# Probabilistic Supervised Learning for 'mlr3'

## Documentation for package ‘mlr3proba’ version 0.1.5

- DESCRIPTION file.
- User guides, package vignettes and other documentation.

## Help Pages

C D L M P T

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

## -- C --

crankcompositor | Compose a Crank Predict Type for Survival Learners

## -- D --

distrcompositor | Compose a Distr Predict Type for Survival Learners

## -- L --

LearnerDens | Density Learner
LearnerDensHistogram | Histogram Density Estimator
LearnerDensKDE | Kernel Density Estimator
LearnerDensKDEkd | Kerdiest Kernel Density Estimator
LearnerDensKDEks | KS Kernel Density Estimator
LearnerDensLocfit | Local Density Estimator
LearnerDensLogspline | Logspline Density Estimator
LearnerDensMixed | Mixed Data Kernel Density Estimator
LearnerDensNonparametric | Nonparametric Density Estimator
LearnerDensPenalized | Penalized Density Estimator
LearnerDensPlugin | Plug-In Kernel Density Estimator
LearnerDensSpline | Smoothing Splines Density Estimator
LearnerSurv | Survival Learner
LearnerSurvBlackboost | Gradient Boosting with Regression Trees Survival Learner
LearnerSurvCoxPH | Cox Proportional Hazards Survival Learner
LearnerSurvCVGlmnet | Cross-Validated GLM with Elastic Net Regularization Survival Learner
LearnerSurvFlexible | Flexible Parametric Spline Survival Learner
LearnerSurvGamboost | Gradient Boosting for Additive Models Survival Learner
LearnerSurvGBM | Generalized Boosting Regression Modeling Survival Learner
LearnerSurvGlmboost | Gradient Boosting with Component-wise Linear Models Survival Learner
LearnerSurvGlmnet | GLM with Elastic Net Regularization Survival Learner
LearnerSurvKaplan | Kaplan-Meier Estimator Survival Learner
LearnerSurvMboost | Gradient Boosting for Generalized Additive Models Survival Learner
LearnerSurvObliqueRSF | Oblique Random Survival Forest Survival Learner
LearnerSurvPenalized | L1 and L2 Penalized Estimation in GLMs Survival Learner
LearnerSurvRandomForestSRC | RandomForestSRC Survival Forest Survival Learner
LearnerSurvRanger | Ranger Survival Forest Survival Learner
LearnerSurvRpart | Rpart Survival Trees Survival Learner
LearnerSurvXgboost | CoxPH models based on gradient boosted trees Survival Learner

