Table 5.
Performance of GBM in the prediction of recovered and active cases in Delhi, India
Performance parameter | Distribution | ||||||
---|---|---|---|---|---|---|---|
Gamma | Quintile | Poisson | Laplace | Huber | Tweedie | Gaussian | |
Recovered cases | |||||||
MSE | 9500.73 | 25,376.32 | 533.36 | 23,019.17 | 16,594.05 | 1129.63 | 2476.93 |
RMSE | 97.47 | 159.30 | 23.09 | 151.72 | 128.82 | 33.61 | 49.77 |
MAE | 48.19 | 66.21 | 13.45 | 58.38 | 49.86 | 18.69 | 32.87 |
MRD | 9.14 | 33.11 | −821.58 | 58.38 | 3717.56 | 1.39 | 2476.93 |
R2 | 0.70 | 0.21 | 0.98 | 0.28 | 0.48 | 0.96 | 0.92 |
Active cases | |||||||
MSE | 132,171.40 | 124,920.40 | 55,572.56 | 139,083.10 | 58,240.21 | 57,000.78 | 73,851.49 |
RMSE | 363.55 | 353.44 | 235.74 | 372.94 | 241.33 | 238.75 | 271.76 |
MAE | 243.64 | 230.35 | 117.85 | 201.10 | 151.60 | 139.85 | 160.40 |
MRD | 15.39 | 115.18 | −10,037.81 | 201.10 | 31,323.97 | 2.65 | 73,851.49 |
R2 | 0.62 | 0.64 | 0.84 | 0.60 | 0.83 | 0.84 | 0.79 |
Note: R2 (coefficient of determination), MSE (mean square error), RMSE (root mean square error), MAE (mean average error), and MRD (mean residual deviance)