Optimum experimental designs, with SAS
Atkinson, A. C.
Optimum experimental designs, with SAS A. C. Atkinson, A. N. Donev, R. D. Tobias - Oxford Oxford University Press c2007 - xvi, 511 p. ill 25 cm - Oxford statistical science series 34 .
Includes bibliographical references and index
Introduction -- Some key ideas -- Experimental strategies -- The choice of a model -- Models and least squares -- Criteria for a good experiment -- Standard designs -- The analysis of experiments -- Optimum design theory -- Criteria of optimality -- D-optimum designs -- Algorithms for the construction of exact D-optimum designs -- Optimum experimental design with SAS -- Experiments with both qualitative and quantitative factors -- Blocking response surface designs -- Mixture experiments -- Non-linear models -- Bayesian optimum designs -- Design augmentation -- Model checking and designs for discriminating between models -- Compound design criteria -- Generalized linear models -- Response transformation and structured variances -- Time-dependent models with correlated observations -- Further topics -- Exercises
9780199296590
Experimental design.
Optimum experimental designs, with SAS A. C. Atkinson, A. N. Donev, R. D. Tobias - Oxford Oxford University Press c2007 - xvi, 511 p. ill 25 cm - Oxford statistical science series 34 .
Includes bibliographical references and index
Introduction -- Some key ideas -- Experimental strategies -- The choice of a model -- Models and least squares -- Criteria for a good experiment -- Standard designs -- The analysis of experiments -- Optimum design theory -- Criteria of optimality -- D-optimum designs -- Algorithms for the construction of exact D-optimum designs -- Optimum experimental design with SAS -- Experiments with both qualitative and quantitative factors -- Blocking response surface designs -- Mixture experiments -- Non-linear models -- Bayesian optimum designs -- Design augmentation -- Model checking and designs for discriminating between models -- Compound design criteria -- Generalized linear models -- Response transformation and structured variances -- Time-dependent models with correlated observations -- Further topics -- Exercises
9780199296590
Experimental design.