รูปแบบต่างๆ ของ Balanced repeated measures (Kleinbaum, 1998)

Analysis of Repeated Measures Data

1. A balanced repeated measures design with one crossover factor.

2. A balanced repeated measures design with two crossover factors.

3. A balanced repeated measures design with one nest factor.

4. A balanced repeated measures design with one crossover factor and one nest factor.

2. A Balanced Repeated Measures Design With Two Crossover Factors


Table 4 Data layout for balanced repeated measures design with two crossover factors.

 

 

Factor B

Factor A

Subject Number

1

2

…

B

1

1

2

:

s

Y111

Y211

:

Ys11

Y112

Y212

:

Ys12

 

Y11b

Y21b

:

YS1b

2

1

2

:

s

Y121

Y221

:

Ys21

Y122

Y222

:

Ys22

 

Y12b

Y22b

:

YS2b

 

:

:

:

…

:

a

1

2

:

s

Y1a1

Y2a1

:

Ysa1

Y1a2

Y2a2

:

Ysa2

 

Y1ab

Y2ab

:

Ysab

  ANOVA model treating both Factor A and Factor B as fixed factors

 

            Yijk = m + Si + aj + bk + djk + Sij + Sik + Eijk                           (2)

 

Where

             i = 1,…,s          (s = number of subject)

             j = 1,…,a          (a = Number of level of Factor A)

            k = 1,…,b       (b = Number of level of Factor B)

            m = Overall mean

            aj = Fixed effect of level j of Factor A (and åaj =0)

            bk = Fixed effect of level k of Factor B (and åbk =0)

            djk = Fixed interaction effect of level j Factor A with level k of Factor B

            (and ådjk =0 for each k, ådjk =0 for each j)

            Si = Random effect of subject i

            Sij = Random effect of level j of Factor A within subject i

            Sik = Random effect of level k of Factor B within subject i

            Eijk = Random error for level j of Factor A and level k Factor B within subject i

And we assumed that

            { Si },{ Sij },{ Sik } and { Eijk } are mutually independent.

            Si is distributed as N(0,sS2)

            Sij is distributed as N(0,sSA2)

            Sik is distributed as N(0,sSB2)

            Eijk is distributed as N(0,s2)

 

Figure 2 Partitioning the total sums of squares for balanced repeated measures design with two crossover factors.

wpeE.gif (21736 bytes)

คลิกขยายภาพ

Table 5 ANOVA table for balanced repeated measure design with Two crossover factor.

Source

d.f.

MS

F (Both Factor Fixed)

F (One or Both Factors Random)

Between Subjects

s-1

MSS

 

 

Within Subjects

(s-1)ab

MSW

 

 

Factor A

a-1

MSA

MSA /MSSA

MSA /MSSA(adj)

Subjects x Factor A

(s-1)(a-1)

MSSA

 

 

Factor B

b-1

MSB

MSB /MSSB

MSB /MSSB(adj)

Subjects x Factor B

(s-1)(b-1)

MSSB

 

 

A x B

(a-1)(b-1)

MSAB

MSAB /MSError

MSAB /MSError

Subjects x A x B

(i.e.Error)

(s-1)(a-1)(b-1)

MSError

 

 

Total (corrected)

sab

 

 

 

(ตัวอย่างการวิเคราะห์ สามารถศึกษาตัวอย่างการวิเคราะห์ด้วย SPSS ได้ที่ Using SPSS: Two-way Repeated-Measures ANOVA และคำอธิบายโดยละเอียดที่ (Research Methods 2): Two Way Repeated Measures ANOVA )

 

 

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