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Short Answer

Expert verified

The data do not provide sufficient evidence to conclude that thepopulation means from which the samples wereextracted are not allequal.

Step by step solution

01

Step 1- Introduction

One way ANOVA:

One-way ANOVA (鈥淎NOVA鈥) compares the means of two or more independent groups to see if there is statistical evidence of single-factor ANOVA with significantly different relevant population means.

Single Factor ANOVA:

Judge. Analysis of variance (ANOVA) is one of the most commonly used techniques in life and environmental sciences.

02

Step 2- Information

a.

The following table shows examples of specific problems and their totals.

03

Step -3 Explanation (part a)

We have

k=4

n1=3,n2=5,n3=5,n4=3,

T1=12,T2=35,T3=15,andT4=18

n=nj=3+5+5+3=16

xi=Tj=12+35+15+18=80

Summing the squares of all of the facts withinside the above desk yields.

xi2=(6)2+(3)2+(3)2+.+(4)2+(6)2=438

04

Step 4- Explanation (Part b)

Consequently

SST=xi2-xi2n

=474-(80)216

=474-400

=74

SSTR=Tj2nj-xi2n

=(12)23+(35)25+(15)25+(18)23-(80)216

=446-400

=46

05

Step 5-Explanation (part C)

SSE=SST-SSTR

=74-46

=28

06

Step 6-Explanation (part d)

b.

Both results are the same.I'm using different versions of the calculation, but both return the same result.

07

Step 7- Explanation (part e)

c.

Therefore, the processing is mean squared

MSTR=SSTRk-1

=464-1

=15.33

The error is the mean square

MSE=SSEn-k

=2816-4

=2.33

The value of F- Statistic is

F=MSTRMSE

=15.332.33

=6.58

08

Step 7- Explanation (part f)

Therefore, one-way ANOVA table

09

Step 9- Explanation (Part g)

d.

The nullhypothesis and the alternative hypothesis are:

H0:1=2=3=4

H1:Notallthemeansareequal

Must be tested at the 5%significance level. That is, =0.05.

The population under consideration is 4, that is, k=4, and the number of observations is 16, that is , n=16.

Therefore, the degrees of freedom of the F-statistic are:

df=(k-1,n-k)

=(4-1,16-4)

=(3,12)

From Table VIII, the critical value at the 5%significance level is F0.05=3.49

10

Step 10- Conclusion

You can find by Referring to tables VIII df=(3,12)and 0.005<P<0.01

Do not reject H0because the P-value is greater than the significance level.

The data do not provide sufficient evidence to conclude that the population means from which the samples were extracted are not all equal.

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Most popular questions from this chapter

In Exercises 1鈥4, use the following listed arrival delay times (minutes) for American Airline flights from New York to Los Angeles. Negative values correspond to flights that arrived early. Also shown are the SPSS results for analysis of variance. Assume that we plan to use a 0.05 significance level to test the claim that the different flights have the same mean arrival delay time.

Flight 1

-32

-25

-26

-6

5

-15

-17

-36

Flight 19

-5

-32

-13

-9

-19

49

-30

-23

Flight 21

-23

28

103

-19

-5

-46

13

-3

Why Not Test Two at a Time? Refer to the sample data given in Exercise 1. If we want to test for equality of the three means, why don鈥檛 we use three separate hypothesis tests for\({\mu _1} = {\mu _2},{\mu _1} = {\mu _3}\;and\;{\mu _2} = {\mu _3}\)?

In Exercises 1鈥5, refer to the following list of departure delay times (min) of American Airline flights from JFK airport in New York to LAX airport in Los Angeles. Assume that the data are samples randomly selected from larger populations.

Flight 3

22

-11

7

0

-5

3

-8

8

Flight 19

19

-4

-5

-1

-4

73

0

1

Flight 21

18

60

142

-1

-11

-1

47

13

Exploring the Data Include appropriate units in all answers.

a. Find the mean for each of the three flights.

b. Find the standard deviation for each of the three flights.

c. Find the variance for each of the three flights.

d. Are there any obvious outliers?

e. What is the level of measurement of the data (nominal, ordinal, interval, ratio)?

Tukey Test

A display of the Bonferroni test results from Table 12-1 (which is part ofthe Chapter Problem) is provided on page 577. Shown on the top of the next page is the SPSS-generated display of results from the Tukey test using the same data. Compare the Tukey test results to those from the Bonferroni test.

Cola Weights Data Set 26 鈥楥ola Weights and Volumes鈥 in Appendix B lists the weights (lb) of the contents of cans of cola from four different samples: (1) regular Coke, (2) diet Coke, (3) regular Pepsi, and (4) diet Pepsi. The results from the analysis of variance are shown on the top of the next page. What is the null hypothesis for this analysis of variance test? Based on the displayed results, what should you conclude about H0? What do you conclude about the equality of the mean weights of the four samples?

Speed Dating

Listed below are attribute ratings of males by females who participated in speed dating events (from Data Set 18 鈥淪peed Dating鈥 in Appendix B). Use a 0.05 significance level to test the claim that females in the different age brackets give attribute ratings with the same mean. Does age appear to be a factor in the female attribute ratings?

Age 20-22

38

42

30.0

39

47

43

33

31

32

28

Age 23-26

39

31

36.0

35

41

45

36

23

36

20

Age 27-29

36

42

35.5

27

37

34

22

47

36

32

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