Temporal Alignment of Reddit Network Embeddings
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|Title:||Temporal Alignment of Reddit Network Embeddings||Authors:||Grayson, Siobhán
|Permanent link:||http://hdl.handle.net/10197/10669||Date:||12-Dec-2018||Online since:||2019-05-27T14:20:07Z||Abstract:||Motivated by the concepts and findings being developed for diachronic word embeddings, in this paper, we explore how the application of the same principles can be leveraged to study structural roles from a temporal perspective. In the same way words with a similar meaning will repetitively appear in the same contexts, structural roles in graphs are also defined by the topological company that they keep. However, structurally equivalent roles may or may not occur in close proximity within a graph. Our goal is to map the participants of the popular social media website Reddit1, into an embedding space that best represents the similarity of the structural roles that they occupy and to then measure how their roles change over time.||Funding Details:||Science Foundation Ireland||Type of material:||Conference Publication||Publisher:||Springer||Keywords:||Structural roles; Reddit; Graph algorithms; Struc2vec; Orthogonal Procrustes||Other versions:||https://www.complexnetworks.org/#home-section||Language:||en||Status of Item:||Peer reviewed||Is part of:||Aiello, L.M., Cherifi, C., Cherifi, H., Lambiotte, R., Lio, P., Rocha, L.M. (eds.). Complex Networks and Their Applications Proceedings The 7th International Conference on Complex Networks and Their Applications COMPLEX NETWORKS 2018||Conference Details:||The 7th International Conference on Complex Networks and their Applications, Cambridge, United Kingdom, 11-13 December 2018|
|Appears in Collections:||Insight Research Collection|
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