9.2 Integrated Performance Measures

Also see the overview on the website of mlr3measures.

Id	Packages	Task Type	Task Properties	Predict Type
classif.acc	mlr3measures	classif		response
classif.auc	mlr3measures	classif	twoclass	prob
classif.bacc	mlr3measures	classif		response
classif.ce	mlr3measures	classif		response
classif.costs		classif		response
classif.dor	mlr3measures	classif	twoclass	response
classif.fbeta	mlr3measures	classif	twoclass	response
classif.fdr	mlr3measures	classif	twoclass	response
classif.fn	mlr3measures	classif	twoclass	response
classif.fnr	mlr3measures	classif	twoclass	response
classif.fomr	mlr3measures	classif	twoclass	response
classif.fp	mlr3measures	classif	twoclass	response
classif.fpr	mlr3measures	classif	twoclass	response
classif.logloss	mlr3measures	classif		prob
classif.mcc	mlr3measures	classif	twoclass	response
classif.npv	mlr3measures	classif	twoclass	response
classif.ppv	mlr3measures	classif	twoclass	response
classif.precision	mlr3measures	classif	twoclass	response
classif.recall	mlr3measures	classif	twoclass	response
classif.sensitivity	mlr3measures	classif	twoclass	response
classif.specificity	mlr3measures	classif	twoclass	response
classif.tn	mlr3measures	classif	twoclass	response
classif.tnr	mlr3measures	classif	twoclass	response
classif.tp	mlr3measures	classif	twoclass	response
classif.tpr	mlr3measures	classif	twoclass	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.chamblessAUC	survAUC	surv		lp
surv.gonenC	survAUC	surv		lp
surv.graf	distr6	surv		distr
surv.grafSE	distr6	surv		distr
surv.harrellC		surv		crank
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.nagelkR2	survAUC	surv		lp
surv.oquigleyR2	survAUC	surv		lp
surv.rmse		surv		response
surv.rmseSE		surv		response
surv.songAUC	survAUC	surv		lp
surv.songTNR	survAUC	surv		lp
surv.songTPR	survAUC	surv		lp
surv.unoAUC	survAUC	surv		lp
surv.unoC	survAUC	surv		crank
surv.unoTNR	survAUC	surv		lp
surv.unoTPR	survAUC	surv		lp
surv.xuR2	survAUC	surv		lp
time_both		NA		response
time_predict		NA		response
time_train		NA		response