Survival Analysis

£34.99

Survival Analysis

Efficient Nonparametric Curve Estimation For Censored Data with R Examples

Probability and statistics Stochastics

Author: Sam Efromovich

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Collection: Synthesis Lectures on Mathematics & Statistics

Language: English

Published by: Springer

Published on: 30th April 2025

Format: LCP-protected ePub

ISBN: 9783031828140


Book 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.

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