TY - GEN
T1 - A multi-agent intelligence hybrid system technique for detection and defense of DDoS attacks
AU - Chen, Hsia Hsiang
AU - Huang, Shih-Kun
N1 - Publisher Copyright:
© 2015 The authors and IOS Press. All rights reserved.
PY - 2015
Y1 - 2015
N2 - In the paper, we propose the distributed detection and identification multi-agent system (DDIMAS) framework that is the first attempt to apply in solving distributed denial of service (DDoS) problem. It includes three stages which are information heuristic rule, meta-heuristic algorithm and backward and forward search (BFS) rule, respectively. Moreover, the framework is a flexible architecture that can incorporate into other algorithms or rules to improve the overall performance. From the evaluation design, the experiment results show that our method is with higher detection rate and better accuracy than standard repositories. The proposed framework resolves issues in other swarm optimization algorithms and reveals that the performance of DDIMAS is better than existing methods and the adaptive meta-heuristic algorithm framework outperforms other methods for detecting DDoS attacks.
AB - In the paper, we propose the distributed detection and identification multi-agent system (DDIMAS) framework that is the first attempt to apply in solving distributed denial of service (DDoS) problem. It includes three stages which are information heuristic rule, meta-heuristic algorithm and backward and forward search (BFS) rule, respectively. Moreover, the framework is a flexible architecture that can incorporate into other algorithms or rules to improve the overall performance. From the evaluation design, the experiment results show that our method is with higher detection rate and better accuracy than standard repositories. The proposed framework resolves issues in other swarm optimization algorithms and reveals that the performance of DDIMAS is better than existing methods and the adaptive meta-heuristic algorithm framework outperforms other methods for detecting DDoS attacks.
KW - distributed denial of service
KW - meta-heuristic algorithm
KW - swarm optimization algorithm
UR - http://www.scopus.com/inward/record.url?scp=84926454586&partnerID=8YFLogxK
U2 - 10.3233/978-1-61499-484-8-125
DO - 10.3233/978-1-61499-484-8-125
M3 - Conference contribution
AN - SCOPUS:84926454586
T3 - Frontiers in Artificial Intelligence and Applications
SP - 125
EP - 139
BT - Intelligent Systems and Applications - Proceedings of the International Computer Symposium, ICS 2014
A2 - Chu, William Cheng-Chung
A2 - Chao, Han-Chieh
A2 - Yang, Stephen Jenn-Hwa
PB - IOS Press
T2 - International Computer Symposium, ICS 2014
Y2 - 12 December 2014 through 14 December 2014
ER -