18. Supppse(Xy, n 1) are iid with E(%)--0, and E(X )-1. Set S,- Li i-1 Xi. Show Sn →0 n1/2 log n almost surely....
Let Xi be iid with E(Xi) = 0 and Var(Xi) = 1 and let Sn = X1 + … + Xn. Consider the limiting behaviors of Sn/n and of Sn /n. Does either of these correspond to the LLN? to the CLT? Demonstrate using UNIF(–3, 3).
The moment generating function (MGF) for a certain probability distribution is given by 2 (2 + 2) , M(t) = R. t 2 Suppose Xi, X2, are iid random variables with this distribution. Let Sn -Xi+ (a) Show that Var(X) =3/2, i = 1,2. (b) Give the MGF of Sn/v3n/2. (c) Evaluate the limit of the MGF in (b) for n → 0.
The moment generating function (MGF) for a certain probability distribution is given by 2 (2 + 2)...
1.(c)
2.(a),(b)
5. Let Xi,..., X, be iid N(e, 1). (a) Show that X is a complete sufficient statistic. (b) Show that the UMVUE of θ 2 is X2-1/n x"-'e-x/θ , x > 0.0 > 0 6. Let Xi, ,Xn be i.i.d. gamma(α,6) where α > l is known. ( f(x) Γ(α)θα (a) Show that Σ X, is complete and sufficient for θ (b) Find ElI/X] (c) Find the UMVUE of 1/0 -e λ , X > 0 2) (x...
Let X,, X,,... be independent and identically distributed (iid) with E X]< co. Let So 0, S,X, n 2 1 The process (S., n 0 is called a random walk process. ΣΧ be a random walk and let λ, i > 0, denote the probability 7.13. Let S," that a ladder height equals i-that is, λ,-Pfirst positive value of S" equals i]. (a) Show that if q, then λ¡ satisfies (b) If P(X = j)-%, j =-2,-1, 0, 1, 2,...
Let Xi iid∼ N(0, θ) for i = 1, ..., n.
a) Find the MLE for θ. Call it
b) Is biased?
c) Is
consistent?
d) Find the variance of
(e) What is the asymptotic distribution of ?
2. If x e [0, 1] and n E N, show that xn+1 log(1 + x) – 10g(1 (:- (-) + nxn +(-1)n-1 n n+1 Use this to approximate log 1.5 with an error less than 0.02.
REDIT (10 pts). Suppose X = (Xi,Xy, ,x,000) are random variables taking values S Xi S 1 for all 1). Design a hypothesis test that tests the null hypothesis that 1, X', ...X,oo are iid (independent and identically-distributed) and uniform on [0, 1] at significance level α. (Recall that the best way to do this is to i) choose a statistic S(X) that you can compute the tion of, assuming the null hypothesis is true, and ii) use that to...
n. 7. Let Xi, , Xn be iid ;0) =-e-r2/0 where x > 0. Sho w that θ=「x? is based on f (x efficient.
3. Consider the multiple linear regression model iid where Xi, . . . ,Xp-1 ,i are observed covariate values for observation i, and Ei ~N(0,ơ2) (a) What is the interpretation of B1 in this model? (b) Write the matrix form of the model. Label the response vector, design matrix, coefficient vector, and error vector, and specify the dimensions and elements for each. (c) Write the likelihood, log-likelihood, and in matrix form. aB (d) Solve : 0 for β, the MLE...
Let xi be independent. E(xi)=0. Var(xi)= sigma ^2
Cov(x,y) = E(XY) - ExEy
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