Description Usage Arguments Examples
View source: R/plot_variable_response.R
Function plot for surv_variable_response object shows the expected output condition on a selected variable.
1 2 |
x |
an object of class "surv_variable_response" |
... |
optional, additional objects of class "surv_variable_response_explainer" |
split |
a character, either "model" or "variable"; sets the variable for faceting |
1 2 3 4 5 6 7 8 9 10 11 12 13 | library(survxai)
library(rms)
data("pbcTest")
data("pbcTrain")
predict_times <- function(model, data, times){
prob <- rms::survest(model, data, times = times)$surv
return(prob)
}
cph_model <- cph(Surv(years, status)~sex + bili + stage, data=pbcTrain, surv=TRUE, x = TRUE, y=TRUE)
surve_cph <- explain(model = cph_model, data = pbcTest[,-c(1,5)],
y = Surv(pbcTest$years, pbcTest$status), predict_function = predict_times)
svr_cph <- variable_response(surve_cph, "sex")
plot(svr_cph)
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