From CIC-IDS2017 to LYCOS-IDS2017: A corrected dataset for better performance

Author:

ROSAY Arnaud1,CARLIER Florent2,CHEVAL Eloïse3,LEROUX Pascal4

Affiliation:

1. STMicroelectronics, France

2. CREN, Le Mans University, France

3. Polytech Nantes, Nantes University, France

4. Le Mans University, France

Publisher

ACM

Reference21 articles.

1. [n.d.]. CicFlowMeter , A Network Traffic Biflow Generator and Analyzer (Formerly ISCXFlowMeter). https://www.unb.ca/cic/research/applications.html(Accessed Oct 29, 2021 ). [n.d.]. CicFlowMeter, A Network Traffic Biflow Generator and Analyzer (Formerly ISCXFlowMeter). https://www.unb.ca/cic/research/applications.html(Accessed Oct 29, 2021).

2. [n.d.]. Intrusion Detection Evaluation Dataset (CICIDS2017). https://www.unb.ca/cic/datasets/ids-2017.html (Accessed Oct 29, 2021 ). [n.d.]. Intrusion Detection Evaluation Dataset (CICIDS2017). https://www.unb.ca/cic/datasets/ids-2017.html (Accessed Oct 29, 2021).

3. Deep learning methods in network intrusion detection: A survey and an objective comparison

4. A. Gharib , I. Sharafaldin , A.  H. Lashkari , and A.  A. Ghorbani . 2016 . An Evaluation Framework for Intrusion Detection Dataset. In International Conference on Information Science and Security (ICISS). 1–6. https://doi.org/10 .1109/ICISSEC.2016.7885840 A. Gharib, I. Sharafaldin, A. H. Lashkari, and A. A. Ghorbani. 2016. An Evaluation Framework for Intrusion Detection Dataset. In International Conference on Information Science and Security (ICISS). 1–6. https://doi.org/10.1109/ICISSEC.2016.7885840

5. Mahshid Gohari , Sattar Hashemi , and Lida Abdi . 2021 . Android Malware Detection and Classification Based on Network Traffic Using Deep Learning. In 2021 7th International Conference on Web Research (ICWR). 71–77 . https://doi.org/10.1109/ICWR51868.2021.9443025 Mahshid Gohari, Sattar Hashemi, and Lida Abdi. 2021. Android Malware Detection and Classification Based on Network Traffic Using Deep Learning. In 2021 7th International Conference on Web Research (ICWR). 71–77. https://doi.org/10.1109/ICWR51868.2021.9443025

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