%0 Conference Proceedings
%T On the Evolution of Complex Network Topology Under Network Churn
%+ Institute of Communication and Computer Systems (ICCS)
%A Karyotis, Vasileios
%A Stai, Eleni
%A Papavassiliou, Symeon
%Z Part 6: Network Modeling
%< avec comité de lecture
%( Lecture Notes in Computer Science
%B 14th International Conference on Wired/Wireless Internet Communication (WWIC)
%C Thessaloniki, Greece
%Y Lefteris Mamatas
%Y Panagiotis Papadimitriou
%Y Ibrahim Matta
%Y Yevgeni Koucheryavy
%3 Wired/Wireless Internet Communications
%V LNCS-9674
%P 227-240
%8 2016-05-25
%D 2016
%R 10.1007/978-3-319-33936-8_18
%K Network evolution
%K Complex networks
%K Social network analysis metrics
%K Future Internet
%K Edge churn
%Z Computer Science [cs]
%Z Computer Science [cs]/Networking and Internet Architecture [cs.NI]Conference papers
%X The future Internet is becoming more diverse, incorporating heterogeneous access networks. The latter are characterized by numerous devices that join/leave the network dynamically, creating intense churn patterns. New approaches to analyze and quantify churn-induced network evolution are required. In this paper, we address such need by introducing a new analysis framework that maps network evolution into trajectories in multi-dimensional vector spaces. Each network instance is characterized by a feature vector, indicating network properties of interest. To demonstrate the potentials of this approach, we exemplify and study the effect of edge churn on various complex topologies, frequently emerging in various communications environments. We investigate via simulation the impact of network evolution, by quantifying its effect on key network analysis metrics, such as the clustering coefficient and the plethora of centrality metrics, employed at large for analyzing topologies and designing applications. The proposed framework aspires to establish more holistic and efficient complex network control.
%G English
%Z TC 6
%Z WG 6.2
%2 https://inria.hal.science/hal-01434854/document
%2 https://inria.hal.science/hal-01434854/file/417220_1_En_18_Chapter.pdf
%L hal-01434854
%U https://inria.hal.science/hal-01434854
%~ IFIP-LNCS
%~ IFIP
%~ IFIP-TC
%~ IFIP-TC6
%~ IFIP-LNCS-9674
%~ IFIP-WG6-2
%~ IFIP-WWIC