Paper | Code | Avg F1 | Precision | Recall | ModelName | ReleaseDate |
---|---|---|---|---|---|---|
A Novel Multi-Stage Approach for Hierarchical Intrusion Detection | ✓ Link | 0.9875 | 99.26 | 98.34 | OC-SVM / RF | 2023-03-21 |
Synthesis of a Machine Learning Model for Detecting Computer Attacks Based on the CICIDS2017 Dataset | ✓ Link | 0.971 | 98.2 | 96.1 | Random Forest | 2020-01-01 |
An Intrusion Detection System based on Deep Belief Networks | ✓ Link | 0.94 | 88.7 | 99.7 | DBN | 2022-07-05 |
Deep Learning Applications for Intrusion Detection in Network Traffic | ✓ Link | 0.908 | 95.9 | 86.2 | CNN-BiLSTM | 2024-01-13 |
An Intrusion Detection System based on Deep Belief Networks | ✓ Link | 0.873 | 81.7 | 99.5 | MLP | 2022-07-05 |