| Full text | |
| Author(s): |
Pastana Lobato, Antonio G.
[1]
;
Lopez, Martin Andreoni
[1, 2]
;
Cardenas, Alvaro A.
[3]
;
Duarte, Otto Carlos M. B.
[1]
;
Pujolle, Guy
[2]
Total Authors: 5
|
| Affiliation: | [1] Univ Fed Rio de Janeiro, GTA, COPPE, UFRJ, Rio De Janeiro - Brazil
[2] Sorbonne Univ, Lab Informat Paris 6, CNRS, Paris - France
[3] Univ Calif Santa Cruz, Dept Comp Sci & Engn, Santa Cruz, CA 95064 - USA
Total Affiliations: 3
|
| Document type: | Journal article |
| Source: | CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE; v. 34, n. 3 AUG 2021. |
| Web of Science Citations: | 0 |
| Abstract | |
Late detection of security breaches increases the risk of irreparable damages and limits any mitigation attempts. We propose a fast and accurate threat detection and prevention architecture that combines the advantages of real-time streaming with batch processing over a historical database. We create a dataset by capturing both legitimate and malicious traffic and propose two ways of combining packets into flows, one considering a time window and the other analyzing the first few packets of each flow per period. We also investigate the effectiveness of our proposal on real-world network traces obtained from a significant Brazilian network operator providing broadband Internet to their customers. We implement and evaluate three classification algorithms and two anomaly detection methods. The results show an accuracy higher than 95% and an excellent trade-off between attack detection and false-positive rates. We further propose an improved scheme based on software defined networks that automatically prevents threats by analyzing only the first few packets of a flow. The proposal promptly and efficiently blocks threats, is robust, and can scale up, even when the attacker employs spoofed IP. (AU) | |
| FAPESP's process: | 14/50937-1 - INCT 2014: on the Internet of the Future |
| Grantee: | Fabio Kon |
| Support Opportunities: | Research Projects - Thematic Grants |
| FAPESP's process: | 15/24485-9 - Future internet for smart cities |
| Grantee: | Fabio Kon |
| Support Opportunities: | Research Projects - Thematic Grants |
| FAPESP's process: | 18/23292-0 - ACCRUE-SFI project: advanced collaborative research infrastructure for secure future internet |
| Grantee: | Otto Carlos Muniz Bandeira Duarte |
| Support Opportunities: | Regular Research Grants |