Model

Fold

IBM Dataset

Cell2cell Dataset

Training Error

Testing Error

AUC

ACC

Training Error

Testing Error

AUC

ACC

Naïve Bayes

1

0.2436

0.2270

0.8135

77.30%

0.0309

0.0305

0.9665

97

2

0.2435

0.2482

0.8149

75.20%

0.0295

0.0302

0.9671

97

3

0.2394

0.2639

0.8156

73.60%

0.0314

0.0254

0.9667

97

4

0.2403

0.2596

0.8181

74.00%

0.0295

0.0270

0.9681

97.3

5

0.2423

0.2386

0.8117

76.10%

0.0312

0.0328

0.9663

96.7

6

0.2390

0.2613

0.8166

73.90%

0.0300

0.0321

0.9691

96.8

7

0.2440

0.2400

0.8125

76.00%

0.0318

0.0343

0.9647

96.6

8

0.2425

0.2457

0.8123

75.40%

0.0304

0.0316

0.9679

96.8

9

0.2447

0.2272

0.8133

77.30%

0.0312

0.0330

0.9652

96.7

10

0.2448

0.2187

0.8106

79.10%

0.0309

0.0326

0.9677

96.7

SVM

1

0.2048

0.2033

0.8300

79.90%

0.0087

0.0072

0.9927

99

2

0.2046

0.1836

0.8262

81.70%

0.0086

0.0084

0.9908

98.9

3

0.2048

0.1838

0.8498

81.70%

0.0087

0.0075

0.9935

99

4

0.1993

0.2330

0.8064

76.70%

0.0085

0.0085

0.9920

98.9

5

0.2037

0.1925

0.8447

80.80%

0.0086

0.0082

0.9924

98.8

6

0.2018

0.2150

0.8138

78.60%

0.0083

0.0109

0.9882

98.7

7

0.2042

0.1945

0.8239

80.50%

0.0086

0.0079

0.9917

99

8

0.2062

0.1831

0.8655

81.70%

0.0085

0.0092

0.9926

98.8

9

0.2002

0.2272

0.8089

77.30%

0.0086

0.0081

0.9926

99

10

0.2033

0.2118

0.8224

78.80%

0.0085

0.0091

0.9913

98.8

Decision Tree

1

0.0858

0.2499

0.7240

75%

0.0001

0.0120

0.9853

98.8

2

0.0841

0.2469

0.7667

75.30%

0.0001

0.0130

0.9859

98.7

3

0.0896

0.2298

0.7447

77%

0.0002

0.0123

0.9826

98.8

4

0.0882

0.2795

0.7168

72.10%

0.0001

0.0124

0.9846

98.9

5

0.0880

0.2618

0.7264

73.90%

0.0002

0.0109

0.9887

98.9

6

0.0882

0.2684

0.6994

73.20%

0.0001

0.0110

0.9853

98.8

7

0.0868

0.2542

0.7125

74.60%

0.0000

0.0136

0.9831

98.6

8

0.0841

0.2641

0.7321

73.60%

0.0001

0.0117

0.9854

98.8

9

0.0844

0.2400

0.7079

76%

0.0002

0.0127

0.9863

98.7

10

0.0899

0.2854

0.7020

71.40%

0.0001

0.0120

0.9847

98.8