surtvep: Cox Non-Proportional Hazards Model with Time-Varying Coefficients

Fit Cox non-proportional hazards models with time-varying coefficients. Both unpenalized procedures (Newton and proximal Newton) and penalized procedures (P-splines and smoothing splines) are included using B-spline basis functions for estimating time-varying coefficients. For penalized procedures, cross validations, mAIC, TIC or GIC are implemented to select tuning parameters. Utilities for carrying out post-estimation visualization, summarization, point-wise confidence interval and hypothesis testing are also provided. For more information, see Wu et al. (2022) <doi: 10.1007/s10985-021-09544-2> and Luo et al. (2023) <doi:10.1177/09622802231181471>.

Getting started

Package details

AuthorLingfeng Luo [aut, cre], Wenbo Wu [aut], Kevin He [aut]
MaintainerLingfeng Luo <lfluo@umich.edu>
LicenseGPL-3
Version1.0.0
URL https://github.com/UM-KevinHe/surtvep https://um-kevinhe.github.io/surtvep/
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("surtvep")

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surtvep documentation built on Oct. 17, 2023, 5:07 p.m.