Fundamentals of Statistical Experimental Design and Analysis

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Detalles Bibliográficos
Autor principal: Easterling, Robert G.
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Newark : John Wiley & Sons, Incorporated, 2015.
Colección:New York Academy of Sciences Ser.
Temas:
Electronic books.
Acceso en línea:Texto completo
Tabla de Contenidos:
  • 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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