• 1 Introduction
  • 2 Data Structure for LMM
    • 2.1 Data Examples
    • 2.2 Data source
    • 2.3 Data levels
    • 2.4 Illustration
  • 3 Data: Systolic Blood Pressure
    • 3.1 Experiment
    • 3.2 Data description
    • 3.3 Data structure
    • 3.4 Data
  • 4 Restructure Data
    • 4.1 Data in wide format
    • 4.2 Restructure data
    • 4.3 Restructure data to long format
    • 4.4 Restructure data using SPSS
  • 5 Analysis of Paired Data
    • 5.1 Research objective
    • 5.2 Data
    • 5.3 Data Summary: Plot
    • 5.4 Data Summary: Table
    • 5.5 Model equation
    • 5.6 Hypothesis
    • 5.7 Incorrect analysis: Summary
    • 5.8 CORRECT analysis
    • 5.9 Correct analysis: Summary
  • 6 Analysis of Paired Data: Linear Mixed Model
    • 6.1 Research objective
    • 6.2 Data
    • 6.3 Data Summary: Plot
    • 6.4 Data Summary: Table
    • 6.5 Model equation
    • 6.6 Hypothesis
    • 6.7 Incomplete analysis: Summary
    • 6.8 Correct analysis
    • 6.9 SPSS implementation
    • 6.10 SPSS Syntax
    • 6.11 Correct analysis: Summary
    • 6.12 Outputs: Paired t-test
    • 6.13 Explanation
  • 7 Missing Data
    • 7.1 Research objective
    • 7.2 Data
    • 7.3 Data Summary: Plot
    • 7.4 Data Summary: Table
    • 7.5 Model equation
    • 7.6 Hypothesis
    • 7.7 Paired t-test: SPSS Syntax
    • 7.8 Paired t-test: Summary
    • 7.9 LMM: SPSS Syntax
    • 7.10 Linear mixed model: Summary
    • 7.11 Explanation
  • 8 Terminologies
    • 8.1 Fixed factor
    • 8.2 Fixed effect
    • 8.3 Random factor
    • 8.4 Random effect
    • 8.5 Nested factors
    • 8.6 Crossed factors
    • 8.7 SBP Data
    • 8.8 Linear Model
    • 8.9 Linear Mixed Model
    • 8.10 Other terminologies
    • 8.11 Advantage of mixed model
  • 9 Multiple Time Points
    • 9.1 Research objective
    • 9.2 Data
    • 9.3 Data Summary: Plot
    • 9.4 Data Summary: Table
    • 9.5 Model equation
    • 9.6 Hypothesis
    • 9.7 SPSS: Menu
    • 9.8 SPSS Syntax
    • 9.9 Summary
    • 9.10 Explanation
  • 10 Two Groups at Multiple Times
    • 10.1 Reearch objective
    • 10.2 Data
    • 10.3 Data Summary: Plot
    • 10.4 Data Summary: Table
    • 10.5 Model options
    • 10.6 Model equation
    • 10.7 Hypothesis
    • 10.8 SPSS: Menu
    • 10.9 SPSS Syntax
    • 10.10 Summary
    • 10.11 Estimates of variance
    • 10.12 Model performance
    • 10.13 Intraclass correlation (ICC)
    • 10.14 Explanation
  • 11 LMM: Overall Strategy
    • 11.1 Research objective
    • 11.2 Data
    • 11.3 EDA: Summary & Plot
    • 11.4 Model specification
    • 11.5 Model fitting: SPSS
    • 11.6 Final Model
    • 11.7 Model diagnostics
    • 11.8 Model evaluation
    • 11.9 Report results
  • 12 Linear Mixed Model: Review

Linear Mixed Model using SPSS

Linear Mixed Model using SPSS

Part 1: Focus

Mintu Nath