Friedman Two Way Analysis of Variance by Ranks
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Transcript of Friedman Two Way Analysis of Variance by Ranks
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TOPIC 7.1 : Friedman Two
Way Analysis Of Variance By
Ranks
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LEARNING OUTCOME
At the end of this lesson, students
should be able to determine if we
may conclude from the sample
that there is difference among
treatment effects by using
Friedman Test.
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FRIEDMAN TEST
The test presented in this section
is a nonparametric analogue of
the parametric one-way ANOVA
repeated measurement.
The sample population are
normally distributed.
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ASSUMPTIONS
1. The data consist of b mutually
independent samples(blocks) of size
k. The typical observation Xij is the
jth observation in the ith
sample(block). Rows represent the
blocks and the columns are called
treatments.
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2. The variable of interest is
continuous.
3. There is no interaction between
blocks and treatments.
4. The observations within each block
may be ranked in order of
magnitude.
Continue…
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Table 7.1 Data display for the Friedman two- way analysis of variance by ranks
bkbibbb
ikijiii
kj
kj
kj
XXXXXb
XXXXXi
XXXXX
XXXXX
XXXXX
kj
321
321
33333231
22232221
11131211
3
2
1
321Treatment
Block
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HYPOTHESES
Ho : M1 = M2 = … = Mk
H1 : At least one equality is violated
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TEST STATISTIC
First step:
Convert the original observations to
ranks
In Friedman test the observation
within each block are ranked
separately from smallest to largest
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Second step: Obtain the sums of the ranks Rj in
each column.
The Friedman test statistic is defined
as:
2 2
1
123 ( 1)
( 1)
k
r jj
R b kbk k
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2 2
1
123 ( 1)
( 1)
k
r jj
R b kbk k
Equation 7.1
Equation 7.2
22
1
12 ( 1)
( 1) 2
k
r jj
b kR
bk k
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Show that Equation 7.1 = Equation 7.2
22
1
12 ( 1)
( 1) 2
k
r jj
b kR
bk k
1 1
( 1) and 12
k k
jj j
kGiven R k b k
k
j
k
jj
k
jj
kbkbRR
kbk 1
22
11
2
4
)1(
2
)1(2
)1(
12
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2
1
126 ( 1) 3 ( 1)
( 1)
k
jj
R b k b kbk k
2 22 2
1
12 ( 1)[ ( 1)]
( 1) 2 4
k
jj
k b kR b k k
bk k
2 22
1
12 ( 1)( 1) [ ( 1)]
( 1) 2 4
k
jj
k b kR k b b k k
bk k
2
1
123 ( 1)
( 1)
k
jj
R b kbk k
(Equation
7.2)
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DECISION
Reject Ho if
2 2(1 , 1)r k
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Example 1
Hall et al. * compared three methods
of determining serum amylase values
in patients with pancreatitis. The
result are shown in table 7.2. We
wish to know whether these data
indicate a difference among the three
methods. Given
05.0
*Hall, F.F., T. W. Culp,T. Hayakawa, C. R. Ratliff, and N. C. Hightower,"An Improved Amylase Assay Using a New Starch Derivative,” Amer. J. Clin. Pathol.,53 (1970),627-634
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Serum amylase values (enzyme units per 100 ml of serum) in patients with pancreatitis
Table 7.2Specimen
Methods of determination
A B C
1 4000 3210 6120
2 1600 1040 2410
3 1600 647 2210
4 1200 570 2060
5 840 445 1400
6 352 156 249
7 224 155 224
8 200 99 208
9 184 70 227
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HYPOTHESES
Ho : MA = MB = MC
H1 : At least one equality is violated
(claim)
TEST STATISTIC
b = 9, k = 3
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After convert the original observations to ranks, we have
Specimen
Methods of determination
A B C
1 2 1 3
2 2 1 3
3 2 1 3
4 2 1 3
5 2 1 3
6 3 1 2
7 2.5 1 2.5
8 2 1 3
9 2 1 3
RA = 19.5 RB = 9 RC = 25.5
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By equation, we have
5.15
1085.123
2 2
1
3, 9
123 ( 1)
( 1)
k
r jj
k b
R b kbk k
2 2 212(19.5 9 25.5 ) (3)(9)(4)
(9)(3)(4)
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From table A.11, ,
Since then we reject
Enough evidence to support the claim
that the three methods do not all yield
identical results.
0H
2(0.95,2) 5.991
2(1 , 1)k 0.05, 3k
15.5 5.991
DECISION
CONCLUSION
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EXERCISE
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1.A study of effects of three drugs on reaction time of human subjects resulted in the data in table below. Do these data provide sufficient evidence to indicate that the three drugs differ in their effects? Let α = 0.05
Change in response time (milliseconds) of 10 subjects after
receiving one of three drugs
Answer: 8.45 > 5.991, reject Ho
Drug Subject
1 2 3 4 5 6 7 8 9 10
A 10 10 11 8 7 15 14 10 9 10
B 10 15 15 12 12 10 12 14 9 14
C 15 20 12 10 9 15 18 17 12 16
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2.Perry et al.* determined plasma epinephrine concentrations during isoflurane, halothane, and cyclopropane anesthesia in 10 dogs. The results are shown in table below. Do these data suggest a difference in treatment effects? Let α = 0.05
Concentrations, nanogram per milliliter, of free catecholamines in arterial plasma response to isoflurane, halothane, and cyclopropane.
Drug 1 2 3 4 5 6 7 8 9 10
Isoflurane 0.28 0.51 1.00 0.39 0.29 0.36 0.32 0.69 0.17 0.33
Halothane 0.30 0.39 0.63 0.38 0.21 0.88 0.39 0.51 0.32 0.42
Cyclopropane
1.07 1.35 0.69 0.28 1.24 1.53 0.49 0.56 1.02 0.30
*Perry, Lawrence B., Russell A. Van Dyke, and Richard A. Theye, "Sympathoadrenal and Hemodynamic Effects of Isoflurane, Halothane, and Cyclopropane in Dogs,”Anesthesiology, 40 (1974), 465-470.
Answer : 2.6 < 5.991 , do not reject Ho
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3.Syme and Pollard* conducted an
experiment to investigate the effect of
different motivation levels on measures of
food-getting dominance in the laboratory
rat. The data shown in table below are the
amounts of food in grams eaten by eight
male hooded rats following 0, 24 and 72
hours of food deprivation. Do these data
provide sufficient evidence to indicate a
difference in the effects of the three
levels of food deprivation? Let α = 0.05
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Subject Hours of food deprivation
0 24 72
1 3.5 5.9 13.9
2 3.7 8.1 12.6
3 1.6 8.1 8.1
4 2.5 8.6 6.8
5 2.8 8.1 14.3
6 2.0 5.9 4.2
7 5.9 9.5 14.5
8 2.5 7.9 7.9
Amount of food, grams, eaten by eight rats under three level of food deprivation
* Syme, G. J., and J. S. Pollard, "The Relation between Differences in Level of Food Deprivation and Dominance
in Food Getting in the Rat," Psychon, Sci.,29 (1972),297-298.
Answer : , thus we reject 991.525.12 0H
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For the solution, you can refer to
this link :
http://appliednonparametricstatistic.blogspot.com/
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Table A.11
Example 1
Example 2
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This is the link to watch video on Youtube :
http://www.youtube.com/watch?v=T9klHQk8s2A&feature=youtu.be