Latin Square Design

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Latin Square Design

Traditionally, latin squares have two blocks, 1 treatment, all of size n

Yandell introduces latin squares as an incomplete factorial design instead

– Though his example seems to have at least one block

(batch)

Latin squares have recently shown up as parsimonious factorial designs for simulation studies

Latin Square Design

Student project example

– 4 drivers, 4 times, 4 routes

– Y=elapsed time

Latin Square structure can be natural

(observer can only be in 1 place at 1 time)

Observer, place and time are natural blocks for a Latin Square

Latin Square Design

Example

– Region II Science Fair years ago (7 by 7 design)

– Row factor—Chemical

– Column factor—Day (Block?)

– Treatment—Fly Group (Block?)

– Response—Number of flies (out of 20) avoiding the chemical not

Latin Square Design

Chemical

Control

Piperine

Black Pepper

Lemon Juice

Hesperidin

Ascorbic Acid

Citric Acid

2

G

16.8

A

5.3

B

11.0

C

6.0

D

16.0

E

12.2

F

14.7

1

A

19.8

B

13.0

C

13.0

D

7.8

E

13.6

F

15.0

G

14.5

Day

4

E

15.8

F

7.2

G

8.6

A

6.0

B

10.0

C

12.2

D

11.2

3

F

16.7

G

14.0

A

12.3

B

5.3

C

10.7

D

11.7

E

11.0

6

C

18.1

D

10.8

E

15.8

F

5.8

G

14.3

A

16.0

B

17.2

5

D

17.3

E

14.1

F

14.5

G

8.3

A

16.2

B

13.2

C

9.5

7

B

18.0

C

14.7

D

12.7

E

6.5

F

14.2

G

11.8

A

15.7

Power Analysis in Latin Squares

For unreplicated squares, we increase power by increasing n (which may not be practical)

The denominator df is (n-2)(n-1)

H o

:

 

0

H o

: L

0

 n

2

2 nL

2

 i

2 c i

2

Power Analysis in Latin Squares

For replicated squares, the denominator df depends on the method of replication; see

Montgomery

H o

:

 

0

H o

: L

0

 sn

2

2 snL

2

 c i

2 i

2

Graeco-Latin Square Design

Suppose we have a Latin Square Design with a third blocking variable (indicated by font color):

A B C D

B C D A

C D A B

D A B C

Graeco-Latin Square Design

Suppose we have a Latin Square Design with a third blocking variable (indicated by font style):

A B

C

D

B C D

A

C D A B

D A B C

Graeco-Latin Square Design

Is the third blocking variable orthogonal to the treatment and blocks?

How do we account for the third blocking factor?

We will use Greek letters to denote a third blocking variable

Graeco-Latin Square Design

A B C D

B A D C

C D A B

D C B A

Graeco-Latin Square Design

A B C

D

B

A D C

C D A

B

D

C B A

Graeco-Latin Square Design

Column

1 2 3 4

1 A a B b C g D d

Row 2 B d A g D b C a

3 C b D a A d B g

4 D g C d B a A b

Graeco-Latin Square Design

Orthogonal designs do not exist for n=6

Randomization

– Standard square

– Rows

– Columns

– Latin letters

– Greek letters

Graeco-Latin Square Design

Total df is n 2 -1=(n-1)(n+1)

Maximum number of blocks is n-1

– n-1 df for Treatment

– n-1 df for each of n-1 blocks--(n-1) 2 df

– n-1 df for error

Hypersquares (# of blocks > 3) are used for screening designs

Conclusions

We will explore some interesting extensions of Latin Squares in the text’s last chapter

– Replicated Latin Squares

– Crossover Designs

– Residual Effects in Crossover designs

But first we need to learn some more about blocking…

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