K-means Algorithm Based on Particle Swarm Optimization Algorithm for Anomaly Intrusion Detection

@article{Xiao2006KmeansAB,
  title={K-means Algorithm Based on Particle Swarm Optimization Algorithm for Anomaly Intrusion Detection},
  author={Lizhong Xiao and Zhiqing Shao and Gang Liu},
  journal={2006 6th World Congress on Intelligent Control and Automation},
  year={2006},
  volume={2},
  pages={5854-5858}
}
K-means as a clustering algorithm has been studied in intrusion detection. However, with the deficiency of global search ability it is not satisfactory. Particle swarm optimization (PSO) is one of the evolutionary computation techniques based on swarm intelligence, which has high global search ability. So K-means algorithm based on PSO (PSO-KM) is proposed in this paper. Experiment over network connection records from KDD CUP 1999 data set was implemented to evaluate the proposed method. A… CONTINUE READING
Highly Cited
This paper has 37 citations. REVIEW CITATIONS