9.2 Integrated Performance Measures

Also see the overview on the website of mlr3measures.

Id	Packages	Task Type	Predict Type
classif.acc	mlr3measures	classif	response
classif.auc	mlr3measures	classif	prob
classif.bacc	mlr3measures	classif	response
classif.bbrier	mlr3measures	classif	prob
classif.ce	mlr3measures	classif	response
classif.costs		classif	response
classif.dor	mlr3measures	classif	response
classif.fbeta	mlr3measures	classif	response
classif.fdr	mlr3measures	classif	response
classif.fn	mlr3measures	classif	response
classif.fnr	mlr3measures	classif	response
classif.fomr	mlr3measures	classif	response
classif.fp	mlr3measures	classif	response
classif.fpr	mlr3measures	classif	response
classif.logloss	mlr3measures	classif	prob
classif.mbrier	mlr3measures	classif	prob
classif.mcc	mlr3measures	classif	response
classif.npv	mlr3measures	classif	response
classif.ppv	mlr3measures	classif	response
classif.prauc	mlr3measures	classif	prob
classif.precision	mlr3measures	classif	response
classif.recall	mlr3measures	classif	response
classif.sensitivity	mlr3measures	classif	response
classif.specificity	mlr3measures	classif	response
classif.tn	mlr3measures	classif	response
classif.tnr	mlr3measures	classif	response
classif.tp	mlr3measures	classif	response
classif.tpr	mlr3measures	classif	response
debug		NA	response
dens.logloss		dens	pdf
oob_error		NA	response
regr.bias	mlr3measures	regr	response
regr.ktau	mlr3measures	regr	response
regr.mae	mlr3measures	regr	response
regr.mape	mlr3measures	regr	response
regr.maxae	mlr3measures	regr	response
regr.medae	mlr3measures	regr	response
regr.medse	mlr3measures	regr	response
regr.mse	mlr3measures	regr	response
regr.msle	mlr3measures	regr	response
regr.pbias	mlr3measures	regr	response
regr.rae	mlr3measures	regr	response
regr.rmse	mlr3measures	regr	response
regr.rmsle	mlr3measures	regr	response
regr.rrse	mlr3measures	regr	response
regr.rse	mlr3measures	regr	response
regr.rsq	mlr3measures	regr	response
regr.sae	mlr3measures	regr	response
regr.smape	mlr3measures	regr	response
regr.srho	mlr3measures	regr	response
regr.sse	mlr3measures	regr	response
selected_features		NA	response
surv.beggC	survAUC	surv	lp
surv.brier		surv	distr
surv.calib_alpha		surv	distr
surv.calib_beta		surv	lp
surv.chambless_auc	survAUC	surv	lp
surv.chamblessAUC	survAUC	surv	lp
surv.cindex		surv	crank
surv.gonenC	survAUC	surv	lp
surv.graf		surv	distr
surv.grafSE	distr6	surv	distr
surv.harrellC		surv	crank
surv.hung_auc	survAUC	surv	lp
surv.hungAUC	survAUC	surv	lp
surv.intlogloss	distr6	surv	distr
surv.intloglossSE	distr6	surv	distr
surv.logloss	distr6	surv	distr
surv.loglossSE	distr6	surv	distr
surv.mae		surv	response
surv.maeSE		surv	response
surv.mse		surv	response
surv.mseSE		surv	response
surv.nagelk_r2	survAUC	surv	lp
surv.nagelkR2	survAUC	surv	lp
surv.oquigley_r2	survAUC	surv	lp
surv.oquigleyR2	survAUC	surv	lp
surv.rmse		surv	response
surv.rmseSE		surv	response
surv.schmid	distr6	surv	distr
surv.song_auc	survAUC	surv	lp
surv.song_tnr	survAUC	surv	lp
surv.song_tpr	survAUC	surv	lp
surv.songAUC	survAUC	surv	lp
surv.songTNR	survAUC	surv	lp
surv.songTPR	survAUC	surv	lp
surv.uno_auc	survAUC	surv	lp
surv.uno_tnr	survAUC	surv	lp
surv.uno_tpr	survAUC	surv	lp
surv.unoAUC	survAUC	surv	lp
surv.unoC	survAUC	surv	crank
surv.unoTNR	survAUC	surv	lp
surv.unoTPR	survAUC	surv	lp
surv.xu_r2	survAUC	surv	lp
surv.xuR2	survAUC	surv	lp
time_both		NA	response
time_predict		NA	response
time_train		NA	response