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