Proceedings of the 2018 2nd International Conference on Advances in Energy, Environment and Chemical Science (AEECS 2018)

Research on Feature Construction for Polymorphous Clone of Distributed Reflection Denial of Service Attack Traffic

Authors
Chanjuan Zhang, Xiaorui Gong, Zhenyu Song
Corresponding Author
Chanjuan Zhang
Available Online March 2018.
DOI
10.2991/aeecs-18.2018.45How to use a DOI?
Keywords
DRDoS, Clone, Feature selection, Apriori, Filter, Wrapper.
Abstract

Polymorphous clone of Distributed Reflective Denial of Service Attack traffic has great significance for DRDoS's demonstration, verification, defense, evaluation and scenarios that require DRDoS attack traffic. This paper studies a construction method of features in polymorphous clone of DRDoS attack traffic. Based on knowledge of information entropy and mutual information, traffic features were established from two perspectives of the content and statistical properties for clone of DRDoS attack traffic. It used a machine learning algorithm called Apriori, the filter feature selection and the wrapper mode of Random Generation plus Sequential Selection. By analysis of the NTP Distributed Reflective Denial of Service attack traffic which were collected and as the sample traffic, a feature set including 27 features are used as the attack traffic's features.

Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Download article (PDF)

Volume Title
Proceedings of the 2018 2nd International Conference on Advances in Energy, Environment and Chemical Science (AEECS 2018)
Series
Advances in Engineering Research
Publication Date
March 2018
ISBN
978-94-6252-479-8
ISSN
2352-5401
DOI
10.2991/aeecs-18.2018.45How to use a DOI?
Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Chanjuan Zhang
AU  - Xiaorui Gong
AU  - Zhenyu Song
PY  - 2018/03
DA  - 2018/03
TI  - Research on Feature Construction for Polymorphous Clone of Distributed Reflection Denial of Service Attack Traffic
BT  - Proceedings of the 2018 2nd International Conference on Advances in Energy, Environment and Chemical Science (AEECS 2018)
PB  - Atlantis Press
SP  - 265
EP  - 271
SN  - 2352-5401
UR  - https://doi.org/10.2991/aeecs-18.2018.45
DO  - 10.2991/aeecs-18.2018.45
ID  - Zhang2018/03
ER  -