Handbook of Design and Analysis of ExperimentsAngela Dean, Max Morris, John Stufken, Derek Bingham CRC Press, 2015 M06 26 - 960 páginas This carefully edited collection synthesizes the state of the art in the theory and applications of designed experiments and their analyses. It provides a detailed overview of the tools required for the optimal design of experiments and their analyses. The handbook covers many recent advances in the field, including designs for nonlinear models and algorithms applicable to a wide variety of design problems. It also explores the extensive use of experimental designs in marketing, the pharmaceutical industry, engineering and other areas. |
Contenido
History and Overview of Design and Analysis of Experiments | 3 |
Introduction to Linear Models | 63 |
Designs for Linear Models | 97 |
Blocking with Independent Responses | 99 |
Crossover Designs | 159 |
Response Surface Experiments and Designs | 197 |
Design for Linear Regression Models with Correlated Errors | 237 |
Designs Accommodating Multiple Factors | 277 |
Optimal Design for Spatial Models | 549 |
Computer Experiments | 575 |
Design of Computer Experiments Introduction and Background | 577 |
Latin Hypercubes and SpaceFilling Designs | 593 |
Design for Sensitivity Analysis | 627 |
Expected Improvement Designs | 675 |
CrossCutting Issues | 717 |
Robustness of Design | 719 |
Regular Fractional Factorial Designs | 279 |
Multistratum Fractional Factorial Designs | 321 |
Nonregular Factorial and Supersaturated Designs | 339 |
Structures Defined by Factors | 371 |
Algebraic Method in Experimental Design | 415 |
Optimal Design for Nonlinear and Spatial Models | 455 |
Optimal Design for Nonlinear and Spatial Models Introduction and Historical Overview | 457 |
Designs for Generalized Linear Models | 471 |
Designs for Selected Nonlinear Models | 515 |
Algorithmic Searches for Optimal Designs | 755 |
Design for Contemporary Applications | 785 |
Design for Discrete Choice Experiments | 787 |
Plate Designs in HighThroughput Screening Experiments for Drug Discovery | 833 |
UpandDown Designs for DoseFinding | 857 |
Optimal Design for EventRelated fMRI Studies | 895 |
Back Cover | 925 |
Otras ediciones - Ver todas
Handbook of Design and Analysis of Experiments Angela Dean,Max Morris,John Stufken,Derek Bingham Vista previa limitada - 2015 |
Handbook of Design and Analysis of Experiments Angela Dean,Max Morris,John Stufken,Derek Bingham Sin vista previa disponible - 2020 |
Handbook of Design and Analysis of Experiments Angela Dean,Max Morris,John Stufken,Derek Bingham Sin vista previa disponible - 2015 |
Términos y frases comunes
algorithm aliased applications approach approximate asymptotic Bayesian Biometrika block designs Chapter Cheng choice sets columns computer experiments consider construction correlation corresponding covariance criteria criterion crossover designs D-optimal defined denote design of experiments design points design space discussed distribution dose efficiency error estimation example experimental design factorial experiments factors Figure fMRI fractional factorial designs function given Gröbner basis Hadamard matrix Hasse diagram information matrix input Journal of Statistical Khuri Latin hypercube designs Latin square levels linear models main effects maximin maximize method minimax minimize minimum aberration monomials nonlinear observations obtained optimal designs output pairs parameters Planning and Inference polynomial prediction problem random regression models replication response surface robust row-column designs sampling Section sequential simulator spatial Stat Statistical Planning structure support points Table Technometrics Theorem two-factor interactions UD design values variables variance vector x₁ zero