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.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.maxse 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.harrells_c surv risk
surv.unos_c surv survAUC risk
time_both NA response
time_predict NA response
time_train NA response