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

=0.5, =0.01,

=0.1, =0.02 TAUROC = 0.815805

0.83499460 0.82622273 0.82298757

0.81624160 0.81504800 0.81738310

0.04208654 0.02831481 0.01880156

0.04988046 0.03440443 0.02551748

0.05264093 0.03502017 0.02334890

0.06202688 0.04261664 0.03188375

25 50 100

25 50 100

=0.9, =0.04,

=0.1, =0.09 TAUROC = 0.835128

0.86837326 0.85331447 0.84644056

0.85063360 0.84932000 0.85079500

0.04837996 0.03013549 0.01838186

0.05149320 0.03645040 0.02673079

0.05913404 0.03787997 0.02327638

0.06303793 0.04504823 0.03312037

25 50 100

25 50 100

=0.8, =0.02,

=0.2, =0.03 TAUROC = 0.789746

0.80805333 0.79925816 0.79494199

0.79181280 0.79055920 0.79057760

0.04655485 0.02924576 0.02015210

0.05028390 0.03642339 0.02597084

0.05751225 0.03615749 0.02494965

0.06243109 0.04553154 0.03279818

25 50 100

25 50 100

=1, =0.02,

=0.5, =0.04 TAUROC = 0.653063

0.65703285 0.66071741 0.65505433

0.65275680 0.65575840 0.65209930

0.05869804 0.03796614 0.02475642

0.06130676 0.04216340 0.02970049

0.07276215 0.04729011 0.03109102

0.07590817 0.05318708 0.03765384

25 50 100

25 50 100

=0.6, =0.5,

=0.4, =0.1 TAUROC = 0.852848

0.86134950 0.85599478 0.85436039

0.85224160 0.85211400 0.85307030

0.04053192 0.02858384 0.02046065

0.04318826 0.03142398 0.02176051

0.05006792 0.03560911 0.02524979

0.05545086 0.03911211 0.02740467

25 50 100

25 50 100

=0.7, =1,

=0.4, =0.3 TAUROC = 0.936809

0.93994355 0.93812690 0.93729421

0.93569280 0.93662200 0.93707370

0.02434545 0.01733529 0.01258346

0.02973861 0.02046246 0.01453632

0.03012846 0.02151211 0.01560085

0.03703009 0.02556071 0.01828934