# Probabilistic Supervised Learning for 'mlr3'

## Documentation for package ‘mlr3proba’ version 0.4.4

- DESCRIPTION file.

## Help Pages

A C D G L M P T W misc

mlr3proba-package | mlr3proba: Probabilistic Supervised Learning for 'mlr3'

## -- A --

actg | ACTG 320 Clinical Trial Dataset
assert_surv | Assert survival object
as_prediction_dens | Convert to a Density Prediction
as_prediction_dens.data.frame | Convert to a Density Prediction
as_prediction_dens.PredictionDens | Convert to a Density Prediction
as_prediction_surv | Convert to a Survival Prediction
as_prediction_surv.data.frame | Convert to a Survival Prediction
as_prediction_surv.PredictionSurv | Convert to a Survival Prediction
as_task_dens | Convert to a Density Task
as_task_dens.data.frame | Convert to a Density Task
as_task_dens.DataBackend | Convert to a Density Task
as_task_dens.TaskDens | Convert to a Density Task
as_task_surv | Convert to a Survival Task
as_task_surv.data.frame | Convert to a Survival Task
as_task_surv.DataBackend | Convert to a Survival Task
as_task_surv.TaskSurv | Convert to a Survival Task

## -- C --

crankcompositor | Estimate Survival crank Predict Type Pipeline

## -- D --

distrcompositor | Estimate Survival distr Predict Type Pipeline

## -- G --

gbcs | German Breast Cancer Study (GBCS) Dataset
grace | GRACE 1000 Dataset

## -- L --

LearnerDens | Density Learner
LearnerDensHistogram | Histogram Density Estimator
LearnerDensKDE | Kernel Density Estimator
LearnerSurv | Survival Learner
LearnerSurvCoxPH | Cox Proportional Hazards Survival Learner
LearnerSurvKaplan | Kaplan-Meier Estimator Survival Learner
LearnerSurvRpart | Rpart Survival Trees Survival Learner

## -- M --

MeasureDens | Density Measure
MeasureDensLogloss | Log loss Density Measure
MeasureSurv | Survival Measure
MeasureSurvAUC | Abstract Class for survAUC Measures
MeasureSurvBrier | Integrated Graf Score Survival Measure
MeasureSurvCalibrationAlpha | Van Houwelingen's Alpha Survival Measure
MeasureSurvCalibrationBeta | Van Houwelingen's Beta Survival Measure
MeasureSurvChamblessAUC | Chambless and Diao's AUC Survival Measure
MeasureSurvCindex | Concordance Statistics Survival Measure
MeasureSurvDCalibration | D-Calibration Survival Measure
MeasureSurvGraf | Integrated Graf Score Survival Measure
MeasureSurvHungAUC | Hung and Chiang's AUC Survival Measure
MeasureSurvIntLogloss | Integrated Log loss Survival Measure
MeasureSurvLogloss | Log loss Survival Measure
MeasureSurvMAE | Mean Absolute Error Survival Measure
MeasureSurvMSE | Mean Squared Error Survival Measure
MeasureSurvNagelkR2 | Nagelkerke's R2 Survival Measure
MeasureSurvOQuigleyR2 | O'Quigley, Xu, and Stare's R2 Survival Measure
MeasureSurvRMSE | Root Mean Squared Error Survival Measure
MeasureSurvSchmid | Integrated Schmid Score Survival Measure
MeasureSurvSongAUC | Song and Zhou's AUC Survival Measure
MeasureSurvSongTNR | Song and Zhou's TNR Survival Measure
MeasureSurvSongTPR | Song and Zhou's TPR Survival Measure
MeasureSurvUnoAUC | Uno's AUC Survival Measure
MeasureSurvUnoTNR | Uno's TNR Survival Measure
MeasureSurvUnoTPR | Uno's TPR Survival Measure
MeasureSurvXuR2 | Xu and O'Quigley's R2 Survival Measure
mlr3proba | mlr3proba: Probabilistic Supervised Learning for 'mlr3'
mlr_graphs_crankcompositor | Estimate Survival crank Predict Type Pipeline
mlr_graphs_distrcompositor | Estimate Survival distr Predict Type Pipeline
mlr_graphs_probregrcompositor | Estimate Regression distr Predict Type Pipeline
mlr_graphs_survaverager | Survival Prediction Averaging Pipeline
mlr_graphs_survbagging | Survival Prediction Averaging Pipeline
mlr_graphs_survtoregr | Survival to Regression Reduction Pipeline
mlr_learners_dens.hist | Histogram Density Estimator
mlr_learners_dens.kde | Kernel Density Estimator
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
mlr_measures_dens.logloss | Log loss Density Measure
mlr_measures_surv.brier | Integrated Graf Score 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.dcalib | D-Calibration Survival Measure
mlr_measures_surv.graf | Integrated Graf Score 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.logloss | Log loss Survival Measure
mlr_measures_surv.mae | Mean Absolute Error Survival Measure
mlr_measures_surv.mse | 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.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.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
mlr_pipeops_compose_crank | PipeOpCrankCompositor
mlr_pipeops_compose_distr | PipeOpDistrCompositor
mlr_pipeops_compose_probregr | PipeOpProbregrCompositor
mlr_pipeops_survavg | PipeOpSurvAvg
mlr_pipeops_trafopred_regrsurv | PipeOpPredRegrSurv
mlr_pipeops_trafopred_survregr | PipeOpPredSurvRegr
mlr_pipeops_trafotask_regrsurv | PipeOpTaskRegrSurv
mlr_pipeops_trafotask_survregr | PipeOpTaskSurvRegr
mlr_tasks_actg | ACTG 320 Survival Task
mlr_tasks_faithful | Old Faithful Eruptions Density Task
mlr_tasks_gbcs | German Breast Cancer Study Survival Task
mlr_tasks_grace | GRACE 1000 Survival Task
mlr_tasks_lung | Lung Cancer Survival Task
mlr_tasks_precip | Annual Precipitation Density Task
mlr_tasks_rats | Rats Survival Task
mlr_tasks_unemployment | Unemployment Duration Survival Task
mlr_tasks_whas | Worcester Heart Attack Study (WHAS) Survival Task
mlr_task_generators_simdens | Density Task Generator for Package 'distr6'
mlr_task_generators_simsurv | Survival Task Generator for Package 'simsurv'

