Table 1.
Iterations | Hold-Out Validation | Leave-One-Out Cross Validation | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
10 | 50 | 100 | 10 | 50 | 100 | ||||||||
Output # | Train | Test | Train | Test | Train | Test | Train | Test | Train | Test | Train | Test | |
SCGA | 1 (size) | 0.79 | 1.58 | 0.3 | 1.03 | 0.27 | 0.99 | 0.93 | 1.72 | 0.32 | 0.79 | 0.29 | 0.58 |
2 (depth) | 2.7 | 4.08 | 2.59 | 3.99 | 2.56 | 4.09 | 2.78 | 4.1 | 2.66 | 3.87 | 2.62 | 3.82 | |
3 (modulus) | 3.16 | 6.6 | 3.1 | 6.58 | 3.09 | 4.6 | 3.36 | 6.59 | 3.28 | 6.64 | 3.24 | 6.9 | |
LMA | 1 (size) | 0.28 | 1.06 | 0.26 | 3.19 | 0.26 | 6.84 | 0.29 | 0.52 | 0.26 | 1.03 | 0.25 | 3.08 |
2 (depth) | 2.54 | 5.21 | 2.36 | 39.1 | 2.25 | 105 | 2.59 | 3.86 | 2.42 | 6.25 | 2.29 | 33.8 | |
3 (modulus) | 3.05 | 6.53 | 2.91 | 12.1 | 2.77 | 46.4 | 3.16 | 6.9 | 2.83 | 13.3 | 2.68 | 43.1 |