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Response-Adaptive Randomization

Autor Feifang Hu, William F Rosenberger
en Limba Engleză Hardback – aug 2006
Presents a firm mathematical basis for the use of response-adaptive randomization procedures in practice The Theory of Response-Adaptive Randomization in Clinical Trials is the result of the authors' ten-year collaboration as well as their collaborations with other researchers in investigating the important questions regarding response-adaptive randomization in a rigorous mathematical framework. Response-adaptive allocation has a long history in biostatistics literature; however, largely due to the disastrous ECMO trial in the early 1980s, there is a general reluctance to use these procedures. This timely book represents a mathematically rigorous subdiscipline of experimental design involving randomization and answers fundamental questions, including: * How does response-adaptive randomization affect power? * Can standard inferential tests be applied following response-adaptive randomization? * What is the effect of delayed response? * Which procedure is most appropriate and how can "most appropriate" be quantified? * How can heterogeneity of the patient population be incorporated? * Can response-adaptive randomization be performed with more than two treatments or with continuous responses? The answers to these questions communicate a thorough understanding of the asymptotic properties of each procedure discussed, including asymptotic normality, consistency, and asymptotic variance of the induced allocation. Topical coverage includes: * The relationship between power and response-adaptive randomization * The general result for determining asymptotically best procedures * Procedures based on urn models * Procedures based on sequential estimation * Implications for the practice of clinical trials Useful for graduate students in mathematics, statistics, and biostatistics as well as researchers and industrial and academic biostatisticians, this book offers a rigorous treatment of the subject in order to find the optimal procedure to use in practice.
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Specificații

ISBN-13: 9780471653967
ISBN-10: 0471653969
Pagini: 232
Dimensiuni: 161 x 240 x 17 mm
Greutate: 0.52 kg
Editura: Wiley
Locul publicării:Hoboken, United States

Public țintă

Graduate students in mathematics, statistics, and biostatistics; researchers in mathematical statistics; biostatisticians in industry or academia; libraries. Can serve as a primary or secondary textbook.

Descriere

In this well written book, the authors treat the fundamental question of response-adaptive randomization as dealing with the trade-off between minimizing the expected number of treatment failures and maximizing the power of inferential tests.