JMP® Means Business: Statistical Models for Management

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 ...