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Survival Analysis: Efficient Nonparametric Curve Estimation For Censored Data with R Examples Sam Efromovich 9783031828133

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Description

This textbook provides a unified account of estimating the survival function, hazard rate, cumulative hazard, density, regression, conditional distributions, and linear functionals for the current status censored and right-censored data. The book contains the theory and methodology of efficient estimation, adaptation, dimension reduction, and confidence bands as well as the universal E-estimator for small samples. Exercises and a large number of simulated and real-life examples that can be repeated and modified using the complementary R package are also included. This coverage, together with the intuitive style of presentation, is ideal for people entering this field. The context is suitable for self-study or a one-semester course for graduate students with majors ranging from biostatistics and data analytics to econometrics and actuarial science.



Book Information
ISBN 9783031828133
Author Sam Efromovich
Format Hardback
Page Count 240
Imprint Springer International Publishing AG
Publisher Springer International Publishing AG

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