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REAL-GUARD
- Source :
- CIAT
- Publication Year :
- 2020
- Publisher :
- ACM, 2020.
-
Abstract
- Software Defined Network (SDN) is a new networking technology with the advantages of separating data forwarding plane from the control plane, and a growing number of traditional network attacks are left to this new network architecture. However, current solutions only concentrate on several special attacks in SDN and bring out a variety of overhead. In this paper, we consider two levels detection in data forwarding plane: packet level and flow level. We proposed an efficient, effective, real-time and machine learning based mechanism, called REAL-GUARD, to detect and defend network security threats with decision tree methods and without any extra devices. The experiments prove that our mechanism can defend scanning attacks and detect flooding attacks effectively with low additional performance overhead.
- Subjects :
- Network architecture
Guard (information security)
business.industry
Computer science
Network packet
Network security
Machine learning
computer.software_genre
Flooding (computer networking)
Forwarding plane
Overhead (computing)
Artificial intelligence
business
Software-defined networking
computer
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Proceedings of the 2020 International Conference on Cyberspace Innovation of Advanced Technologies
- Accession number :
- edsair.doi...........7cda3c0b30995a723d87d5503ef448d1
- Full Text :
- https://doi.org/10.1145/3444370.3444612