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.), models for binary and ordered categorical variables, normal and transformed-normal (Box-Cox type) linear models, and continuous outcome logistic regression. Hyperparameter tuning is facilitated through model-based optimization functionalities from package 'mlrMBO'. 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. (2016) <doi:10.48550/arXiv.1703.03373>, respectively.
Version: | 0.0-8 |
Depends: | R (≥ 3.5.0), tram (≥ 0.3-2), CVXR (≥ 0.99-4), mlrMBO (≥ 1.1-2) |
Imports: | mlt, basefun, sandwich, ParamHelpers, lhs, mlr, smoof, stats |
Suggests: | penalized, TH.data, survival, knitr, mlbench, colorspace, mvtnorm, glmnet, trtf, Matrix, lattice, kableExtra, coin, tbm, DiceKriging |
Published: | 2023-03-10 |
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> |
License: | GPL-2 |
URL: | http://ctm.R-forge.R-project.org |
NeedsCompilation: | no |
Materials: | NEWS |
CRAN checks: | tramnet results |
Reference manual: | tramnet.pdf |
Vignettes: |
tramnet |
Package source: | tramnet_0.0-8.tar.gz |
Windows binaries: | r-devel: tramnet_0.0-8.zip, r-release: tramnet_0.0-8.zip, r-oldrel: tramnet_0.0-8.zip |
macOS binaries: | r-release (arm64): tramnet_0.0-8.tgz, r-oldrel (arm64): tramnet_0.0-8.tgz, r-release (x86_64): tramnet_0.0-8.tgz, r-oldrel (x86_64): tramnet_0.0-8.tgz |
Old sources: | tramnet archive |
Reverse suggests: | tramvs |
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