Fixed, Random and Mixed Models PowerPoint PPT Presentation

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Title: Fixed, Random and Mixed Models


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Fixed, Random and Mixed Models
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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.

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

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

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Random Model
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Estimation
  • What are the unknown parameters?
  • What do we want to test?
  • Hypotheses Testing

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

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

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