Cancer Type | Classifier | SNP Type | Precision | Recall | F1-Score | Accuracy |
Combine Cancers | SVM Linear | Polymorphic | 0.86 | 0.98 | 0.91 | |
Detrimental | 0.15 | 0.02 | 0.04 | 0.84 | ||
SVM RBF | Polymorphic | 0.87 | 0.97 | 0.92 | ||
Detrimental | 0.49 | 0.16 | 0.25 | 0.86 | ||
SVM Polynomial | Polymorphic | 0.86 | 0.98 | 0.92 | ||
Detrimental | 0.45 | 0.08 | 0.13 | 0.85 | ||
Random Forest | Polymorphic | 0.9 | 0.96 | 0.93 | ||
Detrimental | 0.6 | 0.35 | 0.45 | 0.87 | ||
Single Instance | SVM Linear | Polymorphic | 0.77 | 0.84 | 0.8 | 0.69 |
Detrimental | 0.24 | 0.18 | 0.21 | |||
SVM RBF | Polymorphic | 0.8 | 0.85 | 0.82 | 0.72 | |
Detrimental | 0.34 | 0.27 | 0.3 | |||
SVM Polynomial | Polymorphic | 0.79 | 0.93 | 0.85 | 0.75 | |
Detrimental | 0.39 | 0.14 | 0.21 | |||
Random Forest | Polymorphic | 0.82 | 0.82 | 0.82 | 0.73 | |
Detrimental | 0.39 | 0.4 | 0.4 | |||
Balanced Data | SVM Linear | Polymorphic | 0.83 | 0.99 | 0.9 | |
Detrimental | 0.93 | 0.79 | 0.88 | 0.89 | ||
SVM RBF | Polymorphic | 0.82 | 0.95 | 0.88 | ||
Detrimental | 0.94 | 0.79 | 0.86 | 0.87 | ||
SVM Polynomial | Polymorphic | 0.63 | 0.89 | 0.74 | ||
Detrimental | 0.81 | 0.47 | 0.6 | 0.68 | ||
Random Forest | Polymorphic | 0.83 | 0.92 | 0.87 | ||
Detrimental | 0.91 | 0.81 | 0.86 | 0.87 |