Abstract: Systems and methods of detecting distributed attacks that pose a threat affecting more than one node in the network. The distributed attacks include events that appear normal or innocuous when viewed locally at any node. The systems and methods include reference global profiles and detection global profiles corresponding to activities or events of interest on the network.