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Book Cover
E-book
Author Fedorov, V. V. (Valeriĭ Vadimovich)

Title Optimal design for nonlinear response models / by Valerii V. Fedorov, Sergei L. Leonov
Published Boca Raton, Fla. : London : CRC ; Taylor & Francis [distributor], 2010

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Description 1 online resource (1 volume) : illustrations
Series Chapman & Hall/CRC Biostatistics Series
Chapman & Hall/CRC biostatistics series
Contents Front Cover; Contents; List of Figures; List of Tables; Preface; Introduction; Chapter 1: Regression Models and Their Analysis; Chapter 2: Convex Design Theory; Chapter 3: Algorithms and Numerical Techniques; Chapter 4: Optimal Design under Constraints; Chapter 5: Nonlinear Response Models; Chapter 6: Locally Optimal Designs in Dose Finding; Chapter 7: Locally Optimal Designs in PK/PD Studies; Chapter 8: Adaptive Model-Based Designs; Chapter 9: Other Applications of Optimal Designs; Chapter 10: Useful Matrix Formulae; Bibliography; Back Cover
Summary Optimal Design for Nonlinear Response Models discusses the theory and applications of model-based experimental design with a strong emphasis on biopharmaceutical studies. The book draws on the authors' many years of experience in academia and the pharmaceutical industry. While the focus is on nonlinear models, the book begins with an explanation of the key ideas, using linear models as examples. Applying the linearization in the parameter space, it then covers nonlinear models and locally optimal designs as well as minimax, optimal on average, and Bayesian designs. The authors also discuss ada
Subject Optimal designs (Statistics)
Regression analysis.
Nonlinear theories.
Regression Analysis
Nonlinear theories
Optimal designs (Statistics)
Regression analysis
Form Electronic book
Author Leonov, Sergei L
ISBN 1439821526
9781439821527