Table 2 Classification results on five cancer types.
ALL-AML Leukemia | ||||||
|---|---|---|---|---|---|---|
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 85.11 | 32.00 | 14.89 | 79.17 | 72.00 | 83.33 |
Bayes | 100.00 | 4.00 | 0.00 | 98.61 | 97.90 | 97.92 |
3NN | 95.74 | 40.00 | 4.26 | 83.33 | 87.50 | 81.82 |
SVM | 100.00 | 4.00 | 0.00 | 98.61 | 98.00 | 97.92 |
ZeroR | 100.00 | 100.00 | 0.00 | 65.28 | 42.60 | 65.28 |
MDR | 97.87 | 4.00 | 2.13 | 97.22 | 99.02 | 97.87 |
Lung cancer | ||||||
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 87.10 | 3.33 | 12.90 | 95.03 | 93.00 | 84.38 |
Bayes | 96.77 | 1.33 | 3.23 | 98.34 | 97.70 | 93.75 |
3NN | 64.52 | 0.00 | 35.48 | 93.92 | 96.50 | 100.00 |
SVM | 96.77 | 0.00 | 3.23 | 99.45 | 98.00 | 100.00 |
ZeroR | 0.00 | 0.00 | 100.00 | 82.87 | 48.50 | nan |
MDR | 90.32 | 2.00 | 9.68 | 96.69 | 97.61 | 90.32 |
Prostate cancer | ||||||
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 87.01 | 30.51 | 12.99 | 79.41 | 79.00 | 78.82 |
Bayes | 32.47 | 13.56 | 67.53 | 55.88 | 59.50 | 75.76 |
3NN | 84.42 | 28.81 | 15.58 | 78.68 | 87.10 | 79.27 |
SVM | 92.21 | 10.17 | 7.79 | 91.18 | 91.00 | 92.21 |
ZeroR | 100.00 | 100.00 | 0.00 | 56.62 | 47.90 | 56.62 |
MDR | 89.61 | 13.56 | 10.39 | 88.24 | 92.30 | 89.61 |
Lymphoma cancer | ||||||
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 69.57 | 12.50 | 30.43 | 78.72 | 77.00 | 84.21 |
Bayes | 100.00 | 4.17 | 0.00 | 97.87 | 97.90 | 95.83 |
3NN | 60.87 | 8.33 | 39.13 | 76.60 | 81.30 | 87.50 |
SVM | 100.00 | 4.17 | 0.00 | 97.87 | 97.90 | 95.83 |
ZeroR | 0.00 | 0.00 | 100.00 | 51.06 | 40.80 | nan |
MDR | 86.96 | 12.50 | 13.04 | 87.23 | 93.61 | 86.96 |
Breast cancer | ||||||
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 52.17 | 27.45 | 47.83 | 62.89 | 66.00 | 63.16 |
Bayes | 4.35 | 0.00 | 95.65 | 54.64 | 52.20 | 100.00 |
3NN | 45.65 | 31.37 | 54.35 | 57.73 | 59.50 | 56.76 |
SVM | 69.57 | 33.33 | 30.43 | 68.04 | 68.10 | 65.31 |
ZeroR | 0.00 | 0.00 | 100.00 | 52.58 | 46.50 | nan |
MDR | 60.87 | 35.29 | 39.13 | 62.89 | 63.65 | 60.87 |