Predicting User Roles in Social Networks using Transfer Learning with Feature Transformation

How can we recognise social roles of people, given a completely unlabelled social network? We present a transfer learning approach to network role classification based on feature transformations from each network's local feature distribution to a global feature space. Experiments are carried ou...

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Bibliographic Details
Published in:arXiv.org 2016-11
Main Authors: Sun, Jun, Kunegis, Jérôme, Staab, Steffen
Format: Article
Language:English
Subjects:
Feature recognition
Social networks
Transformations
Online Access:Get full text
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Summary:How can we recognise social roles of people, given a completely unlabelled social network? We present a transfer learning approach to network role classification based on feature transformations from each network's local feature distribution to a global feature space. Experiments are carried out on real-world datasets. (See manuscript for the full abstract.)
ISSN:2331-8422
DOI:10.48550/arxiv.1611.02941