Man pages for mlr-org/mlr3proba
Probabilistic Supervised Learning for 'mlr3'
| actg | ACTG 320 Clinical Trial Dataset |
| as_prediction_dens | Convert to a Density Prediction |
| as_prediction_surv | Convert to a Survival Prediction |
| assert_surv | Assert survival object |
| assert_surv_matrix | Assert survival matrix |
| as_task_dens | Convert to a Density Task |
| as_task_surv | Convert to a Survival Task |
| autoplot.PredictionSurv | Plot for PredictionSurv |
| autoplot.TaskDens | Plot for Density Tasks |
| autoplot.TaskSurv | Plot for Survival Tasks |
| breslow | Survival probabilities using Breslow's estimator |
| cpp | Cpp functions |
| dot-surv_return | Get Survival Predict Types |
| gbcs | German Breast Cancer Study (GBCS) Dataset |
| get_mortality | Calculate the expected mortality risks from a survival matrix |
| grace | GRACE 1000 Dataset |
| LearnerDens | Density Learner |
| LearnerSurv | Survival Learner |
| MeasureDens | Density Measure |
| MeasureSurv | Survival Measure |
| MeasureSurvAUC | Abstract Class for survAUC Measures |
| mlr3proba-package | 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_probregr | Estimate Regression distr Predict Type Pipeline |
| mlr_graphs_responsecompositor | Estimate Survival Time/Response Predict Type Pipeline |
| mlr_graphs_survaverager | Survival Prediction Averaging Pipeline |
| mlr_graphs_survbagging | Survival Prediction Averaging Pipeline |
| mlr_graphs_survtoclassif_disctime | Survival to Classification Reduction using Discrete Time... |
| mlr_graphs_survtoclassif_IPCW | Survival to Classification Reduction using IPCW Pipeline |
| mlr_graphs_survtoregr_pem | Survival to Poisson 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_regr.logloss | Log Loss Regression Measure |
| mlr_measures_surv.calib_alpha | Van Houwelingen's Calibration Alpha Survival Measure |
| mlr_measures_surv.calib_beta | Van Houwelingen's Calibration Beta Survival Measure |
| mlr_measures_surv.calib_index | Integrated Calibration Index 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 Brier Score Survival Measure |
| mlr_measures_surv.hung_auc | Hung and Chiang's AUC Survival Measure |
| mlr_measures_surv.intlogloss | Integrated Log-Likelihood Survival Measure |
| mlr_measures_surv.logloss | Negative Log-Likelihood 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.rcll | Right-Censored Log Loss 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_breslow_distr | Wrap a learner into a PipeOp with survival predictions... |
| mlr_pipeops_compose_probregr | PipeOpProbregr |
| mlr_pipeops_crankcompose | PipeOpCrankCompositor |
| mlr_pipeops_distrcompose | PipeOpDistrCompositor |
| mlr_pipeops_responsecompose | PipeOpResponseCompositor |
| mlr_pipeops_survavg | PipeOpSurvAvg |
| mlr_pipeops_trafopred_classifsurv_disctime | PipeOpPredClassifSurvDiscTime |
| mlr_pipeops_trafopred_classifsurv_IPCW | PipeOpPredClassifSurvIPCW |
| mlr_pipeops_trafopred_regrsurv_pem | PipeOpPredRegrSurvPEM |
| mlr_pipeops_trafotask_survclassif_disctime | PipeOpTaskSurvClassifDiscTime |
| mlr_pipeops_trafotask_survclassif_IPCW | PipeOpTaskSurvClassifIPCW |
| mlr_pipeops_trafotask_survregr_pem | PipeOpTaskSurvRegrPEM |
| mlr_task_generators_coxed | Survival Task Generator for Package 'coxed' |
| mlr_task_generators_simdens | Density Task Generator for Package 'distr6' |
| mlr_task_generators_simsurv | Survival Task Generator for Package 'simsurv' |
| 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_gbsg | German Breast Cancer Study Survival Task |
| mlr_tasks_grace | GRACE 1000 Survival Task |
| mlr_tasks_lung | Lung Cancer Survival Task |
| mlr_tasks_mgus | Monoclonal Gammopathy Survival Task |
| mlr_tasks_pbc | Primary Biliary Cholangitis Survival Task |
| mlr_tasks_precip | Annual Precipitation Density Task |
| mlr_tasks_rats | Rats Survival Task |
| mlr_tasks_veteran | Veteran Survival Task |
| mlr_tasks_whas | Worcester Heart Attack Study (WHAS) Survival Task |
| pecs | Prediction Error Curves for PredictionSurv and LearnerSurv |
| plot_probregr | Visualise probabilistic regression distribution predictions |
| PredictionDens | Prediction Object for Density |
| PredictionSurv | Prediction Object for Survival |
| TaskDens | Density Task |
| TaskSurv | Survival Task |
| whas | Worcester Heart Attack Study (WHAS) Dataset |
