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Table 3 Total runtime [s] and the total number of explored rules of exhaustive refinement 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 # of rules
DOT FS_atLeastOne 33,800.529 62,192,307 12,807.090 21,977,679 22,814.993 37,604,456
  FS_onlySig 15,849.761 30,991,466 5,049.444 8,075,976 9,042.203 15,672,577
  FS_sigAtLeastOne 33,638.549 61,912,986 12,743.265 21,674,132 22,726.459 37,176,099
DISC FS_atLeastOne 996.587 10,681,537 881.007 11,017,701 2,214.819 38,874,717
  FS_onlySig 623.078 6,125,970 524.412 6,041,883 1,323.920 21,618,242
  FS_sigAtLeastOne 963.291 9,406,704 817.055 9,484,372 2,145.880 37,172,305
m2801 FS_atLeastOne 53,163.030 153,778,914 6,573.700 26,766,658 12,766.542 64,329,543
  FS_onlySig 29,641.080 86,150,004 3,873.421 14,168,195 6,741.368 29,298,233
  FS_sigAtLeastOne 53,019.570 153,255,327 6,431.049 25,255,830 12,391.710 59,322,805
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