For a fixed sample size , let be constants, and be a random sample from a...
For a fixed sample size 
, let 
be constants, and 
be a random sample from a standard normal distribution, i.e.,
N(0,1).
1.) Prove that the distribution of 
is 
.
2.) Use the Moment Generating Function to find
the expectation and variance of 
.
3.) Find the distribution for 
.
Homework Answers
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For a fixed sample size
, let
be constants, and
be a random sample from a...
Let Xi,, Xn be a random sample of size n from the normal distribution with mean...
Let Xi,, Xn be a random sample of size n from the normal distribution with mean parameter 0 and variance σ2-3. (a) Justify thatX X, has a normal distribution with mean parameter 0 and variance 3 /n, this is, X~N(0,3/m) (you can do it formally using m.g.f. or use results from normal distribution to justify (b) Find the 0.975 quantile of a standard normal distribution (you can use a table, software or internet to find the quantile). (c) Find the...
1. There are times when a shifted exponential model is appropriate. That is, let the pdf of X be ...
1. There are times when a shifted exponential model is appropriate. That is, let the pdf of X be (a) Find the cdf of X. (b) Find the mean and variance of X. 2. Suppose X is a Gamma random variable with pdf 「(a)go Show that the moment generating function is M(t) 3, Let X equal the nurnber out of n 48 mature aster seeds that will germinate when p- 0.75 is the probability that a particular seed germinates. Approximate...
I. Let X be a random sample from an exponential distribution with unknown rate parameter θ...
I. Let X be a random sample from an exponential distribution with unknown rate parameter θ and p.d.f (a) Find the probability of X> 2. (b) Find the moment generating function of X, its mean and variance. (c) Show that if X1 and X2 are two independent random variables with exponential distribution with rate parameter θ, then Y = X1 + 2 is a random variable with a gamma distribution and determine its parameters (you can use the moment generating...
(2) Let X, X, be a random sample from normal distribution N (,o2), stribution N(u, a...
(2) Let X, X, be a random sample from normal distribution N (,o2), stribution N(u, a and let S2 be the sample variance: (a) [8pts] show that ES-g? (b) [8pts] For a random sample of size 2 (i.e. n 2), derive that /02 ~ Z2 where Z has standard normal distribution.
7. Let X a be random variable with probability density function given by -1 < x < 1 fx(x) otherwise (a) Find the...
7. Let X a be random variable with probability density function given by -1 < x < 1 fx(x) otherwise (a) Find the mean u and variance o2 of X (b) Derive the moment generating function of X and state the values for which it is defined (c) For the value(s) at which the moment generating function found in part (b) is (are) not defined, what should the moment generating function be defined as? Justify your answer (d) Let X1,...
. Let X1, X3, ..., X20 be a random sample of size n=20 tro 20 from...
. Let X1, X3, ..., X20 be a random sample of size n=20 tro 20 from a normal distribution with a mean of 50 and a variance of 100. Find (Hint: use theorems 5.4-3 and 5.5-2): a. P(959.1 < 20 (X - 50)? < 3417) b. (890.7 < (X; - X)2 S 3014) 2 than the random variable, X, associate
Let Yi, Ys,.., Y's be a random sample of size 5 from a normal distribution mean 0 and standard de...
Let Yi, Ys,.., Y's be a random sample of size 5 from a normal distribution mean 0 and standard deviation 1 and let-3x /5 . Let Y6 be another independent observation from the same distribution. Find the distributions of the following random variables i-1 2(572 +Y) (b) WW
Let Yi, Ys,.., Y's be a random sample of size 5 from a normal distribution mean 0 and standard deviation 1 and let-3x /5 . Let Y6 be another independent observation from...
EXERCISE 6 Let Zi, Z2,-.., Zi6 be an i.i.d. sample of size 16 from the standard...
EXERCISE 6 Let Zi, Z2,-.., Zi6 be an i.i.d. sample of size 16 from the standard normal distribution N (0,1). Let Xi,X2,..., X64 be an i.i.d. sample of size 64 from the normal distribution (μ, 1). The two samples are independent. a. What is the distribution of Y, where Y-Σ161 Z2 + Σ-i(X-μ)2? Study List b. Find ΕΥ. c. Find Var(Y) d. Approximate P(Y105)
Let X,, X,,...X be a random sample of size n from a normal distribution with parameters a. Derive the Cramer-Rao lower...
Let X,, X,,...X be a random sample of size n from a normal distribution with parameters a. Derive the Cramer-Rao lower bound matrix for an unbiased estimator of the vector of parameters (μ, σ2). b. Using the Cramer-Rao lower bound prove that the sample mean X is the minimum variance unbiased estimator of u Is the maximum likelihood estimator of σ--σ-->|··( X,-X ) unbiased? c.
