From: Examining the impact of cross-domain learning on crime prediction
Season | Model | Random forest | Gradient boosting | ||
---|---|---|---|---|---|
AUC (%) | Gmean (%) | AUC (%) | Gmean (%) | ||
1 | 1 | 69.69 | 69.25 | 69.25 | 68.95 |
 | 2 | 64.34 | 63.39 | 65.17 | 65.14 |
 | 3 | 63.18 | 62.61 | 63.17 | 62.69 |
 | 4 | 69.55 | 69.13 | 70.25 | 69.73 |
 | 5 | 70.00 | 69.48 | 70.05 | 69.74 |
 | 6 | 69.69 | 69.11 | 70.10 | 69.71 |
2 | 1 | 69.61 | 69.57 | 69.25 | 69.24 |
 | 2 | 64.47 | 64.35 | 65.04 | 64.94 |
 | 3 | 63.09 | 62.10 | 63.74 | 63.54 |
 | 4 | 69.54 | 69.50 | 70.63 | 70.59 |
 | 5 | 69.41 | 69.35 | 70.35 | 70.35 |
 | 6 | 69.28 | 69.20 | 70.52 | 70.52 |
3 | 1 | 67.57 | 67.55 | 67.54 | 67.49 |
 | 2 | 63.74 | 63.65 | 63.86 | 63.66 |
 | 3 | 62.89 | 62.72 | 62.54 | 62.06 |
 | 4 | 67.42 | 67.41 | 68.70 | 68.68 |
 | 5 | 67.57 | 67.56 | 67.99 | 67.87 |
 | 6 | 67.52 | 67.51 | 68.12 | 68.04 |
4 | 1 | 68.76 | 68.68 | 68.12 | 68.08 |
 | 2 | 64.20 | 64.08 | 64.80 | 64.54 |
 | 3 | 62.85 | 62.84 | 62.41 | 62.37 |
 | 4 | 68.65 | 68.54 | 69.23 | 69.09 |
 | 5 | 68.79 | 68.66 | 68.99 | 68.96 |
 | 6 | 68.80 | 68.66 | 69.11 | 69.07 |