Dataset | Total samples | # of features | 20 training samples | 40 training samples | Reference | ||||
---|---|---|---|---|---|---|---|---|---|
 |  |  | Bolasso | lars | FeaLect | Bolasso | lars | FeaLect |  |
Lymphoma | 258 | 505 | 0.62 | 0.81 | 0.84 | 0.67 | 0.87 | 0.88 | current |
Colon | 62 | 2000 | 0.50 | 0.57 | 0.65 | 0.47 | 0.64 | 0.75 | [23] |
Arcene | 100 | 10000 | 0.51 | 0.59 | 0.64 | 0.50 | 0.66 | 0.72 | [26] (UCI) |
SECOM | 208 | 590 | 0.51 | 0.57 | 0.61 | 0.52 | 0.61 | 0.64 | [25] (UCI) |
Connectionist | 208 | 60 | 0.63 | 0.76 | 0.78 | 0.67 | 0.78 | 0.79 | [27] (UCI) |
ISOLET | 479 | 617 | 0.90 | 0.99 | 1.00 | 0.91 | 1.00 | 1.00 | [28] (UCI) |