loading...
 This Article 
   
 Share 
   
 Bibliographic References 
   
 Add to: 
 
Digg
Furl
Spurl
Blink
Simpy
Google
Del.icio.us
Y!MyWeb
 
 Search 
   
The Second International Conference on Availability, Reliability and Security (ARES'07)
An Application of Learning Problem in Anomaly-based Intrusion Detection Systems
Vienna, Austria
April 10-April 13
ISBN: 0-7695-2775-2
ASCII Text
x 
 
Veselina G. Jecheva, Evgeniya P. Nikolova, "An Application of Learning Problem in Anomaly-based Intrusion Detection Systems," Availability, Reliability and Security, International Conference on, pp. 853-860, The Second International Conference on Availability, Reliability and Security (ARES'07), 2007.
 
 
BibTex
x
 
@article{ 10.1109/ARES.2007.35,
author = {Veselina G. Jecheva and Evgeniya P. Nikolova},
title = {An Application of Learning Problem in Anomaly-based Intrusion Detection Systems},
journal ={Availability, Reliability and Security, International Conference on},
volume = {0},
year = {2007},
isbn = {0-7695-2775-2},
pages = {853-860},
doi = {http://doi.ieeecomputersociety.org/10.1109/ARES.2007.35},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Availability, Reliability and Security, International Conference on
TI - An Application of Learning Problem in Anomaly-based Intrusion Detection Systems
SN - 0-7695-2775-2
SP853
EP860
A1 - Veselina G. Jecheva,
A1 - Evgeniya P. Nikolova,
PY - 2007
KW - null
VL - 0
JA - Availability, Reliability and Security, International Conference on
ER -
 
Veselina G. Jecheva, Burgas Free University
Evgeniya P. Nikolova, Burgas Free University
The present paper introduces an approach to anomalybased intrusion detection using the Hidden Markov Models (HMM) and the BCJR decoding algorithm. The main idea is to distinguish the normal traces of user activity from abnormal ones using the BCJR decoding algorithm applied in conjunction with HMM parameters adjustment using the gradient based method. Some results from the conducted simulation experiments are introduced as well.
Citation:
Veselina G. Jecheva, Evgeniya P. Nikolova, "An Application of Learning Problem in Anomaly-based Intrusion Detection Systems," ares, pp.853-860, The Second International Conference on Availability, Reliability and Security (ARES'07), 2007
Usage of this product signifies your acceptance of the Terms of Use.