From: Imbalanced target prediction with pattern discovery on clinical data repositories
Logistic Regression | Naive Bayes | Decision Tree | |
---|---|---|---|
F1-score | |||
Original | 4.43 × 10−5 | 4.43 × 10−5 | 4.43 × 10−5 |
0.2 | 4.43 × 10−5 | 4.43 × 10−5 | 4.43 × 10−5 |
0.4 | 4.43 × 10−5 | 4.43 × 10−5 | 4.43 × 10−5 |
0.6 | 4.43 × 10−5 | 8.14 × 10−5 | 4.43 × 10−5 |
0.8 | 7.54 × 10−4 | 0.0045 | 4.43 × 10−5 |
1.0 | 5.17 × 10−5 | 0.0895 | 4.43 × 10−5 |
G-mean | |||
Original | 4.43 × 10−5 | 4.43 × 10−5 | 4.43 × 10−5 |
0.2 | 4.43 × 10−5 | 4.43 × 10−5 | 4.43 × 10−5 |
0.4 | 4.43 × 10−5 | 4.43 × 10−5 | 4.43 × 10−5 |
0.6 | 4.43 × 10−5 | 4.43 × 10−5 | 4.43 × 10−5 |
0.8 | 4.43 × 10−5 | 4.43 × 10−5 | 4.43 × 10−5 |
1.0 | 4.43 × 10−5 | 9.72 × 10−4 | 4.43 × 10−5 |