Table 2 The classification results of flood risk from RF and XGBoost model
From: Simulating flood risk in Tampa Bay using a machine learning driven approach
Risk category | RF | XGBoost | ||
|---|---|---|---|---|
Area (sqkm) | % | Area (sqkm) | % | |
Very low | 5693.49 | 87.92 | 5999.82 | 92.66 |
Low | 280.04 | 4.32 | 86.74 | 1.34 |
Moderate | 180.55 | 2.78 | 67.64 | 1.04 |
High | 164.73 | 2.54 | 71.81 | 1.11 |
Very high | 156.62 | 2.42 | 249.44 | 3.85 |