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 |