Question: 7. Let X1, X2, X3, X4 be a random sample of size 4 from a standard normal population. Find the sampling distribution (if possible) and

 7. Let X1, X2, X3, X4 be a random sample ofsize 4 from a standard normalpopulation. Find the sampling distribution (if possible)and moment generating function of the statistic 2X21 +3X22 +X23 +4X24 .What is the probabilitydistribution of the sample?8. Let X equal the maximal

7. Let X1, X2, X3, X4 be a random sample of size 4 from a standard normal

population. Find the sampling distribution (if possible) and moment generating function of the statistic 2X2

1 +3X2

2 +X2

3 +4X2

4 . What is the probability

distribution of the sample?

8. Let X equal the maximal oxygen intake of a human on a treadmill, where

the measurement are in milliliters of oxygen per minute per kilogram of

weight. Assume that for a particular population the mean of X is = 54.03

and the standard deviation is ? = 5.8. Let X be the sample mean of a random

sample X1, X2, ..., X47 of size 47 drawn from X. Find the probability that

the sample mean is between 52.761 and 54.453.

9. Let X1, X2, ..., Xn be a random sample from a normal distribution with

mean and variance ?2. What is the variance of V 2 = 1

n

n

i=1

Xi ? X2 ?

What are the mean and standard deviation of the standard normal distribution?

(b) What would be the mean and standard deviation of a distribution created by

multiplying the standard normal distribution by 8 and then adding 75?

3. The normal distribution is defined by two parameters. What are they?

4. What proportion of a normal distribution is within one standard deviation of the

mean? (b) What proportion is more than 2.0 standard deviations from the mean?

(c) What proportion is between 1.25 and 2.1 standard deviations above the mean?

5. A test is normally distributed with a mean of 70 and a standard deviation of 8.

(a) What score would be needed to be in the 85th percentile? (b) What score

would be needed to be in the 22nd percentile?

6. Assume a normal distribution with a mean of 70 and a standard deviation of 12.

What limits would include the middle 65% of the cases?

7. A normal distribution has a mean of 20 and a standard deviation of 4. Find the Z

scores for the following numbers: (a) 28 (b) 18 (c) 10 (d) 23

8. Assume the speed of vehicles along a stretch of I-10 has an approximately

normal distribution with a mean of 71 mph and a standard deviation of 8 mph.

a. The current speed limit is 65 mph. What is the proportion of vehicles less than

or equal to the speed limit?

b. What proportion of the vehicles would be going less than 50 mph?

267c. A new speed limit will be initiated such that approximately 10% of vehicles

will be over the speed limit. What is the new speed limit based on this criterion?

d. In what way do you think the actual distribution of speeds differs from a

normal distribution?

9. A variable is normally distributed with a mean of 120 and a standard deviation

of 5. One score is randomly sampled. What is the probability it is above 127?

10. You want to use the normal distribution to approximate the binomial

distribution. Explain what you need to do to find the probability of obtaining

exactly 7 heads out of 12 flips.

11. A group of students at a school takes a history test. The distribution is normal

with a mean of 25, and a standard deviation of 4. (a) Everyone who scores in

the top 30% of the distribution gets a certificate. What is the lowest score

someone can get and still earn a certificate? (b) The top 5% of the scores get to

compete in a statewide history contest. What is the lowest score someone can

get and still go onto compete with the rest of the state?

12. Use the normal distribution to approximate the binomial distribution and find

the probability of getting 15 to 18 heads out of 25 flips. Compare this to what

you get when you calculate the probability using the binomial distribution.

?

13. True/false: For any normal distribution, the mean, median, and mode will be

equal.

14. True/false: In a normal distribution, 11.5% of scores are greater than Z = 1.2.

15. True/false: The percentile rank for the mean is 50% for any normal distribution.

16. True/false: The larger the n, the better the normal distribution approximates the

binomial distribution.

17. True/false: A Z-score represents the number of standard deviations above or

below the mean

oxygen intake of a human on a treadmill, wherethe measurement are inmilliliters of oxygen per minute per kilogram ofweight. Assume that for aparticular population the mean of X is = 54.03and the standard deviationis ? = 5.8. Let X be the sample mean of a

Problem 39.25 i Let X denote the proportion of oi'nployeos at a large rm who will choose to be covered under the rm's medical plan, and let Y denote the proportion who will choose to be covered under both the rm's medical and dental plans. Suppose that for 0 g y g :I: g 1, X and Y have the joint cumulative distribution function va(w, y) = Wig + 93:0 112)- Csleulste the expected proportion of employees who will choose to be covered under both plans.' 5. [20 points] For discrete random variables X and Y with the following joint probability mass function (PMF): Px, Y (x, y ) x =1 x = 2 x = 3 y = 0 0.10 0.05 0.10 y =1 0.05 0.10 0.00 y = 2 0.10 0.15 0.10 y = 3 0.10 0.05 0.10 (a) Find the joint cumulative distribution function (CDF) of X and Y. (b) Find the marginal PMF Px (x) and Py (y). (c) Are random variables X and Y independent? Justify your answer.Problem 2 (40 points). Continuous random variables X and Y are jointly distributed according to the PDF below. cy 73 x > 2,0 (0.5X - 1)? (f) Find the joint cumulative distribution function (CDF) for X and Y.3, For two random variables X and Y, the joint probability density function is given by fxx(x, y) = Ce * Zu(x)u(y) Find: a. C b. Fxx (x, y), the joint cumulative distribution function. c. Fx(x) and Fy (y), marginal distribution functions d. Are X and Y independent

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