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Table 2 Total runtime [s] and a total number of explored rules of sem1R algorithm for DOT, DISC, and m2801 dataset

From: Finding semantic patterns in omics data using concept rule learning with an ontology-based refinement operator

Dataset

Feature selection

ACC score

F1 score

AUC score

  

Total time

# of rules

Total time

# of rules

Total time

# ofrules

DOT

FS_atLeastOne

303.636

107,964

22.381

26,460

142.302

52,638

 

FS_onlySig

235.947

54,167

11.427

9,780

102.760

25,817

 

FS_sigAtLeastOne

250.633

107,535

19.813

25,756

115.994

52,136

DISC

FS_atLeastOne

10.737

102,219

8.059

178,346

60.780

609,937

 

FS_onlySig

1.777

87,671

1.109

7,223

33.304

67,558

 

FS_sigAtLeastOne

1.955

13,041

1.330

11,270

25.861

91,003

m2801

FS_atLeastOne

699.273

461,745

28.087

80,079

168.210

225,081

 

FS_onlySig

914.283

340,039

21.594

18,787

148.992

82,456

 

FS_sigAtLeastOne

802.176

433,393

18.939

32,054

123.561

124,002