
The Theory of the Design of Experiments
by Cox, D. R.; Reid, Nancy-
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Summary
Table of Contents
Some General Concepts | |
Types of Investigation | |
Observational Studies | |
Some Key Terms | |
Requirements in Design | |
Interplay between Design and Analysis | |
Key Steps in Design | |
A Simplified Model | |
A Broader View | |
Avoidance of Bias | |
General Remarks | |
Randomization | |
Retrospective Adjustment for Bias | |
Some More on Randomization | |
More on Causality | |
Control of Haphazard Variation | |
General Remarks | |
Precision Improvement by Blocking | |
Matched Pairs | |
Randomized Block Design | |
Partitioning Sums of Squares | |
Retrospective Adjustment for Improving Precision | |
Special Models of Error Variation | |
Specialized Blocking Techniques | |
Latin Squares | |
Incomplete Block Designs | |
Cross-Over Designs | |
Factorial Experiments: Basic Ideas | |
General Remarks | |
Example | |
Main Effects and Interactions | |
Example: Continued | |
Two-Level Factorial Systems | |
Fractional Factorials | |
Example | |
Factorial Experiments: Further Developments | |
General Remarks | |
Confounding in 2k Designs | |
Other Factorial Systems | |
Split Plot Designs | |
Nonspecific Factors | |
Designs for Quantitative Factors | |
Taguchi Methods | |
Conclusion | |
Optimal Design | |
General Remarks | |
Some Simple Examples | |
Some General Theory | |
Other Optimality Criteria | |
Algorithms for Design Construction | |
Nonlinear Design | |
Space-Filling Designs | |
Bayesian Design | |
Optimality of Traditional Designs | |
Some Additional Topics | |
Scale of Effort | |
Adaptive Designs | |
Sequential Regression Design | |
Designs for One-Dimensional Error Structure | |
Spatial Designs | |
Statistical Analysis | |
Some Algebra | |
Computational Issues | |
Table of Contents provided by Publisher. All Rights Reserved. |
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