Detailed and complete answer needed only. Thank you.
Note: The distribution of Range (R) can be found easily by the integrating the joint distribution of f(R,X(1)) over the range of X(1) which is from (0,1).
and to find f(R,X(1)) we find the joint pdf of f(X(n),X(1)) then by variable change we convert it to a joint pdf of (R,,X(1))
Thanks
Detailed and complete answer needed only. Thank you. Q4. Suppose we have a random sample X,,...
Let X1,..., Xn be a random sample from a distribution. Suppose Ti (X),T2(X) and U(X) respectively are sufficient, minimal sufficient, and unbiased estimators for the parameter θ of the distribution. Let U1(X) = E U(X) T, (X), U2(X) = EU㈤ T2(X)] a. Show that U1(X) and U(X) are unbiased for θ. b. Show that U2(x)-E[Uj(X)ITLX] c. Show that U2 has a smaller variance than U
Only ques 4 (b) Define R = X(n)-X(1) as the sample range. Find the pdf of R. (c) It turns out, if Xi, . . . , Xn ~ (iid) Uniform(0,0), E(R)-θ . What happens to E(R) as n increases? Briefly explain in words why this makes sense intuitively. 4. Let X. Xn be a random sample from a population with pdf xotherwise Let Xa)<..< X(n) be the order statistics. Show that Xa)/X() and X(n) are independent random variables 5....
4. Let X1,..., X, be a random sample from a population with pdf 0 otherwise Let Xo) <...Xn)be the order statistics. Show that Xu/Xu) and X(n) are independent random variables
Let Xi,, X be a random sample from a gamma(a, B) distribution a. Identify a two-dimensional sufficient statistics for (α, β). b. Is the two-dimensional sufficient statistic in part (a) minimal sufficient?
Let X ∼ Geo(?) with Θ=[0, 1]. a) Show that pdf of the random variable X is in the one-parameter regular exponential family of distributions. b) If X1,…, Xn is a sample of iid Geo(?) random variables with Θ=(0, 1), determine a complete minimal sufficient statistic for ?.
DO Problem 4 only, thank you Suppose that X = (Xi, X2, . . . , Xn) and Y = (y,Y2, . . . ,Yn) are random samples from continuous distributions F and G, respectively. Wilcoxon's two-sample test statistic W = W(X,Y) is defined to be Σ-ngi Ri where Ri is the rank of in the combined sample. 2. Show that W can be written as where is the number of pairs (X,Y) with Xiくý, In other words Tn ΣΣΊ,)'...
Let X1, ..., Xn be a random sample from a population with pdf f(x 1/8,0 < x < θ, zero elsewhere. Let Yi < < Y, be the order statistics. Show that Y/Yn and Yn are independent random variables
f a random sample X,X, X, from the 2. Let Y, < Y.< Y, be the order statistics o exponential distribution with mean β. Let (i) Are the random variables U,V,W independent? (ii) What is the distribution of each of U,V and W.
6. Suppose that Xi,X2, X, is a random sample from the uniform distribution on (0,1). Let X(i), i = 1, , n denote the order statistics. (a) Obtain the joint distribution of R- X)-X) and SXXn/2 b) Obtain the marginal pdf of S. 6. Suppose that Xi,X2, X, is a random sample from the uniform distribution on (0,1). Let X(i), i = 1, , n denote the order statistics. (a) Obtain the joint distribution of R- X)-X) and SXXn/2 b)...
Suppose that x = (x1,…..,xn) is a sample from the Gamma Distribution. Determine the minimal sufficient statistics for this model.