mlr_measures_surv.xu_r2: Xu and O'Quigley's R2 Survival Measure

In mlr3proba: Probabilistic Supervised Learning for 'mlr3'

Xu and O'Quigley's R2 Survival Measure

Description

Calls survAUC::XO().

Assumes Cox PH model specification.

Details

All measures implemented from survAUC should be used with care, we are aware of problems in implementation that sometimes cause fatal errors in R. In future updates these measures will all be re-written and implemented directly in mlr3proba.

Dictionary

This Measure can be instantiated via the dictionary mlr_measures or with the associated sugar function msr():

MeasureSurvXuR2$new()
mlr_measures$get("surv.xu_r2")
msr("surv.xu_r2")

Meta Information

• Type: "surv"

• Range: [0, 1]

• Minimize: FALSE

• Required prediction: lp

Super classes

mlr3::Measure -> mlr3proba::MeasureSurv -> MeasureSurvXuR2

Methods

Public methods

• MeasureSurvXuR2$new()

• MeasureSurvXuR2$clone()

Inherited methods

• mlr3::Measure$aggregate()

• mlr3::Measure$format()

• mlr3::Measure$help()

• mlr3::Measure$score()

• mlr3proba::MeasureSurv$print()

---

Method new()

Creates a new instance of this R6 class.

Usage

MeasureSurvXuR2$new()

---

Method clone()

The objects of this class are cloneable with this method.

Usage

MeasureSurvXuR2$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

References

Xu R, O'Quigley J (1999). “A R2 type measure of dependence for proportional hazards models.” Journal of Nonparametric Statistics, 12(1), 83–107. doi: 10.1080/10485259908832799.

See Also

Other survival measures: mlr_measures_surv.calib_alpha, mlr_measures_surv.calib_beta, mlr_measures_surv.chambless_auc, mlr_measures_surv.cindex, mlr_measures_surv.dcalib, mlr_measures_surv.graf, mlr_measures_surv.hung_auc, mlr_measures_surv.intlogloss, mlr_measures_surv.logloss, mlr_measures_surv.mae, mlr_measures_surv.mse, mlr_measures_surv.nagelk_r2, mlr_measures_surv.oquigley_r2, mlr_measures_surv.rcll, mlr_measures_surv.rmse, mlr_measures_surv.schmid, mlr_measures_surv.song_auc, mlr_measures_surv.song_tnr, mlr_measures_surv.song_tpr, mlr_measures_surv.uno_auc, mlr_measures_surv.uno_tnr, mlr_measures_surv.uno_tpr

Other R2 survival measures: mlr_measures_surv.nagelk_r2, mlr_measures_surv.oquigley_r2

Other lp survival measures: mlr_measures_surv.calib_beta, mlr_measures_surv.chambless_auc, mlr_measures_surv.hung_auc, mlr_measures_surv.nagelk_r2, mlr_measures_surv.oquigley_r2, mlr_measures_surv.song_auc, mlr_measures_surv.song_tnr, mlr_measures_surv.song_tpr, mlr_measures_surv.uno_auc, mlr_measures_surv.uno_tnr, mlr_measures_surv.uno_tpr

mlr3proba documentation built on April 25, 2022, 5:07 p.m.