Question

In: Statistics and Probability

The following is sample information. Test the hypothesis that the treatment means are equal. Use the...

The following is sample information. Test the hypothesis that the treatment means are equal. Use the 0.05 significance level.

Treatment 1 Treatment 2 Treatment 3
4            5            5           
8            9            7           
6            10            6           
8            5            9           

a. State the null hypothesis and the alternate hypothesis.

H0:                (Click to select)  The treatment means are not all the same.  The treatment means are the same.

H1:                (Click to select)  The treatment means are not all the same.  The treatment means are the same.

b. What is the decision rule? (Round the final answer to 2 decimal places.)

Reject H0 if the test statistic is greater than                 .

c. Compute SST, SSE, and SS total. (Round the final answers to 3 decimal places.)

SST =                

SSE =                

SS total =                

d. Complete the ANOVA table. (Round the SS, MS, and F values to 3 decimal places.)

Source SS DF MS F
Treatment                       
Error                
Total         

e. State your decision regarding the null hypothesis.

(Click to select)  Reject  Do not reject  H0.

Solutions

Expert Solution

a. H0: The treatment means are the same. H1: The treatment means are not all the same

b. decision rule:

k=no of treatments=3,n=total no of observation, n-k=(3*4)-3=9

Fk-1,n-k=F2,9=4.26

reject H0 if the test statistics is greater than 3.86

c. SST= 1.167

SSE=40.500

SS total= 41.667

d.

ANOVA
Source of Variation SS df MS F P-value
Between Groups 1.166667 2 0.583333 0.12963 0.880031
Within Groups 40.5 9 4.5
Total 41.66667 11

as 0.12963<4.26.

so, We can not reject H0

R codes and results used for this is:

t1<-c(4,8,6,8)
> t2<-c(5,9,10,5)
> t3<-c(5,7,6,9)
> treatment<-data.frame(cbind(t1,t2,t3))
> stacked<-stack(treatment)
> stacked
values ind
1 4 t1
2 8 t1
3 6 t1
4 8 t1
5 5 t2
6 9 t2
7 10 t2
8 5 t2
9 5 t3
10 7 t3
11 6 t3
12 9 t3
> anova_results<-aov(values~ind,data=stacked)
> anova_results
Call:
aov(formula = values ~ ind, data = stacked)

Terms:
ind Residuals
Sum of Squares 1.16667 40.50000
Deg. of Freedom 2 9

Residual standard error: 2.12132
Estimated effects may be unbalanced
> summary(anova_results)
Df Sum Sq Mean Sq F value Pr(>F)
ind 2 1.17 0.583 0.13 0.88
Residuals 9 40.50 4.500   
> anova(anova_results)
Analysis of Variance Table

Response: values
Df Sum Sq Mean Sq F value Pr(>F)
ind 2 1.167 0.5833 0.1296 0.88
Residuals 9 40.500 4.5000   

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