mlr3proba-package | mlr3proba: Probabilistic Supervised Learning for 'mlr3' |
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 |
crankcompositor | Estimate Survival crank Predict Type Pipeline |
distrcompositor | Estimate Survival distr Predict Type Pipeline |
gbcs | German Breast Cancer Study (GBCS) Dataset |
grace | GRACE 1000 Dataset |
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 |
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' |
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 |
TaskDens | Density Task |
TaskGeneratorSimdens | Density Task Generator for Package 'distr6' |
TaskGeneratorSimsurv | Survival Task Generator for Package 'simsurv' |
TaskSurv | Survival Task |
whas | Worcester Heart Attack Study (WHAS) Dataset |
.surv_return | Get Survival Predict Types |