Intrusion Detection Network Based on Fuzzy C-Means and Particle Swarm Optimization
Zhongxing Zhang, Baoping Gu · Atlantis Press eBooks · 2015
Based on the Fuzzy C-Means algorithm, we proposed the PSO-FCM algorithm combining the Fuzzy C-Means with PSO. Then KDD cup 99 dataset was applied to algorithm, the experiments indicate that the PSO-FCM algorithm can avoid the inherent shortcomings of the FCM algorithm, and has higher detection performance with detection rate rising and false alarm rate falling. In addition, we compare the performance of PSO-FCM with other clustering; it can be more satisfactory results.