Table 1 Comparison of this survey and similar surveys: (✔: Topic is covered, ✖ the topic is not covered)
From: Survey of intrusion detection systems: techniques, datasets and challenges
Survey | # of citation (as of 6/1/2019) | Intrusion Detection System Techniques | Dataset issue | |||||
|---|---|---|---|---|---|---|---|---|
SIDS | AIDS | Hybrid IDS | ||||||
Supervised learning | Unsupervised | Semi-supervised learning | Ensemble methods | |||||
Lunt (1988) | 219 | ✔ | ✖ | ✖ | ✖ | ✖ | ✖ | ✖ |
Axelsson (2000) | 1039 | ✔ | ✔ | ✖ | ✖ | ✖ | ✖ | ✖ |
Liao, et al. (2013b) | 505 | ✔ | ✔ | ✔ | ✖ | ✖ | ✔ | ✖ |
Agrawal and Agrawal (2015) | 108 | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ | ✖ |
Buczak and Guven (2016) | 338 | ✔ | ✔ | ✔ | ✖ | ✔ | ✔ | ✔ |
Ahmed, et al. (2016) | 181 | ✖ | ✔ | ✔ | ✖ | ✖ | ✖ | ✔ |
This survey |  | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ |