Research Article
Dimension Reduction Technique Based on Supervised Autoencoder for Intrusion Detection of Industrial Control Systems
Table 6
Comparisons of F1 score. This table has same layout as last one.
| No | None | SupervisedAE | SupervisedAE + PCA | KNN | DT | AdaBoost | Bagging | KNN | DT | AdaBoost | Bagging | KNN | DT | AdaBoost | Bagging |
| 1 | 0.8468 | 0.8040 | 0.7976 | 0.8851 | 0.9217 | 0.8633 | 0.8626 | 0.9203 | 0.9290 | 0.8631 | 0.8622 | 0.9182 | 2 | 0.8438 | 0.8240 | 0.8211 | 0.8952 | 0.9182 | 0.8516 | 0.8618 | 0.9069 | 0.9238 | 0.8574 | 0.8480 | 0.9015 | 3 | 0.8676 | 0.8449 | 0.8373 | 0.8970 | 0.9288 | 0.8590 | 0.8595 | 0.9209 | 0.9234 | 0.8673 | 0.8663 | 0.9117 | 4 | 0.8587 | 0.8160 | 0.8295 | 0.8885 | 0.9322 | 0.8649 | 0.8692 | 0.9247 | 0.9284 | 0.8559 | 0.8558 | 0.9206 | 5 | 0.8644 | 0.8250 | 0.8306 | 0.8988 | 0.9291 | 0.8632 | 0.8586 | 0.9198 | 0.9303 | 0.8587 | 0.8540 | 0.9172 | 6 | 0.8649 | 0.8359 | 0.8431 | 0.9063 | 0.9377 | 0.8804 | 0.8758 | 0.9326 | 0.9360 | 0.8761 | 0.8791 | 0.9315 | 7 | 0.8459 | 0.8129 | 0.8000 | 0.8808 | 0.9218 | 0.8454 | 0.8608 | 0.9227 | 0.9188 | 0.8689 | 0.8553 | 0.9072 | 8 | 0.8490 | 0.8401 | 0.8420 | 0.9018 | 0.9262 | 0.8582 | 0.8645 | 0.9143 | 0.9270 | 0.8641 | 0.8634 | 0.9149 | 9 | 0.8388 | 0.7996 | 0.8028 | 0.8700 | 0.9333 | 0.8494 | 0.8571 | 0.9230 | 0.9334 | 0.8504 | 0.8606 | 0.9186 | 10 | 0.8521 | 0.8156 | 0.8117 | 0.8769 | 0.9361 | 0.8675 | 0.8648 | 0.9232 | 0.9296 | 0.8618 | 0.8692 | 0.9235 | 11 | 0.8644 | 0.8113 | 0.8068 | 0.8876 | 0.9384 | 0.8812 | 0.8806 | 0.9317 | 0.9411 | 0.8742 | 0.8727 | 0.9263 | 12 | 0.8574 | 0.8041 | 0.8072 | 0.8763 | 0.9337 | 0.8605 | 0.8602 | 0.9169 | 0.9340 | 0.8629 | 0.8672 | 0.9161 | 13 | 0.8598 | 0.8327 | 0.8301 | 0.8948 | 0.9412 | 0.8750 | 0.8784 | 0.9265 | 0.9442 | 0.8664 | 0.8796 | 0.9257 | 14 | 0.8563 | 0.8123 | 0.8120 | 0.8868 | 0.9300 | 0.8656 | 0.8597 | 0.9273 | 0.9330 | 0.8677 | 0.8634 | 0.9221 | 15 | 0.8554 | 0.8014 | 0.8007 | 0.8763 | 0.9315 | 0.8638 | 0.8686 | 0.9205 | 0.9307 | 0.8676 | 0.8625 | 0.9191 | Mean | 0.8550 | 0.8187 | 0.8182 | 0 . 8881 | 0 . 9307 | 0.8633 | 0.8655 | 0.9221 | 0 . 9308 | 0.8642 | 0.8640 | 0.9183 | Std | 0.0084 | 0.0140 | 0.0155 | 0.0103 | 0.0064 | 0.0099 | 0.0072 | 0.0063 | 0.0064 | 0.0066 | 0.0086 | 0.0073 |
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