[ctb]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 here: Hothorn et al. (2019) <doi:10.1007/s11222-019-09870-4>, Horn et al. (2016) <doi:10.1007/s11222-019-09870-4>.
| Version: | 0.0-2 |
| 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, lasso2, lattice, kableExtra, coin, tbm |
| Published: | 2020-03-20 |
| Author: | Lucas Kook [cre],
Balint Tamasi [aut],
Sandra Siegfried [ctb],
Samuel Pawel [ctb],
Torsten Hothorn
[ctb] |
| Maintainer: | Lucas Kook <lucasheinrich.kook at uzh.ch> |
| License: | GPL-2 |
| NeedsCompilation: | no |
| CRAN checks: | tramnet results |
| Reference manual: | tramnet.pdf |
| Vignettes: |
tramnet |
| Package source: | tramnet_0.0-2.tar.gz |
| Windows binaries: | r-devel: not available, r-devel-gcc8: not available, r-release: tramnet_0.0-2.zip, r-oldrel: tramnet_0.0-2.zip |
| OS X binaries: | r-release: tramnet_0.0-2.tgz, r-oldrel: tramnet_0.0-2.tgz |
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