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Fixed, Random and Mixed Models

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Title: Fixed, Random and Mixed Models


1
Fixed, Random and Mixed Models
2
Definitions
  • Fixed Effects factors for which the only levels
    under consideration are this in the experiment
  • Random Effects Factors for which the levels are
    a random sample of the total number of levels in
    the population for that factor.

3
Definitions
  • Fixed Model All factors are fixed
  • Random Model All factors are random
  • Mixed Model Both fixed and random factors are in
    the model

4
Examples
  • Fixed Model
  • Random Model Kutner p959
  • Mixed Model O L p977

5
Random Model
6
(No Transcript)
7
Estimation
  • What are the unknown parameters?
  • What do we want to test?
  • Hypotheses Testing

8
Example KutnerCh24 Table 01
9
Nested DesignKutner Ch 28 Table 1
10
Instructors
11
What is the experimental unit?What is the
sampling unit?Model Fixed, Random Mixed
12
What do we want to test?
13
Example
  • Fixed
  • Random
  • Mixed

14
Two Factor Example OLp977 Table 17.1
  • Fixed
  • Mixed - Interactions are random if one of the
    factors is random

15
Example
16
Additional Topics
  • Split Plot
  • Repeated measures
  • RCB Split Plot Repeated measures with covariates
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