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

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

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

MeasureSurvNagelkR2

Nagelkerke's R2 Survival Measure

MeasureSurvOQuigleyR2

O'Quigley, Xu, and Stare's R2 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 Task

TaskGeneratorSimsurv

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