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 SAD patients 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 5 8
4 4 6
7 7 9
5 9 5
6 8 8
Night 5 6 9
8 8 7
6 7 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 experiment wise 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.

A. Retain the null hypothesis.

B. Reject the null hypothesis.    


State the decision for the main effect of intensity.

A. Retain the null hypothesis.

B. Reject the null hypothesis.    


State the decision for the interaction effect.

A. Retain the null hypothesis.

B. 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

Anova: Two-Factor With Replication
SUMMARY Low Medium High Total
Morning
Count 6 6 6 18
Sum 33 38 43 114
Average 5.5 6.333333 7.166667 6.333333
Variance 1.1 3.866667 2.166667 2.588235
Night
Count 6 6 6 18
Sum 33 43 43 119
Average 5.5 7.166667 7.166667 6.611111
Variance 3.5 2.166667 1.366667 2.722222
Total
Count 12 12 12
Sum 66 81 86
Average 5.5 6.75 7.166667
Variance 2.090909 2.931818 1.606061
ANOVA
Source of Variation SS df MS F P-value F crit
time of the day 0.69 1 0.69 0.29 0.59 4.17
intensity 18.06 2 9.03 3.82 0.03 3.32
time of day*intensity 1.39 2 0.69 0.29 0.75 3.32
error 70.83 30 2.36
Total 90.97 35

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

A. Retain the null hypothesis. [p-value >0.05


State the decision for the main effect of intensity.

B. Reject the null hypothesis. [p-value <0.05]


State the decision for the interaction effect.

A. Retain the null hypothesis.    [p-value >0.05

b)

Level of significance 0.05
no. of treatments,k 3
DF error =N-k= 30
MSE 2.361
q-statistic value(α,k,N-k) 3.488

Tukey Kramer test      
      
critical value = q*√(MSE/n) = 1.5472

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

low medium high
count, ni = 12 12 12
mean , x̅ i = 5.50 6.75 7.17
absolute mean difference critical value result
µ1-µ2 -1.250 1.5472 means are not different
µ1-µ3 -1.667 1.5472 means are different
µ2-µ3 -0.417 1.5472 means are not different

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