| Presentation | 2021-01-23 Consideration of evaluation datasets for DNS tunnel detection research Tetsuya Asakura, Takeo Tatsumi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this research, we considered of evaluation datasets for dns tunnel detection research. In this field, there are not standard evaluation datasets, and it is difficult unified view of evaluation. Especially, unique datasets have been used for anomalous data in each study. Therefore, we reviewed abnormal datasets in Literatures, and considered of evaluation datasets. Especially, we considered of known and unknown best evaluation datasets for DNS tunnel detection research by domain name in DNS query. And, we propose our considered tool. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | DNS Tunnel / DNS Tunneling / Domain Name / Machine learning / Unsupervised learning |
| Paper # | KBSE2020-32 |
| Date of Issue | 2021-01-16 (KBSE) |
| Conference Information | |
| Committee | KBSE |
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| Conference Date | 2021/1/23(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | General, Student |
| Chair | Hiroyuki Nakagawa(Osaka Univ.) |
| Vice Chair | Takuya Saruwatari(NTT Data) |
| Secretary | Takuya Saruwatari(OKI) |
| Assistant | Shinpei Ogata(Shinshu Univ.) / Erina Nakihara(Doshisha Univ,) |
| Paper Information | |
| Registration To | Technical Committee on Knowledge-Based Software Engineering |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Consideration of evaluation datasets for DNS tunnel detection research |
| Sub Title (in English) | |
| Keyword(1) | DNS Tunnel |
| Keyword(2) | DNS Tunneling |
| Keyword(3) | Domain Name |
| Keyword(4) | Machine learning |
| Keyword(5) | Unsupervised learning |
| 1st Author's Name | Tetsuya Asakura |
| 1st Author's Affiliation | The Open University of Japan(OUJ) |
| 2nd Author's Name | Takeo Tatsumi |
| 2nd Author's Affiliation | The Open University of Japan(OUJ) |
| Date | 2021-01-23 |
| Paper # | KBSE2020-32 |
| Volume (vol) | vol.120 |
| Number (no) | KBSE-334 |
| Page | pp.pp.19-24(KBSE), |
| #Pages | 6 |
| Date of Issue | 2021-01-16 (KBSE) |