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Formula-based user-interfaces to specific transformation models implemented in package 'mlt' (<doi:10.32614/CRAN.package.mlt>, <doi:10.32614/CRAN.package.mlt.docreg>). Available models include Cox models, some parametric survival models (Weibull, etc.), models for ordered categorical variables, normal and non-normal (Box-Cox type) linear models, and continuous outcome logistic regression (Lohse et al., 2017, <doi:10.12688/f1000research.12934.1>). The underlying theory is described in Hothorn et al. (2018) <doi:10.1111/sjos.12291>. An extension to transformation models for clustered data is provided (Barbanti and Hothorn, 2022, <doi:10.1093/biostatistics/kxac048>). Multivariate conditional transformation models (Klein et al, 2022, <doi:10.1111/sjos.12501>) and shift-scale transformation models (Siegfried et al, 2023, <doi:10.1080/00031305.2023.2203177>) can be fitted as well.
Version: | 1.2-0 |
Depends: | R (≥ 3.5.0), mlt (≥ 1.6-0), mvtnorm (≥ 1.3-2) |
Imports: | Formula, multcomp, variables (≥ 1.0-4), basefun (≥ 1.1-2), sandwich, stats, survival, graphics, Matrix, methods |
Suggests: | MASS, TH.data, trtf (≥ 0.3-3), mlbench, knitr, quantreg, colorspace, ATR, lme4, merDeriv, SparseGrid, alabama, numDeriv, gridExtra, lattice, latticeExtra, HSAUR3, ordinalCont, coxme, mlt.docreg, ordinal, coin, asht, gamlss, randomForestSRC, tramME, glmmTMB, geepack |
Published: | 2024-11-19 |
DOI: | 10.32614/CRAN.package.tram |
Author: | Torsten Hothorn [aut, cre], Luisa Barbanti [aut], Sandra Siegfried [aut], Brian Ripley [ctb], Bill Venables [ctb], Douglas M. Bates [ctb], Nadja Klein [ctb] |
Maintainer: | Torsten Hothorn <Torsten.Hothorn at R-project.org> |
License: | GPL-2 |
URL: | http://ctm.R-forge.R-project.org |
NeedsCompilation: | no |
Citation: | tram citation info |
Materials: | NEWS |
CRAN checks: | tram results |
Reference manual: | tram.pdf |
Vignettes: |
Marginally Interpretable Linear Transformation Models (source, R code) Transformation Models: The tram Package (source, R code) |
Package source: | tram_1.2-0.tar.gz |
Windows binaries: | r-devel: tram_1.2-0.zip, r-release: tram_1.1-2.zip, r-oldrel: tram_1.2-0.zip |
macOS binaries: | r-release (arm64): tram_1.2-0.tgz, r-oldrel (arm64): tram_1.2-0.tgz, r-release (x86_64): tram_1.2-0.tgz, r-oldrel (x86_64): tram_1.2-0.tgz |
Old sources: | tram archive |
Reverse depends: | cotram, tramME, tramnet, tramvs, trtf |
Reverse imports: | tramicp |
Reverse suggests: | deeptrafo, mlt.docreg, multcomp, tbm, TH.data |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.