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7. Suppose X1, X2, ..., Xn is a random sample from an exponential distribution with parameter...
7. (15 pts) Suppose X1, X2, ..., X, is a random sample from an exponential distribution...
7. (15 pts) Suppose X1, X2, ..., X, is a random sample from an exponential distribution with parameter 2. (Remember f(x;2) = ne-^x is the pdf for the exponential dista.) a) Find the likelihood function, L(X1, X2, Xn). b) Find the log-likelihood function, I = log L. c) Find d //d, set the result = 0 and solve for 2.
4. Let X1, X2, ..., Xn be a random sample from an Exponential(1) distribution. (a) Find...
4. Let X1, X2, ..., Xn be a random sample from an Exponential(1) distribution. (a) Find the pdf of the kth order statistic, Y = X(k). (b) Determine the distribution of U = e-Y.
Let X1, X2, ... , Xn be a random sample of size n from the exponential...
Let X1, X2, ... , Xn be a random sample of size n from the exponential distribution whose pdf is f(x; θ) = (1/θ)e^(−x/θ) , 0 < x < ∞, 0 <θ< ∞. Find the MVUE for θ. Let X1, X2, ... , Xn be a random sample of size n from the exponential distribution whose pdf is f(x; θ) = θe^(−θx) , 0 < x < ∞, 0 <θ< ∞. Find the MVUE for θ.
1. Suppose that X1, X2,..., X, is a random sample from an Exponential distribution with the...
1. Suppose that X1, X2,..., X, is a random sample from an Exponential distribution with the following pdf f(x) = 6, x>0. Let X (1) = min{X1, X2, ... , Xn}. Consider the following two estimators for 0: 0 =nX) and 6, =Ỹ. (a) Show that ő, is an unbiased estimator of 0. (b) Find the relative efficiency of ô, to ô2.
Let X1, X2, . . . , Xn be a random sample from some distribution and...
Let X1, X2, . . . , Xn be a random sample from some distribution and suppose Y = T(X1, X2, . . . , Xn) is a statistic. Suppose the sampling distribution of Y has PDF fY (y) = 3 8 y 2 for 0 ≤ y ≤ 2. Find P[0 ≤ Y ≤ 1 5 ].
2. Let X1, X2, ..., Xn be a random sample from a Bernoulli(6) distribution with prob- ability fun...
Advanced Statistics, I need help with (c) and (d)
2. Let X1, X2, ..., Xn be a random sample from a Bernoulli(6) distribution with prob- ability function Note that, for a random variable X with a Bernoulli(8) distribution, E [X] var [X] = θ(1-0) θ and (a) Obtain the log-likelihood function, L(0), and hence show that the maximum likelihood estimator of θ is 7l i= I (b) Show that dE (0) (c) Calculate the expected information T(e) EI()] (d) Show...
Let Ņ, X1. X2, . . . random variables over a probability space It is assumed that N takes nonnegative inteqer values. Let Zmax [X1, -. .XN! and W-min\X1,... ,XN Find the distribution function of Z...
Let Ņ, X1. X2, . . . random variables over a probability space It is assumed that N takes nonnegative inteqer values. Let Zmax [X1, -. .XN! and W-min\X1,... ,XN Find the distribution function of Z and W, if it suppose N, X1, X2, are independent random variables and X,, have the same distribution function, F, and a) N-1 is a geometric random variable with parameter p (P(N-k), (k 1,2,.)) b) V - 1 is a Poisson random variable with...
4. (30 points) Suppose that we have two independent random samples: X1, X2, ..,,Xn are exponential...
4. (30 points) Suppose that we have two independent random samples: X1, X2, ..,,Xn are exponential (9) and Y.Y2, ,,Yn are exponential(A) (aside: be happy l didn't make it(!) a. Find the likelihood ratio test of Ho: θ 1 versus H1 : θ . b. Show that the test in part a. can be based on the statistic ΣΑΜ c. Find the distribution of T when Ho is true.
