S. 14 points] Suppose random variables X, x.. X, are iid (independent, identical distributed) with density...
Suppose that {X}}=1 are iid random variables uniformly distributed random variables with density fr A f(x; 0) = S (0 – 10)- € (10,0) 0 otherwise (i) Derive the MLE of e. (ii) Obtain the asymptotic sampling properties of 0. Is the distribution of the MLE asymptotically normal?
11. Obtain the MLE estimate for the beta parameter in Gamma distribution defined below for n iid (identical and independent) observations in a sample. Show steps. Obtain the MLE estimate for the alpha parameter. The continuous random variable X has a gamma distribution, with param eters α and β, if its density function is given by x>0, elsewhere, .tor"-le-z/ß, f(x; α, β)-Ί where α > 0 and β > 0. (You will also need the beta estimate, use the direct...
3. Suppose that X and Y are independent exponentially distributed random variables with parameter λ, and further suppose that U is a uniformly distributed random variable between 0 and 1 that is independent from X and Y. Calculate Pr(X<U< Y) and estimate numerically (based on a visual plot, for example) the value of λ that maximizes this probability.
Suppose that X1,X2,. X are iid random variables with pdf ,220 (a) Find the maximum likelihood estimate of the parameter a (b) Find the Fisher Information of X1,X2,.. ., Xn and use it to estimate a 95% confidence interval on the MLE of a (c) Explain how the central limit theorem relates to (b).
If X1 and X2 are IID (random variables that are Independent and have Identical Distributions), do X1, X2, and X bar form a collection of IId random variables? (X bar = (X1+X2)/2)
3. The random variables X and Y are independent and identically distributed (iid) according to the uniformd
Let X1, X2, ..., X, be iid random variables with a "Rayleigh” density having the following pdf: f(x) = 2x2=+*10, 2 > 0 > 0 V лв a) (3 points) Find a sufficient estimator for using the Factorization Theorem. b) (3 points) Find a method of moments estimator for 0. Small help: E(X1) = c) (7 points) What is the MLE of 02 +0 - 10 ? d) (7 points) For a fact, IX has a Gamman, o) distribution. Using...
Let X1, X2, ..., X, be iid random variables with a "Rayleigh" density having the following pdf: f(x) = 6-2°/0, a>0, 0x0 a) (3 points) Find a sufficient estimator for 0 using the Factorization Theorem. b) (3 points) Find a method of moments estimator for 6. Small help: E(X.) = V** c) (7 points) What is the MLE of 02 +0 -10? d) (7 points) For a fact, Li-1 X? has a Gammain,6) distribution. Using this information, find a consistent...
Problem 8: 10 points Suppose that (X, Y) are two independent identically distributed random variables with the density function defined as f (x) λ exp (-Ar) , for x > 0. For the ratio, z-y, find the cumulative distribution function and density function.
Problem 9: 10 points Suppose that X, Y are two independent identically distributed random variables with the density function f(x)= λ exp (-Az), for >0. Consider T- and find its cumulative distribution function and density function.