Fundamentals of Statistical Experimental Design and Analysis.
Material type:
- text
- computer
- online resource
- 9781118954645
- 519.5/7
- QA276.18 .E27 2015
Intro -- Title Page -- Table of Contents -- 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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Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2024. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.
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