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[Dataset] Detection of DGA-based Malware Communications from DoH Traffic Using Machine Learning Analysis
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| Title: | [Dataset] Detection of DGA-based Malware Communications from DoH Traffic Using Machine Learning Analysis |
| Authors: | Mitsuhashi, Rikima Browse this author | | Jin, Yong Browse this author | | Iida, Katsuyoshi Browse this author →KAKEN DB | | Shinagawa, Takahiro Browse this author | | Takai, Yoshiaki Browse this author |
| Issue Date: | 18-Aug-2022 |
| Description: | DoH-DGA-Malware-Traffic-HKD (csv_files.zip, l3-malware.csv, pcap_files.zip, and README.txt):
If you use the dataset, please be sure to cite the following paper.Rikima Mitsuhashi, Yong Jin, Katsuyoshi Iida, Takahiro Shinagawa, and Yoshiaki Takai,"Detection of DGA-based Malware Communications from DoH Traffic Using Machine Learning Analysis,"2023 IEEE 20th Consumer Communications & Networking Conference (CCNC), 2023.https://ieeexplore.ieee.org/document/10059835 | | CIRA-CIC-DoHBrw-2020-and-DoH-DGA-Malware-Traffic-HKD.zip:
If you use the dataset, please be sure to cite the following papers because the dataset has data from the CIRA-CIC-DoHBrw-2020 [1] and DoH-DGA-Malware-Traffic-HKD [2] datasets.
Mohammadreza MontazeriShatoori, Logan Davidson, Gurdip Kaur, and Arash Habibi Lashkari,"Detection of DoH Tunnels using Time-series Classification of Encrypted Traffic,"The 5th IEEE Cyber Science and Technology Congress, Calgary, Canada, August 2020. https://ieeexplore.ieee.org/document/9251211
Rikima Mitsuhashi, Yong Jin, Katsuyoshi Iida, Takahiro Shinagawa, and Yoshiaki Takai,"Detection of DGA-based Malware Communications from DoH Traffic Using Machine Learning Analysis,"2023 IEEE 20th Consumer Communications & Networking Conference (CCNC), 2023.https://ieeexplore.ieee.org/document/10059835 | | References:
[1] CIRA-CIC-DoHBrw-2020 (https://www.unb.ca/cic/datasets/dohbrw-2020.html)
[2] DoH-DGA-Malware-Traffic-HKD (https://github.com/rikima-mitsuhashi/DoH-DGA-Malware-Traffic-HKD/) | | Updates:
README.txt and CIRA-CIC-DoHBrw-2020-and-DoH-DGA-Malware-Traffic-HKD.zip were added on March 27, 2023. |
| (Relation)isRequiredBy: | R. Mitsuhashi, Y. Jin, K. Iida, T. Shinagawa and Y. Takai, "Detection of DGA-based Malware Communications from DoH Traffic Using Machine Learning Analysis," 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC), Las Vegas, NV, USA, 2023, pp. 224-229, doi: 10.1109/CCNC51644.2023.10059835. |
| Type: | dataset |
| URI: | http://hdl.handle.net/2115/86574 |
| Appears in Collections: | 情報基盤センター (Information Initiative Center) > データセット（Dataset）
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Submitter: 飯田 勝吉
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