Probabilistic Supervised Learning for 'mlr3'


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Documentation for package ‘mlr3proba’ version 0.1.4

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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
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

-- 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.nelson Nelson-Aalen Estimator Survival Learner
mlr_learners_surv.obliqueRSF Oblique Random Survival Forest Survival Learner
mlr_learners_surv.parametric Fully Parametric 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 Forest Survival Learner
mlr_learners_surv.svm Regression, Ranking and Hybrid Support Vector Machines 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 --

PipeOpCrankCompositor PipeOpCrankCompositor
PipeOpDistrCompositor PipeOpDistrCompositor
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