1. Suppose that y E R is a parameter, and {X1, X2, ..., Xm} is a...
1. Suppose that y E R is a parameter, and {X1, X2, ..., Xm} is a set of positive i.i.d. random variables with density function fx, given by fx.(ar)yey, You observe that X = {X1, X2, ..., Xm} in fact take the values r = {r1, x2, ..., x'm}, respec- tively. Write for the average of the values {x1, x2,.., Tm) a) What is the likelihood function, L(y; x), as a function of y? What is the log-likelihood function, log...
7.6.4. Let X1, X2,... , Xn be a random sample from a uniform (0,) distribution. Continuing...
7.6.4. Let X1, X2,... , Xn be a random sample from a uniform (0,) distribution. Continuing with Example 7.6.2, find the MVUEs for the following functions of (a) g(0)-?2, i.e., the variance of the distribution (b) g(0)- , i.e., the pdf of the distribution C) or t real, g(9)- , î.?., the mgf of the distribution. Example 7.6.2. Suppose X1, X2,... , Xn are iid random variables with the com- mon uniform (0,0) distribution. Let Yn - max{X1, X2,... ,...
7. (15 pts) Suppose X1, X2, ..., X, is a random sample from an exponential distribution with parameter 2. (Remember f(x;2) = ne-^x is the pdf for the exponential dista.) a) Find the likelihood function, L(X1, X2, Xn). b) Find the log-likelihood function, I = log L. c) Find d //d, set the result = 0 and solve for 2.
4. Let X1, X2, ..., Xn be a random sample from an Exponential(1) distribution. (a) Find the pdf of the kth order statistic, Y = X(k). (b) Determine the distribution of U = e-Y.
1. Suppose that X1, X2,..., X, is a random sample from an Exponential distribution with the following pdf f(x) = 6, x>0. Let X (1) = min{X1, X2, ... , Xn}. Consider the following two estimators for 0: 0 =nX) and 6, =Ỹ. (a) Show that ő, is an unbiased estimator of 0. (b) Find the relative efficiency of ô, to ô2.
Advanced Statistics, I need help with (c) and (d)
2. Let X1, X2, ..., Xn be a random sample from a Bernoulli(6) distribution with prob- ability function Note that, for a random variable X with a Bernoulli(8) distribution, E [X] var [X] = θ(1-0) θ and (a) Obtain the log-likelihood function, L(0), and hence show that the maximum likelihood estimator of θ is 7l i= I (b) Show that dE (0) (c) Calculate the expected information T(e) EI()] (d) Show...
4. (30 points) Suppose that we have two independent random samples: X1, X2, ..,,Xn are exponential (9) and Y.Y2, ,,Yn are exponential(A) (aside: be happy l didn't make it(!) a. Find the likelihood ratio test of Ho: θ 1 versus H1 : θ . b. Show that the test in part a. can be based on the statistic ΣΑΜ c. Find the distribution of T when Ho is true.
1. Suppose that y E R is a parameter, and {X1, X2, ..., Xm} is a set of positive i.i.d. random variables with density function fx, given by fx.(ar)yey, You observe that X = {X1, X2, ..., Xm} in fact take the values r = {r1, x2, ..., x'm}, respec- tively. Write for the average of the values {x1, x2,.., Tm) a) What is the likelihood function, L(y; x), as a function of y? What is the log-likelihood function, log...
7.6.4. Let X1, X2,... , Xn be a random sample from a uniform (0,) distribution. Continuing with Example 7.6.2, find the MVUEs for the following functions of (a) g(0)-?2, i.e., the variance of the distribution (b) g(0)- , i.e., the pdf of the distribution C) or t real, g(9)- , î.?., the mgf of the distribution. Example 7.6.2. Suppose X1, X2,... , Xn are iid random variables with the com- mon uniform (0,0) distribution. Let Yn - max{X1, X2,... ,...
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