## -- P --

pecs | Prediction Error Curves for PredictionSurv and LearnerSurv
pecs.list | Prediction Error Curves for PredictionSurv and LearnerSurv
pecs.PredictionSurv | Prediction Error Curves for PredictionSurv and LearnerSurv
pipeline_crankcompositor | Estimate Survival crank Predict Type Pipeline
pipeline_distrcompositor | Estimate Survival distr Predict Type Pipeline
pipeline_probregrcompositor | Estimate Regression distr Predict Type Pipeline
pipeline_survaverager | Survival Prediction Averaging Pipeline
pipeline_survbagging | Survival Prediction Averaging Pipeline
pipeline_survtoregr | Survival to Regression Reduction Pipeline
PipeOpCrankCompositor | PipeOpCrankCompositor
PipeOpDistrCompositor | PipeOpDistrCompositor
PipeOpPredRegrSurv | PipeOpPredRegrSurv
PipeOpPredSurvRegr | PipeOpPredSurvRegr
PipeOpPredTransformer | PipeOpPredTransformer
PipeOpProbregrCompositor | PipeOpProbregrCompositor
PipeOpSurvAvg | PipeOpSurvAvg
PipeOpTaskRegrSurv | PipeOpTaskRegrSurv
PipeOpTaskSurvRegr | PipeOpTaskSurvRegr
PipeOpTaskTransformer | PipeOpTaskTransformer
PipeOpTransformer | PipeOpTransformer
plot.LearnerSurv | Visualization of fitted 'LearnerSurv' objects
PredictionDens | Prediction Object for Density
PredictionSurv | Prediction Object for Survival

## -- T --

TaskDens | Density Task
TaskGeneratorSimdens | Density Task Generator for Package 'distr6'
TaskGeneratorSimsurv | Survival Task Generator for Package 'simsurv'
TaskSurv | Survival Task

## -- W --

whas | Worcester Heart Attack Study (WHAS) Dataset

## -- misc --

.surv_return | Get Survival Predict Types