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7.67 Brain Weights. In 1905, R. Pearl published the article "Biometrical Studies on Man. 1. Variation and Correlation in Brain Weight" (Biometrika, Vol. 4, pp. 13-104). According to the study, brain weights of S wedish men are normally distributed with a mean of 1.40kg and a standard deviation of 0.11kg

a. Determine the sampling distribution of the sample mean for samples of size 3 Interpret your answer in terms of the distribution of all possible sample mean brain weights for samples of three Swedish men.

b. Repeat part (a) for samples of size 12

c. Construct graphs similar to those shown in Fig. 7.4on page 304 .

d. Determine the percentage of all samples of three Swedish men that have mean brain weights within 0.1kg of the population mean brain weight of 1.40kg. Interpret your answer in terms of sampling error.

e. Repeat part (d) for samples of size 12

Short Answer

Expert verified

Part (a) the sampling distribution is x¯~N(1.40,0.0635)and the sample means brain weights with a mean 1.40kgand standard deviation is 0.064kg

Part (b) the sampling distribution is x¯~N(1.40,0.0317)and the sample means brain weights with a mean 1.40kgstandard deviation is 0.032kg

Part (d) The mean brain weights of 88.12%of three Swedish boys are within 0.1kgof the population mean brain weight of 1.40kg

Part (e) The mean brain weights of 99.82% of three Swedish boys are within 0.1kg of the population mean brain weight of 1.40kg

Part (c) The distribution plot is

Step by step solution

01

Part (a) Step 1: Given information

The brain weights of Swedish men follow a normal distribution with a mean of 1.40 and a standard deviation of 0.11

02

Part (a) Step 2: Concept

Formula used: Standard Deviation=σx¯=σn

03

Part (a) Step 3: Calculation

Let x represent Swedish men's brain weights. Then, as follows, x follows the Normal distribution: x~N(1.40,0.11)

With a mean of μand a standard deviation of σthe population distance is normally distributed. The sample mean sampling distribution for sample size 3. The sampling distribution x¯will be normal, with a mean of μx¯=μand a standard deviation of σx¯=σn, where nis the sample size.

is then determined as follows:

Here the sample size n=3

Mean ofx¯isμx¯=μ=1.40

Standard deviation of x¯is,

σx¯=σn

=0.113=0.0635

As a result, the sampling distribution becomes x¯~N(1.40,0.0635)

As a result, the brain weights in the sample exhibit a normal distribution, with a mean of 1.40kgand a standard deviation of 0.064kg

04

Part (b) Step 1: Calculation

With a mean of μand a standard deviation of σ, the population distance is normally distributed. The sample mean sampling distribution for sample size 12is then determined as follows:

The sampling distribution x¯will be normal as well, with a mean of μλ=μand a standard deviation of σx¯=σn, where nis the sample size.

Here the sample size n=12

Mean of x¯is, μx˙=μ=1.40

Standard deviation of x¯is,

σx¯=σn

=0.1112=0.0317

As a result, the sampling distribution can be calculated as x¯~N(1.40,0.0317)

As a result, the mean brain weights in the sample have a normal distribution, with a mean of 1.40kg and a standard deviation of 0.032kg

05

Part (c) Step 1: Explanation

Using Minitab, create the graphs as follows:

  • Open Minitab, go to Graph, and select Probability distribution plot from the drop-down menu.
  • To continue, select View Single Plot and click Ok.
  • Select the Normal distribution and fill in the Mean and Standard Deviations.
  • To create the graph, click Ok.

06

Part (d) Step 1: Calculation

Let μbe the average Swedish man's brain weight. The sample size is n=3based on the information provided. The sample mean brain weights of Swedish males are thus designated by x¯, and they are roughly distributed with μx¯=μand σx¯=σn=0.13=0.064

The percentage of all three Swedish males whose mean brain weights are within 0.1kgof the population mean brain weight of 1.40kgis then about equivalent to the normal curve with parameters 1.40and0.064and sits between μ-0.1and μ+0.1The associated z-scores are then,

z=(μ-0.1)-μ0.064z=(μ+0.1)-μ0.064z=0.10.064z=0.10.064z=-1.56z=1.56

The area under the standard normal curve between -1.56and 1.56is, according to Table II.