## -- M --

MeasureDens | Density Measure
MeasureDensLogloss | Log loss Density Measure
MeasureSurv | Survival Measure
MeasureSurvAUC | Abstract Class for survAUC Measures
MeasureSurvBeggC | Begg's C-Index Survival Measure
MeasureSurvBrier | Integrated Graf Score Survival Measure
MeasureSurvChamblessAUC | Chambless and Diao's AUC Survival Measure
MeasureSurvGonenC | Gonen and Heller's C-Index Survival Measure
MeasureSurvGraf | Integrated Graf Score Survival Measure
MeasureSurvGrafSE | Standard Error of Integrated Graf Score Survival Measure
MeasureSurvHarrellC | Harrell's C-Index Survival Measure
MeasureSurvHungAUC | Hung and Chiang's AUC Survival Measure
MeasureSurvIntegrated | Abstract Class for Integrated Measures
MeasureSurvIntLogloss | Integrated Log loss Survival Measure
MeasureSurvIntLoglossSE | Standard Error of Integrated Log loss Survival Measure
MeasureSurvLogloss | Log loss Survival Measure
MeasureSurvLoglossSE | Standard Error of Log loss Survival Measure
MeasureSurvMAE | Mean Absolute Error Survival Measure
MeasureSurvMAESE | Standard Error of Mean Absolute Error Survival Measure
MeasureSurvMSE | Mean Squared Error Survival Measure
MeasureSurvMSESE | Standard Error of 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
MeasureSurvRMSESE | Standard Error of Root Mean Squared Error 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
MeasureSurvUnoC | Uno's C-Index 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_learners_dens.hist | Histogram Density Estimator
mlr_learners_dens.kde | Kernel Density Estimator
mlr_learners_dens.kdeKD | Kerdiest Kernel Density Estimator
mlr_learners_dens.kdeKS | KS Kernel Density Estimator
mlr_learners_dens.locfit | Local Density Estimator
mlr_learners_dens.logspline | Logspline Density Estimator
mlr_learners_dens.mixed | Mixed Data Kernel Density Estimator
mlr_learners_dens.nonpar | Nonparametric Density Estimator
mlr_learners_dens.pen | Penalized Density Estimator
mlr_learners_dens.plug | Plug-In Kernel Density Estimator
mlr_learners_dens.spline | Smoothing Splines Density Estimator
mlr_learners_surv.blackboost | Gradient Boosting with Regression Trees Survival Learner
mlr_learners_surv.coxph | Cox Proportional Hazards Survival Learner
mlr_learners_surv.cvglmnet | Cross-Validated GLM with Elastic Net Regularization Survival Learner
mlr_learners_surv.flexible | Flexible Parametric Spline Survival Learner
mlr_learners_surv.gamboost | Gradient Boosting for Additive Models Survival Learner
mlr_learners_surv.gbm | Generalized Boosting Regression Modeling Survival Learner
mlr_learners_surv.glmboost | Gradient Boosting with Component-wise Linear Models Survival Learner
mlr_learners_surv.glmnet | GLM with Elastic Net Regularization Survival Learner
mlr_learners_surv.kaplan | Kaplan-Meier Estimator Survival Learner
mlr_learners_surv.mboost | Gradient Boosting for Generalized Additive Models Survival Learner
mlr_learners_surv.obliqueRSF | Oblique Random Survival Forest Survival Learner
mlr_learners_surv.penalized | L1 and L2 Penalized Estimation in GLMs Survival Learner
mlr_learners_surv.randomForestSRC | RandomForestSRC Survival Forest Survival Learner
mlr_learners_surv.ranger | Ranger Survival Forest Survival Learner
mlr_learners_surv.rpart | Rpart Survival Trees Survival Learner
mlr_learners_surv.xgboost | CoxPH models based on gradient boosted trees Survival Learner
mlr_measures_dens.logloss | Log loss Density Measure
mlr_measures_surv.beggC | Begg's C-Index Survival Measure
mlr_measures_surv.brier | Integrated Graf Score Survival Measure
mlr_measures_surv.chamblessAUC | Chambless and Diao's AUC 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.hungAUC | 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.nagelkR2 | Nagelkerke's R2 Survival Measure
mlr_measures_surv.oquigleyR2 | 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.songAUC | Song and Zhou's AUC Survival Measure
mlr_measures_surv.songTNR | Song and Zhou's TNR Survival Measure
mlr_measures_surv.songTPR | Song and Zhou's TPR Survival Measure
mlr_measures_surv.unoAUC | Uno's AUC Survival Measure
mlr_measures_surv.unoC | Uno's C-Index Survival Measure
mlr_measures_surv.unoTNR | Uno's TNR Survival Measure
mlr_measures_surv.unoTPR | Uno's TPR Survival Measure
mlr_measures_surv.xuR2 | Xu and O'Quigley's R2 Survival Measure
mlr_pipeops_crankcompose | PipeOpCrankCompositor
mlr_pipeops_distrcompose | PipeOpDistrCompositor
mlr_tasks_faithful | Old Faithful Eruptions Density 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_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
PipeOpCrankCompositor | PipeOpCrankCompositor
PipeOpDistrCompositor | PipeOpDistrCompositor
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