| Presentation | 2023-01-19 Flow Classification Using Flow Collections and Deep Learning Loc Gia Nguyen, Kohei Watabe, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This study aims to explore the possibility of using collections of flows to improve classification accuracy of network flow data. The proposal uses machine learning techniques, which is effective for modeling of data. Initial empirical results show that the proposed approach has improved classification accuracy compared to previous approaches. The proposed method provides a new methodology for building classification systems. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Network / IDS / BERT / Flow-based / Machine learning |
| Paper # | IN2022-53 |
| Date of Issue | 2023-01-12 (IN) |
| Conference Information | |
| Committee | IN |
|---|---|
| Conference Date | 2023/1/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Aichi Industry & Labor Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Contents Distribution, Social Networking Services, Data Analytics and Processing Platform, Big data, etc. |
| Chair | Kunio Hato(Internet Multifeed) |
| Vice Chair | Tsutomu Murase(Nagoya Univ.) |
| Secretary | Tsutomu Murase(KDDI Research) |
| Assistant | |
| Paper Information | |
| Registration To | Technical Committee on Information Networks |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Flow Classification Using Flow Collections and Deep Learning |
| Sub Title (in English) | |
| Keyword(1) | Network |
| Keyword(2) | IDS |
| Keyword(3) | BERT |
| Keyword(4) | Flow-based |
| Keyword(5) | Machine learning |
| 1st Author's Name | Loc Gia Nguyen |
| 1st Author's Affiliation | Nagaoka University of Technology(Nagaoka Univ. of Tech.) |
| 2nd Author's Name | Kohei Watabe |
| 2nd Author's Affiliation | Nagaoka University of Technology(Nagaoka Univ. of Tech.) |
| Date | 2023-01-19 |
| Paper # | IN2022-53 |
| Volume (vol) | vol.122 |
| Number (no) | IN-342 |
| Page | pp.pp.7-12(IN), |
| #Pages | 6 |
| Date of Issue | 2023-01-12 (IN) |