Survival and Event History Analysis (häftad)
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Format
Häftad (Paperback)
Språk
Engelska
Serie
Statistics for Biology and Health
Antal sidor
541
Utgivningsdatum
2010-11-23
Förlag
Springer-Verlag New York Inc.
Dimensioner
235 x 155 x 25 mm
Vikt
770 g
ISBN
9781441919090

Survival and Event History Analysis

A Process Point of View

av Odd Aalen, Ornulf Borgan, Hakon Gjessing
Häftad,  Engelska, 2010-11-23
1955
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The aim of this book is to bridge the gap between standard textbook models and a range of models where the dynamic structure of the data manifests itself fully. The common denominator of such models is stochastic processes. The authors show how counting processes, martingales, and stochastic integrals fit very nicely with censored data. Beginning with standard analyses such as Kaplan-Meier plots and Cox regression, the presentation progresses to the additive hazard model and recurrent event data. Stochastic processes are also used as natural models for individual frailty; they allow sensible interpretations of a number of surprising artifacts seen in population data. The stochastic process framework is naturally connected to causality. The authors show how dynamic path analyses can incorporate many modern causality ideas in a framework that takes the time aspect seriously. To make the material accessible to the reader, a large number of practical examples, mainly frommedicine, are developed in detail. Stochastic processes are introduced in an intuitive and non-technical manner. The book is aimed at investigators who use event history methods and want a better understanding of the statistical concepts. It is suitable as a textbook for graduate courses in statistics and biostatistics.
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