t|^1 /px−^1 to show that f (t) is of the form e−d|t|α where d > 0 and 0 < α < 2. (d) Show that e−d|t|α where d > 0 and 0 ≤ α ≤ 2 is a c.f.
(4) If λ ≥ 0 and φ(t) is a c.f. of a random variable, show that eλ(φ(t)−1)^ is an infinitely divisible c.f.
Hint: for problems 1 and 2, use the formula for the general form of the c.f. of a stable law.