Survival Analysis

Efficient Nonparametric Curve Estimation For Censored Data with R Examples

von Sam Efromovich

234 Seiten, Hardcover

Kurzbeschreibung des Verlags

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.

• Reihe: Synthesis Lectures on Mathematics & Statistics
• ISBN: 9783031828133
• Sprache: Englisch
• Erscheinungsdatum: 01.05.2025
• Genre: Mathematik/Wahrscheinlichkeitstheorie, Stochastik, Mathematische Statistik
• Verlag: Springer International Publishing