Package

mlr3proba-package

mlr3proba: Probabilistic Supervised Learning for 'mlr3'

Building Blocks

TaskSurv

Survival Task

LearnerSurv

Survival Learner

PredictionSurv

Prediction Object for Survival

MeasureSurv

Survival Measure

TaskDens

Density Task

LearnerDens

Density Learner

PredictionDens

Prediction Object for Density

MeasureDens

Density Measure

Survival Learners

mlr_learners_surv.coxph

Cox Proportional Hazards Survival Learner

mlr_learners_surv.kaplan

Kaplan-Meier Estimator Survival Learner

mlr_learners_surv.rpart

Rpart Survival Trees Survival Learner

Survival Measures

mlr_measures_surv.beggC

Begg's C-Index Survival Measure

mlr_measures_surv.calib_alpha

Van Houwelingen's Alpha Survival Measure

mlr_measures_surv.calib_beta

Van Houwelingen's Beta Survival Measure

mlr_measures_surv.chambless_auc

Chambless and Diao's AUC Survival Measure

mlr_measures_surv.cindex

Concordance Statistics Survival Measure

mlr_measures_surv.gonenC

Gonen and Heller's C-Index Survival Measure

mlr_measures_surv.graf

Integrated Graf Score Survival Measure

mlr_measures_surv.grafSE

Standard Error of Integrated Graf Score Survival Measure

mlr_measures_surv.harrellC

Harrell's C-Index Survival Measure

mlr_measures_surv.hung_auc

Hung and Chiang's AUC Survival Measure

mlr_measures_surv.intlogloss

Integrated Log loss Survival Measure

mlr_measures_surv.intloglossSE

Standard Error of Integrated Log loss Survival Measure

mlr_measures_surv.logloss

Log loss Survival Measure

mlr_measures_surv.loglossSE

Standard Error of Log loss Survival Measure

mlr_measures_surv.mae

Mean Absolute Error Survival Measure

mlr_measures_surv.maeSE

Standard Error of Mean Absolute Error Survival Measure

mlr_measures_surv.mse

Mean Squared Error Survival Measure

mlr_measures_surv.mseSE

Standard Error of Mean Squared Error Survival Measure

mlr_measures_surv.nagelk_r2

Nagelkerke's R2 Survival Measure

mlr_measures_surv.oquigley_r2

O'Quigley, Xu, and Stare's R2 Survival Measure

mlr_measures_surv.rmse

Root Mean Squared Error Survival Measure

mlr_measures_surv.rmseSE

Standard Error of Root Mean Squared Error Survival Measure

mlr_measures_surv.schmid

Integrated Schmid Score Survival Measure

mlr_measures_surv.song_auc

Song and Zhou's AUC Survival Measure

mlr_measures_surv.song_tnr

Song and Zhou's TNR Survival Measure

mlr_measures_surv.song_tpr

Song and Zhou's TPR Survival Measure

mlr_measures_surv.unoC

Uno's C-Index Survival Measure

mlr_measures_surv.uno_auc

Uno's AUC Survival Measure

mlr_measures_surv.uno_tnr

Uno's TNR Survival Measure

mlr_measures_surv.uno_tpr

Uno's TPR Survival Measure

mlr_measures_surv.xu_r2

Xu and O'Quigley's R2 Survival Measure

Survival Tasks

mlr_tasks_lung

Lung Cancer Survival Task

mlr_tasks_rats

Rats Survival Task

mlr_tasks_unemployment

Unemployment Duration Survival Task

mlr_task_generators_simsurv

Survival Task Generator for Package 'simsurv'

Survival PipeOps

PipeOpCrankCompositor

PipeOpCrankCompositor

PipeOpDistrCompositor

PipeOpDistrCompositor

PipeOpProbregrCompositor

PipeOpProbregrCompositor

mlr_pipeops_survavg

PipeOpSurvAvg

crankcompositor()

Compose a Crank Predict Type for Survival Learners

distrcompositor()

Compose a Distr Predict Type for Survival Learners

Density Learners

mlr_learners_dens.hist

Histogram Density Estimator

mlr_learners_dens.kde

Kernel Density Estimator

Density Measures

mlr_measures_dens.logloss

Log loss Density Measure

Density Tasks

mlr_tasks_faithful

Old Faithful Eruptions Density Task

mlr_tasks_precip

Annual Precipitation Density Task

mlr_task_generators_simdens

Density Task Generator for Package 'distr6'

Visualisation

pecs()

Prediction Error Curves for PredictionSurv and LearnerSurv

plot(<LearnerSurv>)

Visualization of fitted LearnerSurv objects