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by Robert G. Easterling
Fundamentals of Statistical Experimental Design and Analysis
Cover
Title Page
Preface
References
Statistical Software
Sources for Student Exercises (in addition to the above references)
Acknowledgments
Credits
1 Introduction
Motivation: Why Experiment?
Steps in an Experimental Program
Subject-Matter Passion
Case Study
Overview of Text
Assignment
References
2 Fundamentals of Experimental Design
Introduction
Experimental Structure
Principles of Experimental Design
Assignment
References
3 Fundamentals of Statistical Data Analysis
Introduction
Boys’ Shoes Experiment
Tomato Fertilizer Experiment
A New Tomato Experiment
Comparing Standard Deviations
Discussion
Appendix 3.A The Binomial Distribution
Appendix 3.B Sampling from a Normal Distribution
Appendix 3.C Statistical Underpinnings
Assignment
References
4 Completely Randomized Design
Introduction
Design Issues
CRD: Single Qualitative Factor
Analysis of Variance
Testing the Assumptions of Equal Variances and Normality
Confidence Intervals
Inference
Statistical Prediction Interval
Example: Tomato Fertilizer Experiment Revisited
Sizing a Completely Randomized Experiment
CRD: Single Quantitative Factor
Design Issues
Enhanced Case Study: Power Window Gear Teeth
Assignment
References
5 Completely Randomized Design with Multiple Treatment Factors
Introduction
Design Issues
Response Surface Designs
Special Case: Two-Level Factorial Experiments
Fractional Two-Level Factorials
Extensions
Assignment
References
6 Randomized Complete Block Design
Introduction
Design Issues
RBD with Single Replication
Sizing a Randomized Block Experiment
True Replication
Extensions of the RBD
Discussion
Balanced Incomplete Block Designs
Summary
Assignment
References
7 Other Experimental Designs
Introduction
Latin Square Design
Split-Unit Designs
Repeated Measures Designs
Robust Designs
Optimal Designs
Assignment
References
Index
End User License Agreement
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Fundamentals of Statistical Experimental Design and Analysis
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Fundamentals of Statistical Experimental Design and Analysis
Fundamentals of Statistical Experimental Design and Analysis
Robert G. Easterling
Cedar Crest, New Mexico, USA
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