Cancer Type | Classifier | SNP Type | Precision | Recall | F1-Score | Accuracy |
Acute Myeloid Leukemia | SVM Linear | Polymorphic | 0.87 | 0.91 | 0.89 | |
Detrimental | 0.53 | 0.41 | 0.46 | 0.82 | ||
SVM RBF | Polymorphic | 0.84 | 0.94 | 0.89 | ||
Detrimental | 0.5 | 0.26 | 0.34 | 0.81 | ||
SVM Polynomial | Polymorphic | 0.83 | 0.96 | 0.89 | ||
Detrimental | 0.51 | 0.17 | 0.26 | 0.81 | ||
Random Forest | Polymorphic | 0.86 | 0.92 | 0.89 | ||
Detrimental | 0.51 | 0.35 | 0.41 | 0.81 | ||
Breast Cancer | SVM Linear | Polymorphic | 0.88 | 0.9 | 0.89 | |
Detrimental | 0.13 | 0.1 | 0.11 | 0.81 | ||
SVM RBF | Polymorphic | 0.88 | 0.91 | 0.9 | ||
Detrimental | 0.11 | 0.08 | 0.09 | 0.81 | ||
SVM Polynomial | Polymorphic | 0.88 | 0.9 | 0.89 | ||
Detrimental | 0.13 | 0.11 | 0.12 | 0.81 | ||
Random Forest | Polymorphic | 0.89 | 0.88 | 0.88 | ||
Detrimental | 0.14 | 0.15 | 0.15 | 0.81 | ||
Colorectal Cancer | SVM Linear | Polymorphic | 0.88 | 0.96 | 0.91 | |
Detrimental | 0 | 0 | 0 | 0.84 | ||
SVM RBF | Polymorphic | 0.88 | 0.96 | 0.92 | ||
Detrimental | 0.07 | 0.02 | 0.03 | 0.85 | ||
SVM Polynomial | Polymorphic | 0.88 | 0.95 | 0.91 | ||
Detrimental | 0 | 0 | 0 | 0.84 | ||
Random Forest | Polymorphic | 0.89 | 0.94 | 0.91 | ||
Detrimental | 0.26 | 0.17 | 0.2 | 0.84 | ||
Esophageal Cancer | SVM Linear | Polymorphic | 0.91 | 0.99 | 0.95 | |
Detrimental | 0 | 0 | 0 | 0.9 | ||
SVM RBF | Polymorphic | 0.92 | 0.99 | 0.95 | ||
Detrimental | 0.44 | 0.07 | 0.13 | 0.91 | ||
SVM Polynomial | Polymorphic | 0.91 | 0.99 | 0.95 | ||
Detrimental | 0.08 | 0.01 | 0.02 | 0.9 | ||
Random Forest | Polymorphic | 0.91 | 0.98 | 0.94 | ||
Detrimental | 0.14 | 0.03 | 0.05 | 0.9 |