Question

In: Statistics and Probability

Seasonal affective disorder (SAD) is a type of depression during seasons with less daylight (e.g., winter...

Seasonal affective disorder (SAD) is a type of depression during seasons with less daylight (e.g., winter months). One therapy for SAD is phototherapy, which is increased exposure to light used to improve mood. A researcher tests this therapy by exposing a sample of patients with SAD to different intensities of light (low, medium, high) in a light box, either in the morning or at night (these are the times thought to be most effective for light therapy). All participants rated their mood following this therapy on a scale from 1 (poor mood) to 9 (improved mood). The hypothetical results are given in the following table.

Light Intensity
Low Medium High
Time of
Day
Morning 5 5 7
6 6 8
4 4 6
6 7 9
5 9 5
6 8 8
Night 5 6 8
8 8 7
6 6 6
7 5 8
4 9 7
3 8 6

(a) Complete the F-table and make a decision to retain or reject the null hypothesis for each hypothesis test. (Round your answers to two decimal places. Assume experimentwise alpha equal to 0.05.)

Source of
Variation
SS df MS F
Time of day
Intensity
Time of
day ×
Intensity
Error
Total


State the decision for the main effect of the time of day.

-Retain the null hypothesis

-Reject the null hypothesis.    


State the decision for the main effect of intensity.

-Retain the null hypothesis

-Reject the null hypothesis.    


State the decision for the interaction effect.

-Retain the null hypothesis.

-Reject the null hypothesis.    


(b) Compute Tukey's HSD to analyze the significant main effect.

The critical value is for each pairwise comparison.


Summarize the results for this test using APA format.

Solutions

Expert Solution

using excel data analysis tool for two factor anova, following o/p Is obtained : write data>menu>data>data analysis>anova :two factor with replication>enter required labels>ok, and following o/p Is obtained,

Light Intensity Anova: Two-Factor With Replication
Low Medium High
Time of Morning 5 5 7 SUMMARY Low Medium High Total
Day 6 6 8 Morning
4 4 6 Count 6 6 6 18
6 7 9 Sum 32 39 43 114
5 9 5 Average 5.333333 6.5 7.166667 6.333333
6 8 8 Variance 0.666667 3.5 2.166667 2.470588
Night 5 6 8
8 8 7 Night
6 6 6 Count 6 6 6 18
7 5 8 Sum 33 42 42 117
4 9 7 Average 5.5 7 7 6.5
3 8 6 Variance 3.5 2.4 0.8 2.5
Total
Count 12 12 12
Sum 65 81 85
Average 5.416667 6.75 7.083333
Variance 1.901515 2.75 1.356061
ANOVA
Source of Variation SS df MS F P-value F crit
Sample 0.25 1 0.25 0.11509 0.736786 4.170877
Columns 18.66667 2 9.333333 4.296675 0.022863 3.31583
Interaction 0.666667 2 0.333333 0.153453 0.85841 3.31583
Within 65.16667 30 2.172222
Total 84.75 35

a)

Source of SS df MS F
Variation
Time of day 0.25 1 0.25 0.12
Intensity 18.67 2 9.33 4.30
Time of day *intensity 0.67 2 0.33 0.15
Error 65.17 30 2.17
Total 84.75 35

for the main effect of the time of day.

p value=0.74>α,So

-Retain the null hypothesis

for the main effect of intensity.

p value=0.02<α, So

-Reject the null hypothesis.    


for the interaction effect.

p value=0.86>α, So

-Retain the null hypothesis.

b)

Tukey's HSD Test

Low Medium High
count, ni = 12 12 12
mean , x̅ i = 5.417 6.75 7.08
Level of significance 0.05
no. of treatments,k 3
DF error =N-k= 30
MSE 2.172
q-statistic value(α,k,N-k) 3.488

critical value = q*√(MSE/2*(1/ni+1/nj))=1.4840

if absolute difference of means > critical value,means are significnantly different ,otherwise not                      
                      

population mean difference critical value result
µ1-µ2 1.333 1.4840 means are not different
µ1-µ3 1.667 1.4840 means are different
µ2-µ3 0.333 1.4840 means are not different

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