Table 3 Classification results on six subtypes of acute lymphoblastic leukemia.
ALL-BCR-ABL | ||||||
|---|---|---|---|---|---|---|
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 33.33 | 2.88 | 66.67 | 94.19 | 59.10 | 35.71 |
Bayes | 0.00 | 0.32 | 100.00 | 95.11 | 49.80 | 0.00 |
3NN | 13.33 | 0.00 | 86.67 | 96.02 | 75.10 | 100.00 |
SVM | 26.67 | 0.00 | 73.33 | 96.64 | 63.30 | 100.00 |
ZeroR | 0.00 | 0.00 | 100.00 | 95.41 | 41.40 | nan |
MDR | 20.00 | 3.85 | 80.00 | 92.66 | 84.65 | 20.00 |
ALL-E2A-PBX1 | ||||||
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 100.00 | 0.00 | 0.00 | 100.00 | 100.00 | 100.00 |
Bayes | 3.70 | 0.00 | 96.30 | 92.05 | 53.70 | 100.00 |
3NN | 92.59 | 0.00 | 7.41 | 99.39 | 99.00 | 100.00 |
SVM | 96.30 | 0.00 | 3.70 | 99.69 | 98.10 | 100.00 |
ZeroR | 0.00 | 0.00 | 100.00 | 91.74 | 46.10 | nan |
MDR | 100.00 | 0.00 | 0.00 | 100.00 | 100.00 | 100.00 |
ALL-HYP | ||||||
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 65.63 | 6.08 | 34.38 | 88.38 | 79.50 | 72.41 |
Bayes | 20.31 | 1.52 | 79.69 | 83.18 | 60.20 | 76.47 |
3NN | 73.44 | 1.52 | 26.56 | 93.58 | 93.30 | 92.16 |
SVM | 87.50 | 0.76 | 12.50 | 96.94 | 93.40 | 96.55 |
ZeroR | 0.00 | 0.00 | 100.00 | 80.43 | 47.70 | nan |
MDR | 37.50 | 9.13 | 62.50 | 80.43 | 85.44 | 50.00 |
ALL-MALL | ||||||
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 80.00 | 1.95 | 20.00 | 96.94 | 89.00 | 72.73 |
Bayes | 0.00 | 0.33 | 100.00 | 93.58 | 49.80 | 0.00 |
3NN | 50.00 | 0.00 | 50.00 | 96.94 | 86.50 | 100.00 |
SVM | 70.00 | 0.00 | 30.00 | 98.17 | 85.00 | 100.00 |
ZeroR | 0.00 | 0.00 | 100.00 | 93.88 | 49.70 | nan |
MDR | 45.00 | 3.58 | 55.00 | 93.27 | 88.90 | 45.00 |
ALL-T-ALL | ||||||
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 100.00 | 0.35 | 0.00 | 99.69 | 99.80 | 97.73 |
Bayes | 23.26 | 0.35 | 76.74 | 89.60 | 61.50 | 90.91 |
3NN | 81.40 | 0.00 | 18.60 | 97.55 | 94.40 | 100.00 |
SVM | 97.67 | 0.00 | 2.33 | 99.69 | 98.80 | 100.00 |
ZeroR | 0.00 | 0.00 | 100.00 | 86.85 | 47.20 | nan |
MDR | 100.00 | 0.00 | 0.00 | 100.00 | 100.00 | 100.00 |
ALL-TEL-AML1 | ||||||
Learner | Recall | FPR | FNR | ACC | AUC | Precision |
C4.5 | 87.34 | 2.42 | 12.66 | 95.11 | 92.50 | 92.00 |
Bayes | 37.97 | 2.42 | 62.03 | 83.18 | 70.60 | 83.33 |
3NN | 93.67 | 3.63 | 6.33 | 95.72 | 97.90 | 89.16 |
SVM | 100.00 | 1.61 | 0.00 | 98.78 | 99.20 | 95.18 |
ZeroR | 0.00 | 0.00 | 100.00 | 75.84 | 49.10 | nan |
MDR | 82.28 | 5.65 | 17.72 | 91.44 | 91.50 | 82.28 |