From: ANMM4CBR: a case-based reasoning method for gene expression data classification
# Iteration | 10 | 20 | 30 | 40 | 50 | |
---|---|---|---|---|---|---|
Leukemia | BW+k NN | 95.7 ± 1.2 | 96.9 ± 1.8 | 96.6 ± 2.2 | 96.6 ± 1.2 | 96.8 ± 1.7 |
 | MRMR+k NN | 96.5 ± 2.5 | 96.4 ± 2.1 | 97.4 ± 1.7 | 96.9 ± 2.2 | 95.8 ± 2.4 |
 | BW+SVM | 95.6 ± 1.3 | 95.7 ± 1.7 | 95.9 ± 2.2 | 96.2 ± 2.3 | 96.9 ± 1.2 |
 | MRMR+SVM | 96.4 ± 2.5 | 96.8 ± 3.6 | 97.6 ± 2.0 | 97.1 ± 2.7 | 96.8 ± 3.4 |
 | LogitBoost | 95.3 ± 2.9 | 96.0 ± 2.4 | 96.6 ± 1.8 | 96.6 ± 2.8 | 96.7 ± 1.7 |
 | ANMM4CBR | 96.3 ± 2.4 | 97.5 ± 1.7 | 97.3 ± 1.8 | 96.6 ± 1.7 | 97.0 ± 2.3 |
Colon | BW+k NN | 81.2 ± 8.1 | 82.8 ± 7.5 | 83.5 ± 4.2 | 83.4 ± 5.3 | 83.6 ± 6.5 |
 | MRMR+k NN | 83.7 ± 4.3 | 83.6 ± 7.9 | 84.2 ± 6.0 | 83.8 ± 5.9 | 83.5 ± 6.9 |
 | BW+SVM | 84.0 ± 4.3 | 83.6 ± 6.4 | 83.6 ± 6.0 | 84.2 ± 7.2 | 84.5 ± 7.9 |
 | MRMR+SVM | 85.4 ± 5.8 | 84.1 ± 6.6 | 84.0 ± 4.0 | 84.6 ± 7.0 | 84.7 ± 8.1 |
 | LogitBoost | 84.4 ± 4.3 | 84.5 ± 8.9 | 83.6 ± 4.9 | 84.2 ± 6.8 | 84.1 ± 4.6 |
 | ANMM4CBR | 86.3 ± 6.1 | 86.7 ± 5.6 | 86.2 ± 4.2 | 86.5 ± 5.6 | 85.6 ± 4.4 |
SRBCT | BW+k NN (50) | 94.4 ± 4.2 | 97.7 ± 2.1 | 97.9 ± 1.3 | 98.2 ± 1.6 | 98.0 ± 1.2 |
 | MRMR+k NN (50) | 78.4 ± 9.0 | 97.4 ± 1.9 | 98.6 ± 1.0 | 98.8 ± 0.9 | 98.2 ± 0.8 |
 | BW+SVM (97) | 94.0 ± 3.2 | 98.0 ± 1.4 | 98.4 ± 1.2 | 98.8 ± 0.9 | 99.2 ± 0.3 |
 | MRMR+SVM (95) | 81.0 ± 10.5 | 98.2 ± 1.0 | 98.9 ± 1.3 | 99.1 ± 0.7 | 99.2 ± 0.2 |
 | LogitBoost (102) | 94.9 ± 3.1 | 97.3 ± 1.8 | 98.0 ± 1.6 | 98.6 ± 1.1 | 98.6 ± 0.6 |
 | ANMM4CBR (50) | 90.3 ± 5.5 | 97.3 ± 1.5 | 98.8 ± 1.2 | 99.3 ± 0.7 | 99.7 ± 0.3 |
GCM | BW+k NN (50) | 46.2 ± 4.7 | 47.4 ± 7.0 | 51.2 ± 4.9 | 52.6 ± 6.2 | 54.1 ± 5.8 |
 | MRMR+k NN (50) | 41.1 ± 7.1 | 42.7 ± 8.1 | 51.5 ± 1.6 | 58.3 ± 4.9 | 60.5 ± 5.9 |
 | BW+SVM (254) | 53.7 ± 5.1 | 58.1 ± 9.8 | 59.0 ± 6.6 | 66.6 ± 6.7 | 66.9 ± 3.6 |
 | MRMR+SVM (259) | 51.0 ± 7.7 | 60.3 ± 7.0 | 61.8 ± 3.7 | 64.8 ± 8.2 | 67.8 ± 4.6 |
 | LogitBoost (273) | 57.1 ± 4.9 | 60.1 ± 1.9 | 60.6 ± 4.0 | 62.1 ± 5.7 | 65.1 ± 5.4 |
 | ANMM4CBR (50) | 41.1 ± 1.2 | 51.0 ± 8.1 | 57.2 ± 6.9 | 61.1 ± 1.4 | 63.3 ± 3.9 |