Official websites use .gov
A
.gov website belongs to an official
government organization in the United States.
Secure .gov websites use HTTPS
A lock (
) or https:// means you've safely
connected to the .gov website. Share sensitive
information only on official, secure websites.
Error analysis for model predictions across datasets.
| Dataset | Model | Synthetic data type | False Positives (%) | False Negatives (%) | Accuracy Loss (%) |
|---|---|---|---|---|---|
| COVID-19 | KNN | SMOTE + DCTGAN + ResNet | 8.2 | 10.5 | 3.4 |
| COVID-19 | XGBoost | NC + DCTGAN + ResNet | 6.1 | 7.8 | 2.9 |
| Kidney | RF | BS + DCTGAN + ResNet | 7.5 | 9.3 | 3.1 |
| Kidney | KNN | NC + Sep + DCTGAN + ResNet | 10.4 | 11.8 | 4.5 |
| Dengue | XGBoost | NC + DCTGAN + ResNet | 9.2 | 8.7 | 3.8 |
| Dengue | RF | SMOTE + DCTGAN + ResNet | 8.1 | 9.6 | 3.2 |
