Table 6 Optimal λ suggested in projection method with considered kernels
From: Optimal projection method determination by Logdet Divergence and perturbed von-Neumann Divergence
Methods | GHI Kernel | Cosine kernel | ||
|---|---|---|---|---|
Dataset | α=1,β=2 | α=1,β=3 | α=2,β=3 | |
Live disorder data | 2.38 | 2.37 | 2.45 | 2.17 |
Sonar data | 2 | 2 | 2 | 2 |
Breast data | 4.6 | 6.57 | 4.06 | 4.29 |
Cystic (q=1) | 71 | 71 | 100 | 5.8 |
Cystic (q=2) | 100 | 100 | 1 | 2.5 |
Cystic (q=3) | 100 | 100 | 1 | 2.8 |
Cystic (q=4) | 100 | 100 | 1 | 3.67 |
Cystic (q=5) | 100 | 100 | 100 | 6.2 |
Cystic (q=6) | 1 | 1 | 1 | 14 |
Cystic (q=7) | 1 | 1 | 1 | 21 |
Cystic (q=8) | 1 | 1 | 1 | 37 |
Cystic (q=9) | 1 | 1 | 1 | 85 |
Leukemia (q=1) | 47.33 | 47.33 | 46.67 | 10 |
Leukemia (q=2) | 28.25 | 28.25 | 22.80 | 7.4 |
Leukemia (q=3) | 46.5 | 46.5 | 47 | 5.42 |
Leukemia (q=4) | 1 | 1 | 1 | 3.06 |
Leukemia (q=5) | 1 | 1 | 1 | 2.33 |
Leukemia (q=6) | 1 | 1 | 1 | 2.39 |
Leukemia (q=7) | 100 | 100 | 100 | 2.56 |
Leukemia (q=8) | 100 | 100 | 100 | 2.67 |
Leukemia (q=9) | 1 | 1 | 1 | 2.98 |
NSCLC | 2.0 | 46 | 2 | 2 |