(4) Suppose Λ ~ Exponential(7) and X ~ Poisson(A). Use generating functions to show that X + 1 ~ ...
(a)Suppose X ∼ Poisson(λ) and Y ∼ Poisson(γ) are independent, prove that X + Y ∼ Poisson(λ + γ). (b)Let X1, . . . , Xn be an iid random sample from Poisson(λ), provide a sufficient statistic for λ and justify your answer. (c)Under the setting of part (b), show λb = 1 n Pn i=1 Xi is consistent estimator of λ. (d)Use the Central Limit Theorem to find an asymptotic normal distribution for λb defined in part (c), justify...
4. Fix > 0. For n > λ let Xn be Geometric(A/n). Show that X n/n converges in distribution to an Exponential(A). (Hint: again, compute moment generating functions.)
Suppose X has a Poisson(λ) distribution (a) Show that E(X(X-1)(X-2) . .. (X-k + 1)} for k > 1. b) Using the previous part, find EX (c) Determine the expected value of the random variable Y 1/(1 + X). (d) Determine the probability that X is even. Note: Simplify the answers. The final results should be expressed in terms of λ and elementary operations (+- x ), with the only elementary function used being the exponential
Find the moment generating function for the following distributions: N(μ, σ2), Poisson(λ), Gamma(α, β), Chi-square with k degrees of freedom, and Geometric(p). Question 7: Find the moment generating function for the following distributions: N(Lơ2 Poisson(A), Gamma(α, β), Chi-square with k degrees of freedom, and Geometric(p)
5. Suppose X ~ Poisson(A = 5) and Y ~ Poisson(λ = 10), and they are independent. Using the moment generating function method, find the distribution of Z = X + Y.
5. Suppose that Xn ~ Binomial(n,츰) for n 1.2, and X ~ Poisson(λ). Prove that Xn converges in distribution to X by using the moment generating functions for Xn and X
Section 1.7: 4. Let f(x) be the exponential generating funcion of a sequence {%). Find the exponential generating functions for the follow- ing sequences in terms of f(x): (a) fan cl (b) foan (c (nani (e) 0, a,a, , (g) ao,0, a2,0, a,0,... (h) a, a2, a,... 8. (a) A sequence a satisfies the recurrence relation a3an+2, ao0 Find the exponential generating function ΣΧ0Lnz" Section 1.7: 4. Let f(x) be the exponential generating funcion of a sequence {%). Find the...
5. The Exponential(A) distribution has density f(x) = for x<0' where λ > 0 (a) Show/of(x) dr-1. (b) Find F(x). Of course there is a separate answer for x 2 0 and x <0 (c Let X have an exponential density with parameter λ > 0 Prove the 'Inemoryless" property: P(X > t + s|X > s) = P(X > t) for t > 0 and s > 0. For example, the probability that the conversation lasts at least t...
Compute the expected value of the Poisson distribution with parameter λ X ∼ Poisson(λ). Show E[X(X − 1)(X − 2)· · ·(X − k)] = λ ^(k+1) Use this result, and that in question above, to calculate the variance of X
Suppose X has an exponential distribution with parameter λ = 1 and Y |X = x has a Poisson distribution with parameter x. Generate at least 1000 random samples from the marginal distribution of Y and make a probability histogram.