Subject of research is complex networks and network systems. The network system is defined as a complex network in which the flows are moved. Classification of flows in the network is carried out on the basis of ordering and continuity. It is shown that complex networks with different types of flows generate various network systems. Flow analogues of the basic concepts of the theory of complex ...

There are numerous methods of identifying network-based attacks using machine learning, but processing complexity often constrains it to analyses previously captured traffic retroactively identify attacks. This paper investigates learning for early detection in progress with minimal preprocessing. We transform raw network data directly into formats suitable several and deep models including Ran...

Pedestrian flow models are useful for the design and operation of pedestrian spaces. This article describes a macroscopic model flows through networks composed bidirectional corridors that connected by multidirectional intersections. The proposed builds on an existing fundamental diagram to define sending receiving flows, it relies incremental transfer principle across nodes with arbitrary numb...

--Recent measurement based studies reveal that most of the Internet connections are short in terms of the amount of traffic they carry, while a small fraction of the connections are carrying a large portion of the traffic.. Most of these short flows are from interactive applications like telnet, gaming that use TCP protocol for connection establishment and data transfer. These short TCP flows s...

Network information flow emerged as a fertile research ground over a decade ago, with the advent of network coding that encourages information flows to be encoded when they meet within a data network. In this work, we propose the problem of space information flow — the transmission of information flows in a geometric space, instead of in a fixed, existing network topology. In this new model, in...

Researches have unveiled that about 85% of current Internet traffic is contributed by TCP flows, and the network stability mostly depends on end-to-end TCP congestion control. This paper studies the performance of various queue management algorithms implemented in current Internet routers when unresponsive high-rate malicious flows coexist in the network. Our analysis is based on large scale si...

Real time internet traffic classification is imperative for service discrimination, network security and network monitoring. Classification of traffic depends on initial first few network packets of full flows of captured IP traffic. Practically, the real world framework situation expects correct conclusion of classification well before a flow has ended even if the start of the Traffic flow is ...