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Description

'parsnip' Engines for Survival Models.

Engines for survival models from the 'parsnip' package. These include parametric models (e.g., Jackson (2016) <doi:10.18637/jss.v070.i08>), semi-parametric (e.g., Simon et al (2011) <doi:10.18637/jss.v039.i05>), and tree-based models (e.g., Buehlmann and Hothorn (2007) <doi:10.1214/07-STS242>).

censored a pixelated version of the parsnip logo with a black censoring bar

R-CMD-check Codecov testcoverage Lifecycle:experimental R-CMD-check-hard

censored is a parsnip extension package which provides engines for various models for censored regression and survival analysis.

Installation

You can install the released version of censored from CRAN with:

install.packages("censored")

And the development version from GitHub with:

# install.packages("pak")
pak::pak("tidymodels/censored")

Available models, engines, and prediction types

censored provides engines for the models in the following table. For examples, please see Fitting and Predicting with censored.

The time to event can be predicted with type = "time", the survival probability with type = "survival", the linear predictor with type = "linear_pred", the quantiles of the event time distribution with type = "quantile", and the hazard with type = "hazard".

modelenginetimesurvivallinear_predrawquantilehazard
bag_treerpart
boost_treemboost
decision_treerpart
decision_treepartykit
proportional_hazardssurvival
proportional_hazardsglmnet
rand_forestpartykit
rand_forestaorsf
survival_regsurvival
survival_regflexsurv
survival_regflexsurvspline

Contributing

This project is released with a Contributor Code of Conduct. By contributing to this project, you agree to abide by its terms.

Metadata

Version

0.3.2

License

Unknown

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