Hybrid Modified K-Means with C4.5 for Intrusion Detection Systems in Multiagent Systems.
作者： Wathiq Laftah Al-Yaseen , Zulaiha Ali Othman , Mohd Zakree Ahmad Nazri
DOI: 10.1155/2015/294761
关键词:
摘要: Presently, the processing time and performance of intrusion detection systems are of great importance due to the increased speed of traffic data networks and a growing number of …
hindawi.com
core.ac.uk
safetylit.org参考文章(53)
Gürsel Serpen, Maheshkumar Sabhnani, Application of Machine Learning Algorithms to KDD Intrusion Detection Dataset within Misuse Detection Context. MLMTA. pp. 209- 215 ,(2003)
Chaker Katar, Combining Multiple Techniques for Intrusion Detection ,(2006)
Hung-Jen Liao, Chun-Hung Richard Lin, Ying-Chih Lin, Kuang-Yuan Tung, Review: Intrusion detection system: A comprehensive review Journal of Network and Computer Applications. ,vol. 36, pp. 16- 24 ,(2013) , 10.1016/J.JNCA.2012.09.004
P. Kannadiga, M. Zulkernine, DIDMA: a distributed intrusion detection system using mobile agents software engineering artificial intelligence networking and parallel distributed computing. pp. 238- 245 ,(2005) , 10.1109/SNPD-SAWN.2005.31
Srinivasulu Pamidi, V Valli Kumari, Nagaraju Devarakonda, A Govardhan, Integrated Bayes Network and Hidden Markov Model for Host based IDS International Journal of Computer Applications. ,vol. 41, pp. 45- ,(2012)
Martin Roesch, Snort - Lightweight Intrusion Detection for Networks usenix large installation systems administration conference. pp. 229- 238 ,(1999)
A. M. Chandrasekhar, K. Raghuveer, Intrusion detection technique by using k-means, fuzzy neural network and SVM classifiers international conference on computer communication and informatics. pp. 1- 7 ,(2013) , 10.1109/ICCCI.2013.6466310
Amuthan Prabakar Muniyandi, R. Rajeswari, R. Rajaram, Network Anomaly Detection by Cascading K-Means Clustering and C4.5 Decision Tree algorithm Procedia Engineering. ,vol. 30, pp. 174- 182 ,(2012) , 10.1016/J.PROENG.2012.01.849
J.M Peña, J.A Lozano, P Larrañaga, An empirical comparison of four initialization methods for the K-Means algorithm Pattern Recognition Letters. ,vol. 20, pp. 1027- 1040 ,(1999) , 10.1016/S0167-8655(99)00069-0
Levent Koc, Thomas A. Mazzuchi, Shahram Sarkani, A network intrusion detection system based on a Hidden Naïve Bayes multiclass classifier Expert Systems With Applications. ,vol. 39, pp. 13492- 13500 ,(2012) , 10.1016/J.ESWA.2012.07.009