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>.
Package details |
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Author | Lingfeng Luo [aut, cre], Wenbo Wu [aut], Kevin He [aut] |
Maintainer | Lingfeng Luo <lfluo@umich.edu> |
License | GPL-3 |
Version | 1.0.0 |
URL | https://github.com/UM-KevinHe/surtvep https://um-kevinhe.github.io/surtvep/ |
Package repository | View on CRAN |
Installation |
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