Cybersecurity Text Data Classification and Optimization for CTI Systems

Ariel Rodriguez, Koji Okamura

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

抜粋

Cyber threat intelligence systems provide a way to prioritize alerts and allow security teams to focus on critical threats and utilize their resources more efficiently. One challenge in these systems comes in accurately classifying the data that is input and processed within the system which is critical to producing meaningful output. To tackle this problem, in this paper we research text-based cybersecurity data classification methods using a multi-layer keyword filtering method and unsupervised learning methods using doc2vec. We also look at how we can optimize the accuracy and efficiency of cyber threat intelligence systems through the use of ensemble learning. This research will help with prioritization of cyber threat intelligence systems which allow security teams to use their resources more efficiently.

元の言語英語
ホスト出版物のタイトルWeb, Artificial Intelligence and Network Applications - Proceedings of the Workshops of the 34th International Conference on Advanced Information Networking and Applications, WAINA 2020
編集者Leonard Barolli, Flora Amato, Francesco Moscato, Tomoya Enokido, Makoto Takizawa
出版者Springer
ページ410-419
ページ数10
ISBN(印刷物)9783030440374
DOI
出版物ステータス出版済み - 1 1 2020
イベントWorkshops of the 34th International Conference on Advanced Information Networking and Applications, WAINA 2020 - Caserta, イタリア
継続期間: 4 15 20204 17 2020

出版物シリーズ

名前Advances in Intelligent Systems and Computing
1150 AISC
ISSN(印刷物)2194-5357
ISSN(電子版)2194-5365

会議

会議Workshops of the 34th International Conference on Advanced Information Networking and Applications, WAINA 2020
イタリア
Caserta
期間4/15/204/17/20

All Science Journal Classification (ASJC) codes

  • Control and Systems Engineering
  • Computer Science(all)

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  • これを引用

    Rodriguez, A., & Okamura, K. (2020). Cybersecurity Text Data Classification and Optimization for CTI Systems. : L. Barolli, F. Amato, F. Moscato, T. Enokido, & M. Takizawa (版), Web, Artificial Intelligence and Network Applications - Proceedings of the Workshops of the 34th International Conference on Advanced Information Networking and Applications, WAINA 2020 (pp. 410-419). (Advances in Intelligent Systems and Computing; 巻数 1150 AISC). Springer. https://doi.org/10.1007/978-3-030-44038-1_37