Chapter 4. Statistical Models

  • 4.1 Introduction 82

    • 4.1.1 Building Statistical Models 83

    • 4.1.2 Examining Examples of Statistical Models 87

    • 4.1.3 Evaluating Statistical Models 88

  • 4.2 Classification of Statistical Models 90

    • 4.2.1 Models with a Single Y-Variable and No X-Variables 90

    • 4.2.2 Models with a Single Y-Variable and a Single X-Variable 91

    • 4.2.3 Models with a Single Y-Variable and Multiple X-Variables 94

    • 4.2.4 Models with Multiple Y-Variables and No X-Variables 94

    • 4.2.5 Models with Continuous Multiple Y-Variables and Some X-Variables 96

    • 4.2.6 Other Approaches to Models 96

    • 4.2.7 Other Models 96

  • 4.3 Model Validation 97

    • 4.3.1 Pitfalls of Model Building 97

    • 4.3.2 Model Validation 98

    • 4.3.3 Residuals in Model Validation 98

  • 4.4 Summary 100

  • 4.5 Problems 101

  • 4.6 Case ...

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