The application of k-means algorithm based on 2-SVM in Intrusion System
Shizhen Zhao, Qiang Yu, Yu Vincent Fu, Wei Song · 2015
After analyzing the superiority and the deficiency of K-means clustering algorithm, the author put forwards the IDS based on the 2-SVM, according to the research achievement on SVM in the field of IDS.The result shows that this algorithm can avoid the problem of decreasing detection rate by local optimum while using the K-means clustering algorithm alone.