Ensemble-based DDoS detection and mitigation model


Autoria(s): Bhatia, Sajal; Schmidt, Desmond; Mohay, George M.
Data(s)

01/11/2012

Resumo

This work-in-progress paper presents an ensemble-based model for detecting and mitigating Distributed Denial-of-Service (DDoS) attacks, and its partial implementation. The model utilises network traffic analysis and MIB (Management Information Base) server load analysis features for detecting a wide range of network and application layer DDoS attacks and distinguishing them from Flash Events. The proposed model will be evaluated against realistic synthetic network traffic generated using a software-based traffic generator that we have developed as part of this research. In this paper, we summarise our previous work, highlight the current work being undertaken along with preliminary results obtained and outline the future directions of our work.

Formato

application/pdf

Identificador

http://eprints.qut.edu.au/54505/

Relação

http://eprints.qut.edu.au/54505/1/54505.pdf

DOI:10.1145/2388576.2388587

Bhatia, Sajal, Schmidt, Desmond, & Mohay, George M. (2012) Ensemble-based DDoS detection and mitigation model. In 2012 Fifth International Conference On Security of Information and Networks, Jaipur, India, pp. 79-86.

Direitos

Copyright 2012 ACM

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Fonte

School of Electrical Engineering & Computer Science; Information Security Institute; Science & Engineering Faculty

Palavras-Chave #080303 Computer System Security #DDoS attacks #Network Traffic Analysis #Flash Events #Modelling #Synthetic Traffic Generation #MIB Data Analysis
Tipo

Conference Paper