An expert introduction to stage-wise adaptive designs in all areas of
statistics Stage-Wise Adaptive Designs presents the theory and
methodology of stage-wise adaptive design across various areas of
study within the field of statistics, from sampling surveys and time
series analysis to generalized linear models and decision theory.
Providing the necessary background material along with illustrative
S-PLUS functions, this book serves as a valuable introduction to the
problems of adaptive designs. The author begins with a cohesive
introduction to the subject and goes on to concentrate on generalized
linear models, followed by stage-wise sampling procedures in sampling
surveys. Adaptive forecasting in the area of time series analysis is
presented in detail, and two chapters are devoted to applications in
clinical trials. Bandits problems are also given a thorough treatment
along with sequential detection of change-points, sequential
applications in industrial statistics, and software reliability.
S-Plus functions are available to accompany particular computations,
and all examples can be worked out using R, which is available on the
book's related FTP site. In addition, a detailed appendix outlines the
use of these software functions, while an extensive bibliography
directs readers to further research on the subject matter. Assuming
only a basic background in statistical topics, Stage-Wise Adaptive
Designs is an excellent supplement to statistics courses at the
upper-undergraduate and graduate levels. It also serves as a valuable
reference for researchers and practitioners in the fields of
statistics and biostatistics.
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Produktdetaljer
ISBN
9780470466940
Publisert
2018
Utgave
1. utgave
Utgiver
Wiley Global Research (STMS)
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter