Evaluate a Longitudinal Surrogate with a Censored Outcome

Provides influence function-based methods to evaluate a longitudinal surrogate marker in a censored time-to-event outcome setting, with plug-in and targeted maximum likelihood estimation options. Details are described in: Agniel D and Parast L (2025). "Robust Evaluation of Longitudinal Surrogate Markers with Censored Data." Journal of the Royal Statistical Society: Series B . A tutorial for this package can be found at < https://www.laylaparast.com/survivalsurrogate> and a Shiny App implementing the package can be found at < https://parastlab.shinyapps.io/survivalsurrogateApp/>.


Reference manual

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install.packages("survivalsurrogate")

1.1 by Layla Parast, a year ago


Browse source code at https://github.com/cran/survivalsurrogate


Authors: Denis Agniel [aut] , Layla Parast [aut, cre]


Documentation:   PDF Manual  


GPL license


Imports stats, dplyr, magrittr, glue, mlr3, purrr, SparseM, rBeta2009, data.table, utils, rpart

Suggests mlr3learners


See at CRAN