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Visualization of Evolving Large Scale Ego-Networks

Title
Visualization of Evolving Large Scale Ego-Networks
Type
Article in International Conference Proceedings Book
Year
2015
Authors
Sarmento, R
(Author)
Other
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Cordeiro, M
(Author)
Other
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João Gama
(Author)
FEP
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Authenticus ID: P-00G-SYV
Abstract (EN): Large scale social networks streaming and visualization has been a hot topic in recent research. Researchers strive to achieve efficient streaming methods and to be able to gather knowledge from the results. Moreover treating the data as a continuous real time flow is a demand for immediate response to events in daily life. Our contribution is to treat the data as a continuous stream and represent it by streaming the egocentric networks (Ego-Networks) for particular nodes. We propose a non-standard node forgetting factor in the representation of the network data stream. Thus, this representation is sensible to recent events in users networks and less sensible for the past node events. The aim of these techniques is the visualization of large scale Ego-Networks from telecommunications social networks with power law distributions.
Language: English
Type (Professor's evaluation): Scientific
No. of pages: 3
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