Variable Selection on Binary normally distributed data 100 features, 33 relevant variables (Synthetic)
0FDRKnockoffs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KnockoffsVariable=x14, x16, x28, x322026.06 | 0 | 12 | |
| VWA-OLVariable=x5, x6, x8, x9, x12, x13, x14, x17, x23, x26, x27, x29, x19, x32, x1, x22, x15, x31, x2, x7, x33, x20, x21, x3, x4, x30, q=0.12026.06 | 0 | 79 | |
| VWA-MLVariable=x14, x27, x29, x12, x17, x23, x6, x7, x25, x28, x32, x10, x11, x19, x31, x16, q=0.12026.06 | 0 | 48 | |
| VWA-OMLVariable=x5, x6, x8, x9, x12, x13, x14, x17, x23, x26, x27, x29, x19, x32, x1, x22, x15, x31, x2, x7, x33, x20, x21, x3, x4, x30, x10, x18, x25, x16, x11, x28, q=0.12026.06 | 0 | 97 | |
| DeepLINK(ko)Variable=x11, x16, x21, x24, q=0.12026.06 | 0 | 12 | |
| DFSVariable=x1, x9, x17, x20, x23, x25, x26, x27, x30, x31, q=0.12026.06 | 0 | 30 | |
| DeepPINKVariable=x28, x44, x56, q=0.12026.06 | 67 | 3 |