Let X,, X,,...X be a random sample of size n from a normal distribution with...
(a) If var[X o2 for each Xi (i = 1,... ,n), find the variance of X = ( Xi)/n. (b) Let the continuous random variable Y...
(a) If var[X o2 for each Xi (i = 1,... ,n), find the variance of X = ( Xi)/n. (b) Let the continuous random variable Y have the moment generating function My (t) i. Show that the moment generating function of Z = aY b is e*My(at) for non-zero constants a and b ii. Use the result to write down the moment generating function of W 1- 2X if X Gamma(a, B)
(a) If var[X o2 for each Xi (i...
Let Xi,, Xn be a random sample of size n from the normal distribution with mean parameter 0 and variance σ2-3. (a) Justify thatX X, has a normal distribution with mean parameter 0 and variance 3 /n, this is, X~N(0,3/m) (you can do it formally using m.g.f. or use results from normal distribution to justify (b) Find the 0.975 quantile of a standard normal distribution (you can use a table, software or internet to find the quantile). (c) Find the...
1. There are times when a shifted exponential model is appropriate. That is, let the pdf of X be (a) Find the cdf of X. (b) Find the mean and variance of X. 2. Suppose X is a Gamma random variable with pdf 「(a)go Show that the moment generating function is M(t) 3, Let X equal the nurnber out of n 48 mature aster seeds that will germinate when p- 0.75 is the probability that a particular seed germinates. Approximate...
I. Let X be a random sample from an exponential distribution with unknown rate parameter θ and p.d.f (a) Find the probability of X> 2. (b) Find the moment generating function of X, its mean and variance. (c) Show that if X1 and X2 are two independent random variables with exponential distribution with rate parameter θ, then Y = X1 + 2 is a random variable with a gamma distribution and determine its parameters (you can use the moment generating...
(2) Let X, X, be a random sample from normal distribution N (,o2), stribution N(u, a and let S2 be the sample variance: (a) [8pts] show that ES-g? (b) [8pts] For a random sample of size 2 (i.e. n 2), derive that /02 ~ Z2 where Z has standard normal distribution.
7. Let X a be random variable with probability density function given by -1 < x < 1 fx(x) otherwise (a) Find the mean u and variance o2 of X (b) Derive the moment generating function of X and state the values for which it is defined (c) For the value(s) at which the moment generating function found in part (b) is (are) not defined, what should the moment generating function be defined as? Justify your answer (d) Let X1,...
. Let X1, X3, ..., X20 be a random sample of size n=20 tro 20 from a normal distribution with a mean of 50 and a variance of 100. Find (Hint: use theorems 5.4-3 and 5.5-2): a. P(959.1 < 20 (X - 50)? < 3417) b. (890.7 < (X; - X)2 S 3014) 2 than the random variable, X, associate
Let Yi, Ys,.., Y's be a random sample of size 5 from a normal distribution mean 0 and standard deviation 1 and let-3x /5 . Let Y6 be another independent observation from the same distribution. Find the distributions of the following random variables i-1 2(572 +Y) (b) WW
Let Yi, Ys,.., Y's be a random sample of size 5 from a normal distribution mean 0 and standard deviation 1 and let-3x /5 . Let Y6 be another independent observation from...
EXERCISE 6 Let Zi, Z2,-.., Zi6 be an i.i.d. sample of size 16 from the standard normal distribution N (0,1). Let Xi,X2,..., X64 be an i.i.d. sample of size 64 from the normal distribution (μ, 1). The two samples are independent. a. What is the distribution of Y, where Y-Σ161 Z2 + Σ-i(X-μ)2? Study List b. Find ΕΥ. c. Find Var(Y) d. Approximate P(Y105)
Let X,, X,,...X be a random sample of size n from a normal distribution with parameters a. Derive the Cramer-Rao lower bound matrix for an unbiased estimator of the vector of parameters (μ, σ2). b. Using the Cramer-Rao lower bound prove that the sample mean X is the minimum variance unbiased estimator of u Is the maximum likelihood estimator of σ--σ-->|··( X,-X ) unbiased? c.
Let X,, X,,...X be a random sample of size n from a normal distribution with...
(a) If var[X o2 for each Xi (i = 1,... ,n), find the variance of X = ( Xi)/n. (b) Let the continuous random variable Y have the moment generating function My (t) i. Show that the moment generating function of Z = aY b is e*My(at) for non-zero constants a and b ii. Use the result to write down the moment generating function of W 1- 2X if X Gamma(a, B)
(a) If var[X o2 for each Xi (i...
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