Table 1 Methods most frequently used in different stages.
Methods | 2002–2011 | 2012–2018 | 2019–2023 | |
|---|---|---|---|---|
Data-driven Methods (64 papers) | GIS technologies | 3 | 11 | 11 |
Random forest | 0 | 0 | 14 | |
Logistic regression | 1 | 2 | 7 | |
Frequency ratio | 0 | 4 | 2 | |
Neural network | 0 | 0 | 9 | |
Physic-driven Methods (11 papers) | Slope stability model | 1 | 0 | 6 |
Hydrological model | 1 | 0 | 1 | |
FSLAM model | 0 | 0 | 1 | |
Dyna-CLUE model | 0 | 1 | 0 | |
Mixed-driven Methods (4 papers) | System dynamics + Coupling model | 0 | 0 | 1 |
Block maxima + FSLAM model | 0 | 0 | 1 | |
Analytic hierarchy process + Scoops3D model | 1 | 0 | 0 | |
