Research Article
A Deep Random Forest Model on Spark for Network Intrusion Detection
Table 5
Information of the experimental CICIDS2018.
| | Class | Train set | Test set |
| | Normal | 50791 | 12698 | | SSH-BruteForce | 184 | 46 | | FTP-BruteForce | 489 | 122 | | BruteForce-XSS | 7504 | 1876 | | BruteForce-Web | 15469 | 3867 | | SQL injection | 70 | 17 | | DoS attacks-Hulk | 18667 | 4667 | | DoS attacks-SlowHTTPTest | 55956 | 13989 | | DoS attacks-Slowloris | 4396 | 1099 | | DoS attacks-GoldenEye | 16603 | 4151 | | DDOS attack-HOIC | 27441 | 6860 | | DDOS attack-LOIC-UDP | 1384 | 346 | | DDOS attack-LOIC-HTTP | 23048 | 5762 | | Bot | 11448 | 2862 | | Infiltration | 6478 | 1620 | | Total counts | 231127 | 57782 |
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