Intrusion detection is an important means to protect system security by detecting intrusions or intrusion attempts on the through operational behaviors, logs, and data audit. However, existing systems suffer from incomplete feature extraction low classification accuracy, which affects effect. To this end, paper proposes model that fuses residual network (RESNET) parallel crossconvolutional neur...

We examine the problem of building or fortifying a network to defend against enemy attack scenarios. In particular, we examine the case in which an enemy can destroy all or part of the arcs that we construct on the network, subject to some interdiction budget. This problem takes the form of a three-level, two-player game, in which we act first to construct our network and simultaneously transmi...

System administrators frequently use Intrusion Detection and Prevention Systems (IDPS) and host security mechanisms, such as firewalls and mandatory access control, to protect their hosts from remote adversaries. The usual techniques for placing network monitoring and intrusion prevention apparatuses in the network do not account for host flows and fail to defend against vulnerabilities resulti...

In this paper, we first make the observation that it is possible for a network to well support multi-services by utilizing the diverse user requirements and the Internet traffic characteristics. Motivated by this observation, we propose a harmonious priority-based multi-services support scheme (HARP) to treat flows using different criteria based on their service requirements. HARP uses a Discre...