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Latin Square Design

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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 ... – PowerPoint PPT presentation

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Title: Latin Square Design


1
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

2
Latin Square Design
  • Student project example
  • 4 drivers, 4 times, 4 routes
  • Yelapsed 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

3
Latin Square Design
  • Example
  • Region II Science Fair years ago (7 by 7 design)
  • Row factorChemical
  • Column factorDay (Block?)
  • TreatmentFly Group (Block?)
  • ResponseNumber of flies (out of 20) not avoiding
    the chemical

4
Latin Square Design
5
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)

6
Power Analysis in Latin Squares
  • For replicated squares, the denominator df
    depends on the method of replication see
    Montgomery

7
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

8
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

9
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

10
Graeco-Latin Square Design
  • A B C D
  • B A D C
  • C D A B
  • D C B A

11
Graeco-Latin Square Design
  • A B C D
  • B A D C
  • C D A B
  • D C B A

12
Graeco-Latin Square Design
  • Column
  • 1 2 3 4
  • 1 Aa Bb Cg Dd
  • Row 2 Bd Ag Db Ca
  • 3 Cb Da Ad Bg
  • 4 Dg Cd Ba Ab

13
Graeco-Latin Square Design
  • Orthogonal designs do not exist for n6
  • Randomization
  • Standard square
  • Rows
  • Columns
  • Latin letters
  • Greek letters

14
Graeco-Latin Square Design
  • Total df is n2-1(n-1)(n1)
  • 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 gt 3) are used for
    screening designs

15
Conclusions
  • We will explore some interesting extensions of
    Latin Squares in the texts 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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