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Table 6 Tukey HSD test for decision tree, random forest, and extra trees, ordered by AUPRC

From: Synthesizing class labels for highly imbalanced credit card fraud detection data

DT

RF

ET

P

AUPRC

Group

P

AUPRC

Group

P

AUPRC

Group

1900

0.3818

a

1800

0.3623

a

1700

0.3859

a

2500

0.3813

a

1600

0.3615

a

1500

0.3842

a

1800

0.3801

a

1400

0.3608

a

1800

0.3834

a

1700

0.3774

a

900

0.3607

a

1600

0.3832

a

2200

0.3767

ab

1300

0.3602

a

1900

0.3825

a

2000

0.3764

ab

1700

0.3597

a

1400

0.3806

a

2400

0.3763

ab

1500

0.3596

a

1300

0.3795

a

2300

0.3758

ab

1900

0.3547

a

2000

0.3741

ab

1600

0.3751

ab

1000

0.3529

a

2100

0.3712

ab

2100

0.3737

abc

1100

0.3523

ab

2200

0.3683

ab

1500

0.3714

abc

700

0.3493

ab

1100

0.3675

ab

1400

0.3565

bcd

2000

0.3491

ab

1000

0.3670

ab

1300

0.3542

cd

1200

0.3487

ab

2300

0.3650

abc

1200

0.3363

de

800

0.3470

ab

900

0.3649

abc

1100

0.3292

ef

600

0.3404

abc

2500

0.3616

abc

1000

0.3181

efg

500

0.3394

abc

1200

0.3613

abc

900

0.3146

fg

2100

0.3393

abc

2400

0.3592

abc

800

0.3111

fgh

2200

0.3328

abc

800

0.3574

abc

700

0.3029

gh

2300

0.3221

bcd

700

0.3569

abc

600

0.3008

gh

2400

0.3125

cd

600

0.3491

bc

500

0.2935

h

2500

0.3009

d

500

0.3357

c