Finding Fuzzy Communities in Directed Networks

Kun Zhao; Shao-Wu Zhang; Quan Pan

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Paper

Finding Fuzzy Communities in Directed Networks

In Proceedings of the 6th International Workshop on Artificial Neural Networks and Intelligent Information Processing - Workshop ANNIIP, 3-12, 2010 , Funchal, Madeira, Portugal

Authors: Kun Zhao ; Shao-Wu Zhang and Quan Pan

Affiliation: School of Automation, Northwestern Polytechnical University, China

Abstract: To comprehend the directed networks in a fuzzy view, we introduce a new matrix decomposition approach that reveals overlapping community structure in weighted and directed networks. This method decomposes a directed network into modules by optimally decomposing the asymmetric feature matrix of the directed network into two matrices separately representing the closeness degree from node to community and the closeness degree from community to node. Their combined result uncovers the community structures in a fuzzy sense in the directed networks. The illustrations on an artificial network and a word association network give reasonable results.

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Paper citation in several formats:

Zhao, K.; Zhang, S. and Pan, Q. (2010). Finding Fuzzy Communities in Directed Networks. In Proceedings of the 6th International Workshop on Artificial Neural Networks and Intelligent Information Processing - Workshop ANNIIP, (ICINCO 2010) ISBN 978-989-8425-03-4, pages 3-12. DOI: 10.5220/0003007200030012

@conference{workshop anniip10,
author={Kun Zhao. and Shao{-}Wu Zhang. and Quan Pan.},
title={Finding Fuzzy Communities in Directed Networks},
booktitle={Proceedings of the 6th International Workshop on Artificial Neural Networks and Intelligent Information Processing - Workshop ANNIIP, (ICINCO 2010)},
year={2010},
pages={3-12},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003007200030012},
isbn={978-989-8425-03-4},
}

TY - CONF

JO - Proceedings of the 6th International Workshop on Artificial Neural Networks and Intelligent Information Processing - Workshop ANNIIP, (ICINCO 2010)
TI - Finding Fuzzy Communities in Directed Networks
SN - 978-989-8425-03-4
AU - Zhao, K.
AU - Zhang, S.
AU - Pan, Q.
PY - 2010
SP - 3
EP - 12
DO - 10.5220/0003007200030012