In: Statistics and Probability
Problem 1: A psychologist is interested in a diet plan that is
said to work better than any other diet. To test this the
psychologist randomly assigns 32 friends to one of four diet plans:
Life of Herbs (LOH), E-Mail-A-Meal (EAM), Weight-Lookers (WLK), and
Low-Carbs (LOC). The numbers represent weight loss in pounds for
three months for each friend.
LOH-14,19,12,9,14,15,18,8
EAM-11,15,9,19,12,10,20,8
WLK-10,5,6,11,4,5,4,3
LOC-25,18,24,29,17,20,23,27
The sum of squares between groups (SSB) for this problem is
a) 1150.75
b) 436.75
c) 1587.50
d) 24.591
The sum of squares within groups (SSW) for Problem 1 is
a) 1150.75
b) 436.75
c) 1587.50
d) 24.591
The sum of squares total (SST) for Problem 1 is
a) 1150.75
b) 436.75
c) 1587.50
d) 24.591
The F value for Problem 1 is
a) 1150.75
b) 436.75
c) 1587.50
d) 24.591
the degrees of freedom for the numerator (df1) is
a) 3
b) 28
c) 31
d) 1
the degrees of freedom for the denominator (df2) is
a) 3
b) 28
c) 31
d) 1
The mean squares within groups (MSW) is
a) 383.583
b) 436.750
c) 15.598
d) 24.591
The null hypothesis for Problem 1 should be
a) rejected
b) not rejected
c) retained
d) none of the above
Which of the following can be concluded about the Problem 1 experiment?
a) There are differences in weight loss among the groups.
b) There are no differences in weight loss among the groups.
c) One group was superior to the other groups in weight loss.
d) Two of the groups were better than the others in weight loss.
The sum of squares between groups (SSB) for this problem is
Ans:
a) 1150.75
The sum of squares within groups (SSW) for Problem 1 is
Ans:
b) 436.75
The sum of squares total (SST) for Problem 1 is
Ans:
c) 1587.50
The F value for Problem 1 is
Ans:
d) 24.591
the degrees of freedom for the numerator (df1) is
Ans:
a) 3
the degrees of freedom for the denominator (df2) is
Ans:
b) 28
The mean squares within groups (MSW) is
Ans:
a) 383.583
The null hypothesis for Problem 1 should be
Ans:
a) rejected
Which of the following can be concluded about the Problem 1 experiment?
Ans:
a) There are differences in weight loss among the groups.
#######################Explanation#################
Let and be the mean weight loss due to four diet plans: Life of Herbs (LOH), E-Mail-A-Meal (EAM), Weight-Lookers (WLK), and Low-Carbs (LOC) respectively
The null hypothesis for an ANOVA always assumes the population means are equal.
Hence, the null hypothesis as:
i.e There are no differences in weight loss among the groups.
and the alternative hypothesis is given by
i.e There are differences in weight loss among the groups.
The given dataset is
LOH | EAM | WLK | LOC |
14 | 11 | 10 | 25 |
19 | 15 | 5 | 18 |
12 | 9 | 6 | 24 |
9 | 19 | 11 | 29 |
14 | 12 | 4 | 17 |
15 | 10 | 5 | 20 |
18 | 20 | 4 | 23 |
8 | 8 | 3 | 27 |
Let Xij be the observations.
i = 1,2 ...r. r is total number of rows
j= 1,2,...t t is total number of treatment.
Here
r= 8
t=4
N= Total observation
= r*t
=32
The mean of these treatment can be calculate as
= 109 / 8
= 13.625
= 104 / 8
= 13
= 48/8
= 6
= 183 / 8
= 22.875
Now obtaining the grand mean ( )
=444 / 32
=13.875
Now calculating Sum of Squares.
Total Sum of Squares (TSS)
=(14-13.875)2+ (19-13.875)2 +(12-13.875)2 +...( 23-13.875)2 +( 2713.875)2
= 158735
The sum of squares between groups (SSB)
= ( 13.625-13.875)2+( 13-13.875)2+( 6-13.875)2+( 22.875-13.875)2
= 1150.75
sum of squares within groups (SSW)
SSW = TSS - SSB
= 1587.50 - 1150.75
= 436.75
Obtaining Degree of Freedom
df( between)= t-1
=3
df(within) = N -t
= 28
Calculating Mean Square of Within groups (MSW)
= 446.75 / 28
= 15.59821
Calculating Mean Square of Between groups (MSB)
= 1150.75 / 3
= 383.5833
Now obtaining the test statistic( F- statistic)
= 383.5833 / 15.5927
= 24.59149
The critical value is given as
= F0.05,3,28
From table
F0.05,3,28= 2.9467
Decision Rule:
Reject H0 null hypothesis if F (calculated) > F(critical value)
Here F (calculated)= 24.59149 > F(critical value) = 2.9467
Reject the null hypothesis.
Hence the mean weight loss due t. four diet plans: Life of Herbs (LOH), E-Mail-A-Meal (EAM), Weight-Lookers (WLK), and Low-Carbs (LOC) is significantly differenent