Table 3. Predictive performance of SPIA, GGEA and MinePath on three BrCa/ER datasets utilizing single-relations Rows and columns refer to training and test data, respectively.
SPIA | ||||||||
Discriminant SPs | GEO dataset | GSE2034 | GSE3494 | GSE7390 | Average ACC% | |||
ACC% | AUC | ACC% | AUC | ACC% | AUC | |||
569 | GSE2034 | — | — | 86.2 | 0.549 | 79.3 | 0.708 | 82.8 |
414 | GSE3494 | 79.4 | 0.637 | — | — | 71.7 | 0.571 | 75.6 |
469 | GSE7390 | 80.1 | 0.691 | 91.5 | 0.815 | — | — | 85.8 |
Average: | 484.0 | |||||||
GGEA | ||||||||
Discriminant SPs | GEO dataset | GSE2034 | GSE3494 | GSE7390 | Average ACC% | |||
ACC% | AUC | ACC% | AUC | ACC% | AUC | |||
1006 | GSE2034 | — | — | 87.9 | 0.559 | 83.8 | 0.770 | 85.9 |
693 | GSE3494 | 79.7 | 0.722 | — | — | 84.8 | 0.881 | 82.3 |
525 | GSE7390 | 77.6 | 0.630 | 89.9 | 0.632 | — | — | 83.8 |
Average: | 741.3 | |||||||
MinePath | ||||||||
Discriminant SPs | GEO dataset | GSE2034 | GSE3494 | GSE7390 | Average ACC% | |||
ACC% | AUC | ACC% | AUC | ACC% | AUC | |||
1271 | GSE2034 | — | — | 89.9 | 0.657 | 68.7 | 0.516 | 79.3 |
2375 | GSE3494 | 75.5 | 0.562 | — | — | 71.2 | 0.555 | 73.4 |
2917 | GSE7390 | 83.9 | 0.722 | 87.0 | 0.740 | — | — | 85.5 |
Average: | 2187.7 |