In: Statistics and Probability
The following are three observations collected from treatment 1, five observations collected from treatment 2, and four observations collected from treatment 3. Test the hypothesis that the treatment means are equal at the 0.05 significance level.
Treatment 1 | Treatment 2 | Treatment 3 |
8 | 3 | 3 |
11 | 2 | 4 |
10 | 1 | 5 |
3 | 4 | |
2 | ||
(a-1). State the null hypothesis and the alternate hypothesis.
Null hypothesis
H0: μ1 = μ2
H0: μ1 = μ2 = μ3
(a-2). Alternate hypothesis.
H1: Treatment means are all the same
H1: At least one pair of treatment means is not the same
What is the decision rule? (Round your answer to 2 decimal places.)
Compute SST, SSE, and SS total. (Round your answers to 2 decimal places.)
Complete an ANOVA table. (Round F, SS to 2 decimal places and MS to 3 decimal places.)
|
State your decision regarding the null hypothesis.
treatment 1 | treatment 2 | treatment 3 | ||||
count, ni = | 3 | 5 | 4 | |||
mean , x̅ i = | 9.67 | 2.20 | 4.00 | |||
std. dev., si = | 1.53 | 0.84 | 0.82 | |||
sample variances, si^2 = | 2.333 | 0.700 | 0.667 | |||
total sum | 29 | 11 | 16 | 56 | (grand sum) | |
grand mean , x̅̅ = | Σni*x̅i/Σni = | 4.67 | ||||
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² | 25 | 6.08 | 0.444444444 | |||
TOTAL | ||||||
SS(between)= SSB = Σn( x̅ - x̅̅)² = | 75 | 30.42 | 1.777777778 | 107.2 | ||
SS(within ) = SSW = Σ(n-1)s² = | 4.666666667 | 2.80 | 2 | 9.466667 |
a)
H0: μ1 = μ2 = μ3
H1: At least one pair of treatment means is not the same
b)
no. of treatment , k = 3
df between = k-1 = 2
N = Σn = 12
df within = N-k = 9
F--critical value (0.05,2,9) = 4.26
if F-stat > 4.26 , then reject Ho, otherwise not
c)
SS(error ) = SSE= Σ(n-1)s² = 9.47
SStreatment = Σn( x̅ - x̅̅)² =107.2
SST=SStreatment + SS error = 116.67
d)
anova table | ||||
SS | df | MS | F | |
Between: | 107.20 | 2 | 53.600 | 50.96 |
Within: | 9.47 | 9 | 1.052 | |
Total: | 116.67 | 11 |
e)
F-stat = 50.96 >4.26, so, reject Ho
hence, there is enough evidence to conlcude that At least one pair of treatment means is not the same at α=0.05