Table 3 Gene set comparisons. VS and CLASS stand for variable selection method and classifier, respectively.
F-measure (P-value) | ||||
|---|---|---|---|---|
VS | CLASS | Bar-Joseph et al., 2003 [4] | Godard et al., 2007 [1] | Scherens et al., 2006 [2] |
Filter | NB | 0.05 2.9 × 10-16 | 0.09 (3.5 × 10-7) | 0.06 (2.4 × 10-13) |
KNN | 0.06 (9.4 × 10-9) | 0.09 (4.8 × 10-5) | 0.07 (1.1 × 10-7) | |
SVM | 0.11 (1.5 × 10-13) | 0.15 (9.0 × 10-10) | 0.14 (8.2 × 10-14) | |
Wrapper | NB | 0.07 (9.1 × 10-11) | 0.11 (7.7 × 10-18) | 0.08 (4.3 × 10-16) |
KNN | 0.12 (7.7 × 10-14) | 0.20 (7.0 × 10-28) | 0.16 (5.2 × 10-26) | |
SVM | 0.13 (8.9 × 10-11) | 0.16 (7.2 × 10-14) | 0.13 (2.6 × 10-11) | |