Optimal Design for Nonlinear Response Models - Brossura

Fedorov, Valerii V.; Leonov, Sergei L.

Brossura

ISBN 10: 0367379805 ISBN 13: 9780367379803

Casa editrice: Routledge, 2019

Riassunto

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 adaptive designs, focusing on procedures with non-informative stopping.

The common goals of experimental design―such as reducing costs, supporting efficient decision making, and gaining maximum information under various constraints―are often the same across diverse applied areas. Ethical and regulatory aspects play a much more prominent role in biological, medical, and pharmaceutical research. The authors address all of these issues through many examples in the book.

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Informazioni sull'autore

Valerii Fedorov, PhD, is Vice President of Predictive Analytics, Innovation at Quintiles.

Sergei Leonov, PhD, is a Senior Principal Scientist at AstraZeneca.

Dettagli dell'edizione

• Editore: Routledge
• Data di pubblicazione: 2019
• Lingua: Inglese
• ISBN 10: 0367379805
• ISBN 13: 9780367379803
• Rilegatura: Copertina flessibile
• Numero edizione: 1
• Numero di pagine: 402
• Contatto del produttore: Taylor and Francis, GPSR Taylor and Francis; gpsr@taylorandfrancis.com; ; Taylor & Francis Verlag GmbH, Kaufingerstraße 24; München; 80331; Germania