Design and Analysis of Experiments
Preface
1 Introduction
2 Single Factor Studies
3 Analysis of Treatment Means
4 Alternative Tests for Treatment Effects
5 Balanced Two Factor Designs
6 Two-Factor Designs with 1 Replicate per Treatment
- 6.1 Example - Economic Indices for 8 Sources Over 18 Years
7 Unbalanced Two-Factor Analysis of Variance
- 7.1 Statistical Model and the Analysis of Variance
  - 7.1.1 Example - Age at Peak for Famous Writers
  - 7.1.2 Example - Makiwara Punching Boards
- 7.2 Least Squares Estimators and Contrasts/Linear Functions Among Means
  - 7.2.1 Example - Age at Peak for Famous Writers
  - 7.2.2 Example - Makiwara Punching Boards
8 Multi-Factor Studies
- 8.1 Three Factor Models - Mean Structure
  - 8.1.1 Example - Flavonoids in Wine
- 8.2 Statistical Model and the Analysis of Variance
  - 8.2.1 Example - Finishing Treatments for Chef Jackets
9 Block Designs
10 Random and Mixed Effects Models
11 Nested Designs
12 Analysis of Covariance (ANCOVA)
- 12.1 Additive Model
- 12.2 Interaction Model
  - 12.2.1 Example - Comparison of Skin Softeners
13 Response Surface and Mixture Designs
- 13.1 Response Surface Designs
  - 13.1.1 Example - Solar Drying of Avocado Pulp
  - 13.1.2 Example – Gels of Diclofenac and Curcumin for Transdermal Drug Delivery
- 13.2 Mixture Models
  - 13.2.1 Example - Breaking Strength of Lipstick Blends
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Design and Analysis of Experiments

Design and Analysis of Experiments

Larry Winner

2024-10-07

Preface

These notes are for STA 4211 at the University of Florida. All examples are based on published articles, though most data has been generated to match summary statistics.