Big Survival Analysis Using Stochastic Gradient Descent
Overview
Fits Cox model via stochastic gradient descent. This implementation avoids computational instability of the standard Cox Model when dealing large datasets. Furthermore, it scales up with large datasets that do not fit the memory. It also handles large sparse datasets using proximal stochastic gradient descent algorithm. For more details about the method, please see Aliasghar Tarkhan and Noah Simon (2020) arXiv:2003.00116v2.
Install
Health
NOTECRAN incoming feasibilityr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Maintainer: ‘Aliasghar Tarkhan <atarkhan@uw.edu>’ The Description field contains <arXiv:2003.00116v2>. Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTEdependencies in R coder-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc
Namespace in Imports field not imported from: ‘survival’ All declared Imports should be used.
- NOTE9 OK, 4 NOTENow
- NOTE10 OK, 4 NOTE2026-04-22
- ERROR9 OK, 4 NOTE, 1 ERROR2026-04-18
- NOTE10 OK, 4 NOTE2026-03-10
Documentation
- Help pages
- 6
- Examples that run
- 33%1 run in a plain check · 2 only when donttest examples are enabled (R CMD check --as-cran)
- Exported functions with examples
- 25%
- Documented parameters
- not tracked
- Return-value docs
- not tracked
- Help pages citing references
- 33%
Downloads
Repository
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Checks run against github.com/atarkhan/bigsurvsgd on 2026-10-22.
No development-tooling practices detected in the upstream repository.
Dependencies
Installing bigSurvSGD adds 8 packages (3 with compiled code, 16 MB of source tarballs). Heaviest: BH 14 MB, Rcpp 1.8 MB, iterators 293 KB.
Code & Tests
Datasets
People & History
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- 0.0.1Latest2020-10-01 · current release
- RR 4.0.0 released · 2020-04-24
Package metadata
- First published
- 2020-10-01
- Total releases
- 1 / 6 yrs
- License
- GPL (>= 2) OSI
- Minimum R
- ≥ 3.5.0
- Bundled data
- 196 KB / 2 files
- Download size
- 214 KB
Cite
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