Fundamentals of Statistical Experimental Design and Analysis.
Easterling, Robert G.
Fundamentals of Statistical Experimental Design and Analysis. - 1st ed. - 1 online resource (291 pages) - New York Academy of Sciences Series . - New York Academy of Sciences Series .
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.
9781118954645
Experimental design.
Mathematical statistics-Anecdotes.
Mathematical statistics-Study and teaching.
Electronic books.
QA276.18 .E27 2015
519.5/7
Fundamentals of Statistical Experimental Design and Analysis. - 1st ed. - 1 online resource (291 pages) - New York Academy of Sciences Series . - New York Academy of Sciences Series .
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.
9781118954645
Experimental design.
Mathematical statistics-Anecdotes.
Mathematical statistics-Study and teaching.
Electronic books.
QA276.18 .E27 2015
519.5/7