Package: survex
Title: Explainable Machine Learning in Survival Analysis
Version: 1.2.0.9001
Authors@R: 
    c(
        person("Mikołaj", "Spytek", email = "mikolajspytek@gmail.com", role = c("aut", "cre"), comment = c(ORCID = "0000-0001-7111-2286")),
        person("Mateusz", "Krzyziński", role = c("aut"), comment = c(ORCID = "0000-0001-6143-488X")),
        person("Sophie", "Langbein", role = c("aut")), 
        person("Hubert", "Baniecki", role = c("aut"), comment = c(ORCID = "0000-0001-6661-5364")),
        person("Lorenz A.", "Kapsner", role = c("ctb"), comment = c(ORCID = "0000-0003-1866-860X")),
        person("Przemyslaw", "Biecek", role = c("aut"), comment = c(ORCID = "0000-0001-8423-1823"))
    )
Description: Survival analysis models are commonly used in medicine and
        other areas. Many of them are too complex to be interpreted by
        human. Exploration and explanation is needed, but standard
        methods do not give a broad enough picture. 'survex' provides
        easy-to-apply methods for explaining survival models, both
        complex black-boxes and simpler statistical models. They
        include methods specific to survival analysis such as
        SurvSHAP(t) introduced in Krzyzinski et al., (2023)
        <doi:10.1016/j.knosys.2022.110234>, SurvLIME described in
        Kovalev et al., (2020) <doi:10.1016/j.knosys.2020.106164> as
        well as extensions of existing ones described in Biecek et al.,
        (2021) <doi:10.1201/9780429027192>.
License: GPL (>= 3)
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.2.3
Depends: R (>= 3.5.0)
Imports: DALEX (>= 2.2.1), ggplot2 (>= 3.4.0), kernelshap, pec,
        survival, patchwork
Suggests: censored (>= 0.2.0), covr, flexsurv, gbm, generics, glmnet,
        ingredients, knitr (>= 1.42), mboost, parsnip, progressr,
        randomForestSRC, ranger, reticulate, rmarkdown, rms, testthat
        (>= 3.0.0), treeshap (>= 0.3.0), withr, xgboost
Config/testthat/edition: 3
VignetteBuilder: knitr
URL: https://modeloriented.github.io/survex/
BugReports: https://github.com/ModelOriented/survex/issues
Config/pak/sysreqs: cmake make libicu-dev libuv1-dev
Repository: https://modeloriented.r-universe.dev
Date/Publication: 2024-06-15 13:03:13 UTC
RemoteUrl: https://github.com/modeloriented/survex
RemoteRef: HEAD
RemoteSha: cb0852a385fcfba1dab5a6a1d3394b68cb17a3c9
NeedsCompilation: no
Packaged: 2026-06-18 07:30:13 UTC; root
Author: Mikołaj Spytek [aut, cre] (ORCID:
    <https://orcid.org/0000-0001-7111-2286>),
  Mateusz Krzyziński [aut] (ORCID:
    <https://orcid.org/0000-0001-6143-488X>),
  Sophie Langbein [aut],
  Hubert Baniecki [aut] (ORCID: <https://orcid.org/0000-0001-6661-5364>),
  Lorenz A. Kapsner [ctb] (ORCID:
    <https://orcid.org/0000-0003-1866-860X>),
  Przemyslaw Biecek [aut] (ORCID:
    <https://orcid.org/0000-0001-8423-1823>)
Maintainer: Mikołaj Spytek <mikolajspytek@gmail.com>