Network anomaly detection using time series analysis

Proceedings of the Joint International Conference on Autonomic and Autonomous Systems and International Conference on Networking and Services, ICAS/ICNS 2005

Volumn 2005, Issue , 2005, Pages 42-

  Qingtao, Wu ^a   Zhiqing, Shao ^a  

^a EAST CHINA UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

CORRELATION METHODS; DATA REDUCTION; REGRESSION ANALYSIS; TELECOMMUNICATION TRAFFIC; TIME SERIES ANALYSIS;

AUTO-REGRESSIVE (AR) PROCESS; MANAGEMENT INFORMATION BASE (MIB); NETWORK ANOMALY DETECTION;

COMPUTER NETWORKS;

EID: 33845317594     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICAS-ICNS.2005.69     Document Type: Conference Paper

References (14)

1. Seong Soo Kim, A.L. Narasimha Reddy etc, "Detecting Traffic Anomalies through Aggregate Analysis of Packet Header Data", NETWORKING 2004, 2004, pp. 1047-1059.
2. K. McCloghrie, M. Rose, "Management Information Base for Network Management of TCP/IP-based internets:MIB-II", RFC 1213, March 2001.
3. Peter J. Brockwell, Richard A. Davis, Time Series: Theory and Methods. Springer-Verlag, New York, 2001.
4. Sanjay Rawat and Challa S. Sastry, "Network Intrusion Detection Using Wavelet Analysis", CIT 2004, LNCS 3356, 2004, pp. 224-232.
5. Marina Thottan and Chuanyi Ji, "Anomaly Detection in IP Networks", IEEE Transactions on Signal Processing, Vol. 51, No. 8, 2003, pp. 2191-2204.
6. N. Brownlee, "Using NeTraMet for production traffic measurement", 7th International Symposium on Integrated Network Management, IEEE Computer Society Press, Seattle, USA, 2001, pp. 213-226.
7. Matthew V. Mahoney, "Network Traffic Anomaly Detection Based on Packet Bytes", Proc. ACM-SAC 2003, Melbourne FL, USA, 2003, pp. 346-350.
8. Ke Wang and Salvatore J. Stolfo, "Anomalous Payload-based Network Intrusion Detection", RAID 2004, LNCS 4224, 2004, pp. 203-222.
9. Manikantan Ramadas, Shawn Ostermann and Brett Tjaden, "Detecting Anomalous Network Traffic with Self-organizing Maps", RAID 2003, LNCS 2820, 2003, pp. 36-54.
10. J. J. Hoagland, SPADE: Silicon Defense, http://silicondefence.com/software/spice/index.html. 2004.
11. Matthew V. Mahoney and Philip K. Chaen, "PHAD: Packet Header Anomaly Detection for Indentifying Hostile Network Traffic", Florida Tech. technical report CS-2001-4, 2001.
12. Seong Soo Kim, A.L. Narasimha Reddy and Marina Vannucci, "Detecting Traffic Anomalies Using Discrete Wavelet Transform", ICOIN 2004, LNCS 3090, 2004, pp. 951-961.
13. Sanjay Rawat and Challa S. Sastry, "Network Intrusion Detection Using Wavelet Analysis", CIT 2004, LNCS 3356, 2004, pp. 224-232.
14. Paul Barford, Jeffery Kline, David Plonka and Amos Ron, "A Signal Analysis of Network Traffic Anomalies", Proc. of ACM SIGCOMM Internet Measurement Workshop, 2002, pp. 71-82.