Research Article

Mining Network Traffic with the -Means Clustering Algorithm for Stepping-Stone Intrusion Detection

Table 1

All notations used in this paper.

XA random variable
μMean of a random variable
σStandard derivation
kThe number of clusters
ciThe center of the i-th clusters,
CThe set of k centers
Dataset-jA dataset of RTT values;
Standard derivation based on the current cluster
Standard derivation based on the updated cluster