Function reference
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mlr3proba-package
- mlr3proba: Probabilistic Supervised Learning for 'mlr3'
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TaskSurv
- Survival Task
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LearnerSurv
- Survival Learner
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PredictionSurv
- Prediction Object for Survival
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MeasureSurv
- Survival Measure
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TaskDens
- Density Task
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LearnerDens
- Density Learner
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PredictionDens
- Prediction Object for Density
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MeasureDens
- Density Measure
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mlr_learners_surv.coxph
- Cox Proportional Hazards Survival Learner
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mlr_learners_surv.kaplan
- Kaplan-Meier Estimator Survival Learner
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mlr_learners_surv.rpart
- Rpart Survival Trees Survival Learner
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mlr_measures_surv.calib_alpha
- Van Houwelingen's Alpha Survival Measure
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mlr_measures_surv.calib_beta
- Van Houwelingen's Beta Survival Measure
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mlr_measures_surv.chambless_auc
- Chambless and Diao's AUC Survival Measure
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mlr_measures_surv.cindex
- Concordance Statistics Survival Measure
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mlr_measures_surv.dcalib
- D-Calibration Survival Measure
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mlr_measures_surv.graf
- Integrated Graf Score Survival Measure
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mlr_measures_surv.hung_auc
- Hung and Chiang's AUC Survival Measure
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mlr_measures_surv.intlogloss
- Integrated Log loss Survival Measure
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mlr_measures_surv.logloss
- Log loss Survival Measure
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mlr_measures_surv.mae
- Mean Absolute Error Survival Measure
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mlr_measures_surv.mse
- Mean Squared Error Survival Measure
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mlr_measures_surv.nagelk_r2
- Nagelkerke's R2 Survival Measure
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mlr_measures_surv.oquigley_r2
- O'Quigley, Xu, and Stare's R2 Survival Measure
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mlr_measures_surv.rmse
- Root Mean Squared Error Survival Measure
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mlr_measures_surv.schmid
- Integrated Schmid Score Survival Measure
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mlr_measures_surv.song_auc
- Song and Zhou's AUC Survival Measure
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mlr_measures_surv.song_tnr
- Song and Zhou's TNR Survival Measure
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mlr_measures_surv.song_tpr
- Song and Zhou's TPR Survival Measure
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mlr_measures_surv.uno_auc
- Uno's AUC Survival Measure
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mlr_measures_surv.uno_tnr
- Uno's TNR Survival Measure
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mlr_measures_surv.uno_tpr
- Uno's TPR Survival Measure
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mlr_measures_surv.xu_r2
- Xu and O'Quigley's R2 Survival Measure
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mlr_task_generators_simsurv
- Survival Task Generator for Package 'simsurv'
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mlr_tasks_actg
- ACTG 320 Survival Task
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mlr_tasks_gbcs
- German Breast Cancer Study Survival Task
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mlr_tasks_grace
- GRACE 1000 Survival Task
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mlr_tasks_lung
- Lung Cancer Survival Task
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mlr_tasks_rats
- Rats Survival Task
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mlr_tasks_unemployment
- Unemployment Duration Survival Task
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mlr_tasks_whas
- Worcester Heart Attack Study (WHAS) Survival Task
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mlr_pipeops_compose_crank
- PipeOpCrankCompositor
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mlr_pipeops_compose_distr
- PipeOpDistrCompositor
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mlr_pipeops_compose_probregr
- PipeOpProbregrCompositor
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mlr_pipeops_survavg
- PipeOpSurvAvg
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mlr_pipeops_trafopred_regrsurv
- PipeOpPredRegrSurv
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mlr_pipeops_trafopred_survregr
- PipeOpPredSurvRegr
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mlr_pipeops_trafotask_regrsurv
- PipeOpTaskRegrSurv
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mlr_pipeops_trafotask_survregr
- PipeOpTaskSurvRegr
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pipeline_crankcompositor()
crankcompositor()
- Estimate Survival crank Predict Type Pipeline
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pipeline_distrcompositor()
distrcompositor()
- Estimate Survival distr Predict Type Pipeline
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pipeline_probregrcompositor()
- Estimate Regression distr Predict Type Pipeline
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pipeline_survaverager()
- Survival Prediction Averaging Pipeline
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pipeline_survbagging()
- Survival Prediction Averaging Pipeline
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pipeline_survtoregr()
- Survival to Regression Reduction Pipeline
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PipeOpPredTransformer
- PipeOpPredTransformer
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PipeOpTaskTransformer
- PipeOpTaskTransformer
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PipeOpTransformer
- PipeOpTransformer
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mlr_learners_dens.hist
- Histogram Density Estimator
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mlr_learners_dens.kde
- Kernel Density Estimator
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mlr_measures_dens.logloss
- Log loss Density Measure
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mlr_tasks_faithful
- Old Faithful Eruptions Density Task
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mlr_tasks_precip
- Annual Precipitation Density Task
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mlr_task_generators_simdens
- Density Task Generator for Package 'distr6'
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as_prediction_dens()
- Convert to a Density Prediction
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as_prediction_surv()
- Convert to a Survival Prediction
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as_task_dens()
- Convert to a Density Task
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as_task_surv()
- Convert to a Survival Task
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pecs()
- Prediction Error Curves for PredictionSurv and LearnerSurv
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plot(<LearnerSurv>)
- Visualization of fitted
LearnerSurv
objects
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actg
- ACTG 320 Clinical Trial Dataset
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gbcs
- German Breast Cancer Study (GBCS) Dataset
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grace
- GRACE 1000 Dataset
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whas
- Worcester Heart Attack Study (WHAS) Dataset
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.surv_return()
- Get Survival Predict Types
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assert_surv()
- Assert survival object
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MeasureSurvAUC
- Abstract Class for survAUC Measures