10.2 Integrated Performance Measures

Also see the overview on the website of mlr3measures.

Id Task Type Required packages Task Properties Predict Type
classif.acc classif mlr3measures response
classif.auc classif mlr3measures twoclass prob
classif.bacc classif mlr3measures response
classif.ce classif mlr3measures response
classif.costs classif response
classif.dor classif mlr3measures twoclass response
classif.fbeta classif mlr3measures twoclass response
classif.fdr classif mlr3measures twoclass response
classif.fn classif mlr3measures twoclass response
classif.fnr classif mlr3measures twoclass response
classif.fomr classif mlr3measures twoclass response
classif.fp classif mlr3measures twoclass response
classif.fpr classif mlr3measures twoclass response
classif.logloss classif mlr3measures prob
classif.mcc classif mlr3measures twoclass response
classif.npv classif mlr3measures twoclass response
classif.ppv classif mlr3measures twoclass response
classif.precision classif mlr3measures twoclass response
classif.recall classif mlr3measures twoclass response
classif.sensitivity classif mlr3measures twoclass response
classif.specificity classif mlr3measures twoclass response
classif.tn classif mlr3measures twoclass response
classif.tnr classif mlr3measures twoclass response
classif.tp classif mlr3measures twoclass response
classif.tpr classif mlr3measures twoclass response
debug NA response
oob_error NA response
regr.bias regr mlr3measures response
regr.ktau regr mlr3measures response
regr.mae regr mlr3measures response
regr.mape regr mlr3measures response
regr.maxae regr mlr3measures response
regr.medae regr mlr3measures response
regr.medse regr mlr3measures response
regr.mse regr mlr3measures response
regr.msle regr mlr3measures response
regr.pbias regr mlr3measures response
regr.rae regr mlr3measures response
regr.rmse regr mlr3measures response
regr.rmsle regr mlr3measures response
regr.rrse regr mlr3measures response
regr.rse regr mlr3measures response
regr.rsq regr mlr3measures response
regr.sae regr mlr3measures response
regr.smape regr mlr3measures response
regr.srho regr mlr3measures response
regr.sse regr mlr3measures response
selected_features NA response
surv.beggC surv survAUC lp
surv.chamblessAUC surv survAUC lp
surv.gonenC surv survAUC lp
surv.graf surv distr6 distr
surv.grafSE surv distr6 distr
surv.harrellC surv crank
surv.hungAUC surv survAUC lp
surv.intlogloss surv distr6 distr
surv.intloglossSE surv distr6 distr
surv.logloss surv distr6 distr
surv.loglossSE surv distr6 distr
surv.nagelkR2 surv survAUC lp
surv.oquigleyR2 surv survAUC lp
surv.songAUC surv survAUC lp
surv.songTNR surv survAUC lp
surv.songTPR surv survAUC lp
surv.unoAUC surv survAUC lp
surv.unoC surv survAUC crank
surv.unoTNR surv survAUC lp
surv.unoTPR surv survAUC lp
surv.xuR2 surv survAUC lp
time_both NA response
time_predict NA response
time_train NA response