Cancer Type | Classifier | SNP Type | Precision | Recall | F1-Score | Accuracy |
Haplotype Pair | SVM Linear | Polymorphic | 0.85 | 0.81 | 0.83 | |
Detrimental | 0.43 | 0.5 | 0.46 | 0.74 | ||
SVM RBF | Polymorphic | 0.88 | 0.87 | 0.88 | ||
Detrimental | 0.57 | 0.6 | 0.58 | 0.81 | ||
SVM Polynomial | Polymorphic | 0.88 | 0.88 | 0.88 | ||
Detrimental | 0.59 | 0.59 | 0.59 | 0.82 | ||
Random Forest | Polymorphic | 0.96 | 0.92 | 0.94 | ||
Detrimental | 0.75 | 0.88 | 0.81 | 0.91 | ||
Individual SNP | SVM Linear | Polymorphic | 0.87 | 0.91 | 0.89 | 0.81 |
Detrimental | 0.44 | 0.35 | 0.39 | |||
SVM RBF | Polymorphic | 0.85 | 0.92 | 0.88 | ||
Detrimental | 0.37 | 0.24 | 0.3 | 0.8 | ||
SVM Polynomial | Polymorphic | 0.86 | 0.93 | 0.9 | ||
Detrimental | 0.45 | 0.27 | 0.34 | 0.82 | ||
Random Forest | Polymorphic | 0.85 | 0.87 | 0.87 | ||
Detrimental | 0.32 | 0.3 | 0.32 | 0.79 |