From: Sparse logistic regression with a L1/2 penalty for gene selection in cancer classification
Sample size | Method | ||||||
---|---|---|---|---|---|---|---|
| n=50 | L1/2 | 21 | 22 | 19 | 15 | 15 |
LEN | 24 | 25 | 21 | 17 | 17 | ||
L1 | 22 | 24 | 20 | 15 | 17 | ||
n=80 | L1/2 | 30 | 30 | 30 | 30 | 30 | |
LEN | 30 | 29 | 30 | 30 | 30 | ||
L1 | 30 | 29 | 30 | 30 | 30 | ||
n=100 | L1/2 | 30 | 30 | 30 | 30 | 30 | |
LEN | 30 | 30 | 30 | 30 | 30 | ||
L1 | 30 | 30 | 30 | 30 | 30 | ||
| n=50 | L1/2 | 17 | 17 | 17 | 14 | 14 |
LEN | 18 | 19 | 17 | 16 | 14 | ||
L1 | 18 | 18 | 18 | 16 | 15 | ||
n=80 | L1/2 | 30 | 29 | 30 | 28 | 28 | |
LEN | 30 | 28 | 30 | 28 | 27 | ||
L1 | 30 | 28 | 30 | 27 | 26 | ||
n=100 | L1/2 | 30 | 30 | 30 | 30 | 30 | |
LEN | 30 | 30 | 30 | 30 | 30 | ||
L1 | 30 | 30 | 30 | 28 | 30 | ||
| n=50 | L1/2 | 19 | 18 | 18 | 16 | 15 |
LEN | 21 | 22 | 21 | 17 | 17 | ||
L1 | 18 | 21 | 19 | 16 | 17 | ||
n=80 | L1/2 | 30 | 30 | 30 | 30 | 30 | |
LEN | 30 | 28 | 30 | 29 | 29 | ||
L1 | 30 | 27 | 30 | 29 | 29 | ||
n=100 | L1/2 | 30 | 30 | 30 | 30 | 30 | |
LEN | 30 | 30 | 30 | 30 | 30 | ||
L1 | 30 | 30 | 30 | 29 | 29 | ||
| n=50 | L1/2 | 14 | 16 | 15 | 12 | 12 |
LEN | 17 | 17 | 17 | 12 | 14 | ||
L1 | 17 | 15 | 14 | 9 | 13 | ||
n=80 | L1/2 | 29 | 25 | 26 | 28 | 29 | |
LEN | 28 | 24 | 24 | 27 | 24 | ||
L1 | 27 | 24 | 24 | 23 | 23 | ||
n=100 | L1/2 | 30 | 29 | 30 | 30 | 30 | |
LEN | 30 | 27 | 28 | 28 | 30 | ||
L1 | 29 | 27 | 27 | 28 | 30 |