Design and Analysis of Experiments, 3 Volume Set

Inbunden, Engelska, 2012

AvKlaus Hinkelmann,Oscar Kempthorne,USA) Hinkelmann, Klaus (Virginia Polytechnic Institute,USA) Kempthorne, Oscar (Iowa State University

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This user-friendly 3-volume set reflects a modern and accessible approach to experimental design and analysis. This set includes all three volumes of Klaus Hinkelmann's "Design and Analysis of Experiments" books. These include:Design and Analysis of Experiments, Volume 1, introduction to Experimental Design, 2nd EditionDesign and Analysis of Experiments, Volume 2, Advanced Experimental DesignDesign and Analysis of Experiments, Volume 3, Special Designs and ApplicationsAll the books are available for individual purchase or you can order the full set. Design and Analysis of Experiments, Volume 1, Second Edition provides a general introduction to the philosophy, theory, and practice of designing scientific comparative experiments and also details the intricacies that are often encountered throughout the design and analysis processes. With the addition of extensive numerical examples and expanded treatment of key concepts, this book further addresses the needs of practitioners and successfully provides a solid understanding of the relationship between the quality of experimental design and the validity of conclusions.Design and Analysis of Experiments, Volume 2 provides more detail about aspects of error control and treatment design, with emphasis on their historical development and practical significance, and the connections between them.Design and Analysis of Experiments, Volume 3: Special Designs and Applications continues building upon the philosophical foundations of experimental design by providing important, modern applications of experimental design to the many fields that utilize them. The book also presents optimal and efficient designs for practice and covers key topics in current statistical research.Each volume is an ideal textbook for graduate courses in experimental design and also serves as a practical, hands-on reference for statisticians and researchers across a wide array of subject areas, including biological sciences, engineering, medicine, and business.

Produktinformation

Utgivningsdatum2012-09-07
Mått163 x 239 x 89 mm
Vikt2 177 g
FormatInbunden
SpråkEngelska
Antal sidor2 011
FörlagJohn Wiley & Sons Inc
ISBN9781118533833

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PrefaceContributorsCHAPTER 1: Genetic Crosses Experiments1.1 INTRODUCTION1.2 BASIC OBJECTIVES AND MODELS1.2.1 Generation Mean Analysis1.2.2 Generation Variance Analysis1.2.3 Covariance between Relatives1.2.4 Mating (M) and Environmental (E) Designs1.2.5 Fixed Effects and Random Effects Models1.3 DIALLEL MATING DESIGN OF TYPE I1.3.1 North Carolina Design I (NCI)1.3.2 North Carolina Design II (NCII)1.3.3 Sets of North Carolina Design II1.3.4 North Carolina Design III (NCIII)1.3.5 Line x Tester Approach 1.3.6 A Modified Line x Tester Approach1.4 DIALLEL CROSSES: TYPE II DESIGNS1.4.1 Hayman Approach for Diallel Analysis1.4.2 Griffing's Method1.5 PARTIAL DIALLEL CROSSES: NO BLOCKING OR COMPLETE BLOCKS1.6 PARTIAL DIALLEL CROSSES IN INCOMPLETE BLOCKS1.6.1 Construction of Mating-Environment Designs1.6.2 Analysis of M-E Design1.6.3 An Example of PDC in Incomplete Blocks1.6.4 Other M-E Designs1.7 OPTIMALITY1.7.1 Optimal CDC Designs for Estimation of gca1.7.2 Optimal Partial Diallel Crosses1.7.3 Estimation of Heritability1.8 ROBUSTNESS1.9 THREE- OR HIGHER-WAY CROSSES 1.9.1 Triallel or Three-Way Crosses1.9.2 Double- or Four-Way Crosses1.10 COMPUTATIONACKNOWLEDGMENTSREFERENCESCHAPTER 2: Design of Gene Expression Microarray Experiments2.1 INTRODUCTION2.2 GENE EXPRESSION MICROARRAY TECHNOLOGY2.2.1 Introduction2.2.2 Definition of a Microarray2.2.3 Using Microarrays to Measure Gene Expression2.2.4 Types of Gene Expression in Microarrays2.3 PREPROCESSING OF MICROARRAY FLUORESCENCE INTENSITIES2.3.1 Introduction2.3.2 Background Correction2.3.3 Normalization2.3.4 Summarization 2.4 INTRODUCTION TO GENE EXPRESSION MICROARRAY EXPERIMENTAL DESIGN2.5 TWO-TREATMENT EXPERIMENTS USING TWO-COLOR MICROARRAYS2.6 TWO-COLOR MICROARRAY EXPERIMENTS INVOLVING MORE THAN TWO TREATMENTS2.7 MULTIFACTOR TWO-COLOR MICROARRAY EXPERIMENTS2.7.1 Introduction2.7.2 Admissible Designs2.7.3 w-Optimal Designs2.7.4 e-Efficiency2.8 PHASE 2 DESIGNS FOR COMPLEX PHASE 1 DESIGNSREFERENCESCHAPTER 3: Spatial Analysis of Agricultural Field Experiments3.1 INTRODUCTION3.2 METHODS TO ACCOUNT FOR SPATIAL VARIATION3.2.1 Design of Experiments3.2.2 Spatial Analysis Methods 3.3 A SPATIAL LINEAR MIXED MODEL3.3.1 Estimation, Prediction and Testing3.3.2 The Spatial Modeling Process3.4 ANALYSIS OF EXAMPLES3.4.1 Herbicide Tolerance Trial3.4.2 Variety TrialREFERENCESCHAPTER 4: Optimal Designs for Generalized Linear Models4.1 INTRODUCTION4.2 NOTATION AND BASIC CONCEPTS4.2.1 Binary Data4.2.2 Count Data4.2.3 Optimality Criteria4.3 TOOLS FOR FINDING LOCALLY OPTIMAL DESIGNS4.3.1 Traditional Approaches4.3.2 An Analytical Approach4.4 GLMs WITH TWO PARAMETERS4.5 GLMs WITH MULTIPLE PARAMETERS4.5.1 GLMs with Multiple Covariates 4.5.2 GLMs with Group Effects