Partially penalized versions of specific transformation models
implemented in package 'mlt'. Available models include a fully parametric version
of the Cox model, other parametric survival models (Weibull, etc.), normal and
transformed-normal (Box-Cox type) linear models, and continuous outcome logistic
regression. Models can be specified via a formula interface. Hyperparameter tuning
is facilitated through model-based optimization functionalities from package 'mlr3mbo'.
The accompanying vignette describes the methodology used in 'tramnet' in detail.
Transformation models and model-based optimization are described in
Hothorn et al. (2019) <doi:10.1111/sjos.12291> and
Bischl et al. (2017) <doi:10.48550/arXiv.1703.03373>, respectively.
| Version: |
0.1-0 |
| Depends: |
R (≥ 4.2.0), tram (≥ 1.4), CVXR (≥ 1.8) |
| Imports: |
mlt, basefun, sandwich, lhs, stats, graphics, grDevices, mlr3mbo (≥ 1.2.0), mlr3, mlr3learners, bbotk (≥ 1.0.0), paradox (≥ 1.0.0), lgr |
| Suggests: |
penalized, TH.data, survival, knitr, colorspace, mvtnorm, glmnet, trtf, Matrix, lattice, kableExtra, coin, tbm, DiceKriging, testthat (≥ 3.0.0) |
| Published: |
2026-10-16 |
| DOI: |
10.32614/CRAN.package.tramnet |
| Author: |
Lucas Kook [cre, aut],
Balint Tamasi [ctb],
Sandra Siegfried [ctb],
Samuel Pawel [ctb],
Torsten Hothorn
[ctb] |
| Maintainer: |
Lucas Kook <lucasheinrich.kook at gmail.com> |
| BugReports: |
https://codeberg.org/LucasKook/tramnet/issues |
| License: |
GPL-2 |
| URL: |
https://codeberg.org/LucasKook/tramnet |
| NeedsCompilation: |
no |
| Materials: |
NEWS |
| CRAN checks: |
tramnet results |