Table 8 Root mean squared error (RMSE) comparison across dataset sizes.
From: Scalable earthquake magnitude prediction using spatio-temporal data and model versioning
Algorithm | RMSE (100%) | RMSE (65%) | RMSE (35%) | RMSE (20%) | RMSE Change (%) |
|---|---|---|---|---|---|
LightGBM | 0.5353 | 0.5290 | 0.5443 | 0.5913 | 10.46 |
XGBoost | 0.5684 | 0.5675 | 0.5657 | 0.6039 | 6.25 |
Gradient Boosting | 0.5437 | 0.5254 | 0.5393 | 0.5680 | 4.47 |
Random Forest | 0.5532 | 0.5633 | 0.5627 | 0.6031 | 9.02 |
Linear Regression | 0.6911 | 0.6761 | 0.7074 | 0.6712 | − 2.89 |