Φ(1.56)-Φ(-1.56)=0.9406-0.0594=0.8812

As a result, the mean brain weights of the three Swedish guys were within 0.1kg of the population mean brain weight of 1.40kg in 88.12%of the samples.

07

Part (e) Step 1: Calculation

Let μbe the average Swedish man's brain weight. The sample size is n=12based on the information provided. The sample mean brain weights of Swedish males are thus designated by x¯, and they are roughly distributed with μx¯=μand σx¯=σn=0.112=0.032

The fraction of 12 Swedish guys with mean brain weights within 0.1kg of the population average of 1.40kg is then about equivalent to the normal curve with parameters 1.40and 0.032and sits between μ-0.1and μ+0.1The associated z-scores are then,

z=μ-0.1-μ0.032z=μ+0.1-μ0.032z=-0.10.032z=0.10.032=-3.13=3.13

The area under the standard normal curve between -1.56and 1.56is, according to Table II.

Φ(3.13)-Φ(-3.13)=0.9991-0.0009=0.9982

As a result, the mean brain weights of the three Swedish guys are within 0.1kgof the population mean brain weight of 1.40kgin 99.82%of the samples.

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Most popular questions from this chapter

Paint Durability. A paint manufacturer in Pittsburgh claims that his paint will last an average of 5 years. Assuming that paint life is normally distributed and has a standard deviation of 0.5 year. answer the following questions:

a. Suppose that you paint one house with the paint and that the paint lasts 4.5 years. Would you consider that evidence against the manufacturer's claim? (Hint: Assuming that the manufacturer's claim is correct, determine the probability that the paint life for a randomly selected house painted with the paint is 4.5 years or less.)

b. Suppose that you paint 10 houses with the paint and that the paint lasts an average of 4.5 years for the 10 houses. Would you consider that evidence against the manufacturer's claim?

c. Repeat part (b) if the paint lasts an average of 4.9 years for the 10 houses painted.

Refer to Exercise 7.9 on page 295.

a. Use your answers from Exercise 7.9(b) to determine the mean, μs, of the variable x¯for each of the possible sample sizes.

b. For each of the possible sample sizes, determine the mean, μs, of the variable x¯, using only your answer from Exercise 7.9(a).

A statistic is said to be an unbiased estimator of a parameter if the mean of all its possible values equals the parameter; otherwise, it is said to be a biased estimator. An unbiased estimator yields, on average, the correct value of the parameter, whereas a biased estimator does not.

Part (a): Is the sample mean an unbiased estimator of the population mean? Explain your answer.

Part (b): Is the sample median an unbiased estimator of the population mean? Explain your answer.

Each years, Forbers magazine publishes a list of the richest people in the United States. As of September 16, 2013,the six richest Americans and their wealth (to the nearest billion dollars) are as shown in the following table. Consider these six people a population of interest.

Part (a): Calculate the mean wealth, μ, of the six people.

Part (b): For samples of size 2, construct a table similar to Table 7.2 on page 293. (There are 15 possible samples of size 2.)

Part (c): Draw a dotplot for the sampling distribution of the sample mean for samples of size 2.

Part (d): For a random sample of size2, what is the chance that the sample mean will equal the population mean?

Part (e): For a random sample of size 2, determine the probability that the mean wealth of the two people obtained will be within 3 of the population mean. Interpret your result in terms of percentages.

Baby Weight. The paper "Are Babies Normal?" by T. Clemons and M. Pagano (The American Statistician, Vol. 53, No, 4. pp. 298-302) focused on birth weights of babies. According to the article, the mean birth weight is 3369 grams (7 pounds, 6.5 ounces) with a standard deviation of 581 grams.
a. Identify the population and variable.
b. For samples of size 200, find the mean and standard deviation of all possible sample mean weights.
c. Repeat part (b) for samples of size 400.

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