Table 3 Parameters of selected models and prediction accuracy metrics of these selected models, where IV* indicates the rolling approach for dataset IV
From: A deep learning framework for predicting cyber attacks rates
Dataset | Test | r | l | MSE | MAD | PMAD | MAPE |
|---|---|---|---|---|---|---|---|
I | 120 | 20 | 4 | 3,628,266 | 463.2715 | .01243741 | .01387808 |
II | 120 | 30 | 2 | 16,497,941 | 1036.6035 | .04012863 | .04819186 |
III | 120 | 40 | 4 | 30,637,599 | 675.7551 | .04299127 | .02304677 |
IV | 120 | 20 | 3 | 2,165,707 | 508.3557 | .1658243 | .26563720 |
IV* | 120 | 20 | 3 | 1,085,361 | 297.3440 | .1034426 | .13385770 |
V | 120 | 20 | 2 | 20,415,119 | 1396.7624 | .03564086 | .04787385 |