Survival Analysis
Av Sam Efromovich, 2025.Del av serien Synthesis Lectures on Mathematics & Statistics.
Efficient Nonparametric Curve Estimation For Censored Data with R Examples
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.
Språk: Engelsk
Oppdag mer
Survival Analysis
Av Sam Efromovich, 2025.Del av serien Synthesis Lectures on Mathematics & Statistics.
Efficient Nonparametric Curve Estimation For Censored Data with R Examples
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.
Oppdag mer
Språk: Engelsk
Ved å fullføre kjøpet aksepterer du kjøpsvilkårene.
