Table 6.
LOOCV accuracy and the number of genes used in classifiers (in parenthesis) for binary class expression datasets
| Method | Colon | Leuk | CNS | DLBCL | Lung | Pros1 | Pros2 | Pros3 | GCM | Aver |
|---|---|---|---|---|---|---|---|---|---|---|
| TSG† |
93.55 (2) |
98.61 (2) |
97.06 (2) |
98.7 (2) |
100 (2) |
95.1 (2) |
86.36 (10) |
100 (2) |
87.5 (7) |
95.21 |
| TSP* | 91.10 (2) |
93.80 (2) |
77.90 (2) |
98.10 (2) |
98.30 (2) |
95.10 (2) |
67.60 (2) |
97.00 (2) |
75.40 (2) |
88.26 |
| k-TSP* | 90.30 (2) |
95.83 (18) |
97.10** (10) |
97.40 (2) |
98.90 (10) |
91.18 (2) |
75.00 (18) |
97.00 (2) |
85.40 (10) |
92.01 |
| DT* | 77.42 (3) |
73.61 (2) |
67.65 (2) |
80.52 (3) |
96.13 (3) |
87.25 (4) |
64.77 (4) |
84.85 (1) |
77.86 (14) |
78.90 |
| NB*‡ | 56.45 | 100 | 82.35 | 80.52 | 97.79 | 62.75 | 73.86 | 90.91 | 84.29 | 80.99 |
| k-NN*‡ | 74.19 | 84.72 | 82.35 | 89.61 | 98.34 | 74.51 | 73.86 | 93.94 | 86.79 | 84.26 |
| SVM*‡ | 82.26 | 98.61 | 82.35 | 97.40 | 99.45 | 91.18 | 76.14 | 100 | 93.21 | 91.18 |
| PAM* | 89.52 (15) |
94.03 (2296) |
82.35 (4) |
85.45 (17) |
97.90 (9) |
90.89 (47) |
81.25 (13) |
94.24 (701) |
82.32 (47) |
88.66 |