Title :
Research on Intrusion Prevention System Using Imbalanced Classification
Author :
Jiannan Xu ; Yun Yang ; Jun Luo ; Xia Ding
Author_Institution :
I.W.R Dept., Naval Command Coll., Nanjing, China
Abstract :
This paper designed an intrusion prevention system based on system call traces, which refers to imbalanced Classification algorithm called I-SVDD. The penalty factor C. Selection point using Genetic Algorithm was also put forward, Experiments show the actual detection of attacks was more accurate and timeliness when using I-SVDD.
Keywords :
genetic algorithms; information systems; pattern classification; security of data; I-SVDD; genetic algorithm; imbalanced classification; intrusion prevention system; penalty factor; system call traces; Classification algorithms; Genetic algorithms; Hilbert space; Information systems; Kernel; Security; Training; IPS; Imbalaced Classification; SVDD;
Conference_Titel :
Instrumentation, Measurement, Computer, Communication and Control, 2011 First International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-0-7695-4519-6
DOI :
10.1109/IMCCC.2011.139
