Research Article
Apache Spark and Deep Learning Models for High-Performance Network Intrusion Detection Using CSE-CIC-IDS2018
Table 3
Performance of the three models (accuracy).
| | Accuracy | | Class | CNN | LSTM | Spark_LR |
| | 0 | 0.98 | 0.98 | 1.00 | | 1 | 1.00 | 1.00 | 1.00 | | 2 | 1.00 | 1.00 | 1.00 | | 3 | 1.00 | 1.00 | 1.00 | | 4 | 1.00 | 1.00 | 1.00 | | 5 | 1.00 | 1.00 | 1.00 | | 6 | 1.00 | 1.00 | 1.00 | | 7 | 1.00 | 1.00 | 1.00 | | 8 | 1.00 | 1.00 | 1.00 | | 9 | 1.00 | 1.00 | 1.00 | | 10 | 1.00 | 1.00 | 1.00 | | 11 | 1.00 | 1.00 | 1.00 | | 12 | 0.98 | 0.98 | 1.00 | | 13 | 1.00 | 1.00 | 1.00 | | 14 | 1.00 | 1.00 | 1.00 |
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