DocumentCode :
249230
Title :
A fuzzy closeness centrality using andness-direction to control degree of closeness
Author :
Davidsen, Soren Atmakuri ; Padmavathamma, M.
Author_Institution :
Dept. of Comput. Sci., Sri Venkateswara Univ., Tirupati, India
fYear :
2014
fDate :
19-20 Aug. 2014
Firstpage :
203
Lastpage :
208
Abstract :
Centrality measures have many practical uses in network analysis, where closeness centrality is one of the original measures introduced by Freeman. Closeness centrality is a measure of how close a node is to all other nodes. Typically it is used as a measure of how fast information will spread from one node in a network to all other nodes, or, in a network planning situation which nodes are favorable starting points. In this paper we propose a novel parametric fuzzy closeness measure which allows relaxation on the condition of all other nodes. The measure is defined for unweighted networks, and evaluate both on an exemplary network and a real network with synthesized errors introduced. Evaluation indicate that the fuzzy network measure provides new information for closeness centrality in networks not provided by the classical measure, and that the measure is more robust to observation errors in the network. Finally, ideas for a measure for weighted networks is discussed.
Keywords :
fuzzy control; observability; andness-direction; centrality measures; closeness degree; fuzzy closeness centrality; fuzzy network measure; network analysis; network planning situation; observation errors; parametric fuzzy closeness measure; synthesized errors; unweighted networks; Correlation; Level measurement; Measurement uncertainty; Open wireless architecture; Robustness; Vectors; Weight measurement; fuzzy logic; network analysis; network centrality; network planning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Networks & Soft Computing (ICNSC), 2014 First International Conference on
Conference_Location :
Guntur
Print_ISBN :
978-1-4799-3485-0
Type :
conf
DOI :
10.1109/CNSC.2014.6906711
Filename :
6906711
Link To Document :
بازگشت