n

m

Parameters and theoretical AUROC

AUROC

Mean absolute error

Root mean square error

Parametric

Non-parametric

Parametric

Non-parametric

Parametric

Non-parametric

25 50 100

25 50 100

=3, =2.5,

=1.5, =3 TAUROC = 0.943182

0.94510105 0.94328579 0.94380183

0.94243520 0.94332480 0.94305670

0.02369863 0.01700533 0.01235741

0.02987046 0.02083929 0.01457027

0.02966267 0.02133122 0.01531695

0.03753967 0.02603341 0.01807047

25 50 100

25 50 100

=3, =2.5,

=1.5, =3.5 TAUROC = 0.963182

0.96497062 0.96303781 0.96287246

0.96497062 0.96354760 0.96307080

0.01698465 0.01227429 0.00944949

0.02265412 0.01685340 0.01136324

0.02131398 0.01579954 0.01171875

0.02920274 0.02087816 0.01424524

25 50 100

25 50 100

=1.5, =3,

=1.5, =3 TAUROC = 0.5

0.49657810 0.50130506 0.49935328

0.50108800 0.50070400 0.50077890

0.05885142 0.04096787 0.02780156

0.07111360 0.04817280 0.03251370

0.07395279 0.05166748 0.03500349

0.08794395 0.05992312 0.04125929

25 50 100

25 50 100

=2, =2.2,

=1.7, =3.5 TAUROC = 0.781468

0.78773255 0.78368067 0.78395312

0.78146080 0.78318800 0.78081920

0.04923109 0.03399182 0.02350266

0.05214585 0.03607437 0.02663350

0.06064028 0.04236202 0.02924953

0.06570782 0.04505480 0.03335801

25 50 100

25 50 100

=1.5, =2,

=1.6, =3.5 TAUROC = 0.544207

0.54717102 0.54756388 0.54589646

0.56197280 0.56239600 0.56126120

0.06239505 0.04259772 0.02881548

0.07071822 0.04874452 0.03495051

0.07903727 0.05316711 0.03598686

0.08875004 0.06029191 0.04396757

25 50 100

25 50 100

=2, =2.2,

=2, =3.5 TAUROC = 0.614035

0.62033831 0.61726757 0.61576988

0.61352800 0.61430760 0.61333620

0.05904079 0.03898538 0.02851807

0.06053471 0.04278982 0.03094102

0.07398668 0.04840944 0.03537387

0.07600998 0.05341198 0.03876371