tuneRanger
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How to use tuneRanger with makeSurvTask
Hi!
I used tuneRanger for binary and multiclass classification and I am happy with the results and the performance of the package. I would like to use it for survival problems as well.
The help page says "task The mlr task created by makeClassifTask, makeRegrTask or makeSurvTask." I don't seem to be able to make it work. A simple example below:
library(survival)
library(tuneRanger)
head(lung)
lung$status <- ifelse(lung$status == 2, 1, 0)
lung <- lung[complete.cases(lung),]
# build model
#measure <- list(auc)
measure <- NULL
task <- makeSurvTask(data = lung,
target = c("time", "status"))
parameters <- list(replace = TRUE)
res <- tuneRanger(task, measure = measure,
num.trees = 500,
iters = 20,
show.info = TRUE,
tune.parameters = c("mtry", "min.node.size"),
parameters = parameters)
gives me error below:
Computing y column(s) for design. Not provided. Error in UseMethod("getOOBPredsLearner") : no applicable method for 'getOOBPredsLearner' applied to an object of class "c('surv.ranger', 'RLearnerSurv', 'RLearner', 'Learner')"
Thanks for any help on this!
Sorry for the late response. It would be needed to write a getOOBPredsLearner.surv.ranger like here.
https://github.com/mlr-org/mlr/blob/main/R/RLearner_regr_ranger.R
This does not exist yet.