Table 3 Total runtime [s] and the total number of explored rules of exhaustive refinement for DOT, DISC, and m2801 dataset
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 | |