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

LearnerSurvBlackboost

Gradient Boosting with Regression Trees Survival Learner

LearnerSurvCVGlmnet

Cross-Validated GLM with Elastic Net Regularization Survival Learner

LearnerSurvCoxPH

Cox Proportional Hazards Survival Learner

LearnerSurvFlexible

Flexible Parametric Spline Survival Learner

LearnerSurvGBM

Generalized Boosting Regression Modeling Survival Learner

LearnerSurvGamboost

Gradient Boosting for Additive Models 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

LearnerSurvNelson

Nelson-Aalen Estimator Survival Learner

LearnerSurvObliqueRSF

Oblique Random Survival Forest Survival Learner

LearnerSurvParametric

Fully Parametric 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 Forest Survival Learner

LearnerSurvSVM

Regression, Ranking and Hybrid Support Vector Machines Survival Learner

Survival Measures

MeasureSurvBeggC

Begg's C-Index 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

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

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

crankcompositor()

Compose a Crank Predict Type for Survival Learners

distrcompositor()

Compose a Distr Predict Type for Survival Learners

Density Learners

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

Density Measures

MeasureDensLogloss

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'