mlr3proba-package | mlr3proba: Probabilistic Supervised Learning for 'mlr3' |
crankcompositor | Compose a Crank Predict Type for Survival Learners |
distrcompositor | Compose a Distr Predict Type for Survival Learners |
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 |
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' |
PipeOpCrankCompositor | PipeOpCrankCompositor |
PipeOpDistrCompositor | PipeOpDistrCompositor |
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 |