A split-and-transfer flow based entropic centrality
The notion of entropic centrality measures how central a node is in terms of how uncertain the destination of a flow starting at this node is: the more uncertain the destination, the more well connected and thus central the node is deemed. This implicitly assumes that the flow is indivisible, and at...
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sg-ntu-dr.10356-1366462021-01-18T04:50:21Z A split-and-transfer flow based entropic centrality Oggier, Frédérique Phetsouvanh, Silivanxay Datta, Anwitaman School of Computer Science and Engineering School of Physical and Mathematical Sciences Engineering::Computer science and engineering Entropy Centrality The notion of entropic centrality measures how central a node is in terms of how uncertain the destination of a flow starting at this node is: the more uncertain the destination, the more well connected and thus central the node is deemed. This implicitly assumes that the flow is indivisible, and at every node, the flow is transferred from one edge to another. The contribution of this paper is to propose a split-andtransfer flow model for entropic centrality, where at every node, the flow can actually be arbitrarily split across choices of neighbours. We show how to map this to an equivalent transfer entropic centrality set-up for the ease of computation, and carry out three case studies (an airport network, a cross-shareholding network and a Bitcoin transactions subnetwork) to illustrate the interpretation and insights linked to this new notion of centrality. Published version 2020-01-09T01:19:53Z 2020-01-09T01:19:53Z 2019 Journal Article Oggier, F., Phetsouvanh, S., & Datta, A. (2019). A split-and-transfer flow based entropic centrality. PeerJ Computer Science, 5e220-. doi:10.7717/peerj-cs.220 2376-5992 https://hdl.handle.net/10356/136646 10.7717/peerj-cs.220 2-s2.0-85074135856 e220 en PeerJ Computer Science https://doi.org/10.21979/N9/WM0K5W https://doi.org/10.21979/N9/IEPBXV © 2019 Oggier et al. Distributed under Creative Commons CC-BY 4.0 application/pdf |
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Engineering::Computer science and engineering Entropy Centrality Oggier, Frédérique Phetsouvanh, Silivanxay Datta, Anwitaman A split-and-transfer flow based entropic centrality |
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The notion of entropic centrality measures how central a node is in terms of how uncertain the destination of a flow starting at this node is: the more uncertain the destination, the more well connected and thus central the node is deemed. This implicitly assumes that the flow is indivisible, and at every node, the flow is transferred from one edge to another. The contribution of this paper is to propose a split-andtransfer flow model for entropic centrality, where at every node, the flow can actually be arbitrarily split across choices of neighbours. We show how to map this to an equivalent transfer entropic centrality set-up for the ease of computation, and carry out three case studies (an airport network, a cross-shareholding network and a Bitcoin transactions subnetwork) to illustrate the interpretation and insights linked to this new notion of centrality. |
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School of Computer Science and Engineering |
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School of Computer Science and Engineering Oggier, Frédérique Phetsouvanh, Silivanxay Datta, Anwitaman |
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Article |
author |
Oggier, Frédérique Phetsouvanh, Silivanxay Datta, Anwitaman |
author_sort |
Oggier, Frédérique |
title |
A split-and-transfer flow based entropic centrality |
title_short |
A split-and-transfer flow based entropic centrality |
title_full |
A split-and-transfer flow based entropic centrality |
title_fullStr |
A split-and-transfer flow based entropic centrality |
title_full_unstemmed |
A split-and-transfer flow based entropic centrality |
title_sort |
split-and-transfer flow based entropic centrality |
publishDate |
2020 |
url |
https://hdl.handle.net/10356/136646 https://doi.org/10.21979/N9/WM0K5W https://doi.org/10.21979/N9/IEPBXV |
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1690658291094388736 |