TY - GEN
T1 - Node centrality awareness Via swarming effects
AU - Mocanu, Decebal Constantin
AU - Exarchakos, Georgios
AU - Liotta, Antonio
PY - 2014
Y1 - 2014
N2 - Centralization is a weakness in large scale dynamic topologies and, thus, collaboratively electing at runtime the most impactful (central) nodes is necessary to ensure reliability. However, little has been achieved in measuring the centrality of nodes in an accurate, fast, decentralized and with low overhead method. This paper proposes a swarm-inspired approach (DANIS) to detect the nodes that would most impact the network connectivity if removed. The idea lies on the trivial fact that the more accessible a node is, the more resources per time unit it loses. Experiments on random, scale-free and small-world graph topologies indicate that DANIS achieves higher accuracy, faster convergence and fewer communication overhead compared to other methods.
AB - Centralization is a weakness in large scale dynamic topologies and, thus, collaboratively electing at runtime the most impactful (central) nodes is necessary to ensure reliability. However, little has been achieved in measuring the centrality of nodes in an accurate, fast, decentralized and with low overhead method. This paper proposes a swarm-inspired approach (DANIS) to detect the nodes that would most impact the network connectivity if removed. The idea lies on the trivial fact that the more accessible a node is, the more resources per time unit it loses. Experiments on random, scale-free and small-world graph topologies indicate that DANIS achieves higher accuracy, faster convergence and fewer communication overhead compared to other methods.
UR - https://www.scopus.com/pages/publications/84938085778
U2 - 10.1109/SMC.2014.6973878
DO - 10.1109/SMC.2014.6973878
M3 - Conference contribution
AN - SCOPUS:84938085778
T3 - Proceedings IEEE International Conference on Systems, Man and Cybernetics
SP - 19
EP - 24
BT - 2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC)
PB - IEEE
CY - Piscataway, NJ
T2 - IEEE International Conference on Systems, Man, and Cybernetics, SMC 2014
Y2 - 5 October 2014 through 8 October 2014
ER -