Title: | Community detection in complex networks: the role of node metadata |
Author(s): | Hric, Darko |
Date: | 2017 |
Language: | en |
Pages: | 88 + app. 82 |
Department: | Tietotekniikan laitos Department of Computer Science |
ISBN: | 978-952-60-7346-0 (electronic) 978-952-60-7347-7 (printed) |
Series: | Aalto University publication series DOCTORAL DISSERTATIONS, 52/2017 |
ISSN: | 1799-4942 (electronic) 1799-4934 (printed) 1799-4934 (ISSN-L) |
Supervising professor(s): | Kaski, Kimmo, Prof., Aalto University, Department of Computer Science, Finland |
Thesis advisor(s): | Fortunato, Santo. Prof., Indiana University, USA; Kivelä, Mikko, Assistant Prof., Aalto University, Department of Computer Science, Finland |
Subject: | Computer science |
Keywords: | complex networks, community detection, citation networks |
Archive | yes |
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Abstract:Recently, it was recognized that the problems lying between the order and chaos require a new scientific language and models to be developed. Network science has emerged as a promising interdisciplinary field studying the properties of all kinds of systems that emerge from interactions of large number of elements or constituents.
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Parts:[Publication 1]: Darko Hric, Richard K. Darst, Santo Fortunato. Community detection in networks: Structural communities versus ground truth. Physical Review E, Volume 90, Issue 6, pages 062805, December 2014. DOI: 10.1103/PhysRevE.90.062805 View at Publisher [Publication 2]: Darko Hric, Tiago P. Peixoto, Santo Fortunato. Network Structure, Metadata, and the Prediction of Missing Nodes and Annotations. Physical Review X, Volume 6, Issue 3, pages 031038, September 2016. Fulltext at Aaltodoc: http://urn.fi/URN:NBN:fi:aalto-201610135072. DOI: 10.1103/PhysRevX.6.031038 View at Publisher [Publication 3]: Darko Hric, Kimmo Kaski, Mikko Kivelä. Stochastic Block Model Reveals the Map of Citation Patterns and Their Evolution in Time, submitted for peer review, May 2017. |
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