Title :
Research on intrusion detection systems based on Levenberg-Marquardt algorithm
Author :
Ling, Ming-qing ; Liu, Wei-wei
Author_Institution :
Sch. of Comput. & Inf. Technol., Beijing Jiaotong Univ., Beijing
Abstract :
Intrusion detection system is a hot spot in the researching domain of information security. The paper puts forward an intrusion detection model called LMBP. Firstly the paper does a research on different optimal algorithms of BP (back propagation) networks and then combines improved BP algorithm with Levenberg-Marquardt algorithm to device LMBP. Based on this model the LM-HIDS intrusion detection system is established. The result of the experiment shows that it is an efficient way to detect host intrusion by applying Levenberg-Marquardt algorithm to optimize BP network.
Keywords :
backpropagation; security of data; Levenberg-Marquardt algorithm; backpropagation networks; information security; intrusion detection systems; Cybernetics; Databases; Hardware; Information security; Information technology; Intrusion detection; Machine learning; Machine learning algorithms; Military computing; Polynomials; Information security; Intrusion detection; LM algorithm; Neural Network;
Conference_Titel :
Machine Learning and Cybernetics, 2008 International Conference on
Conference_Location :
Kunming
Print_ISBN :
978-1-4244-2095-7
Electronic_ISBN :
978-1-4244-2096-4
DOI :
10.1109/ICMLC.2008.4621045
