Authors: | Ntalianis, Klimis Anastasopoulou, Vasiliki Tsapatsoulis, Nicolas |
Publisher: | IEEE |
Issue Date: | 1-Aug-2019 |
Conference: | 2019 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech), 5-8 August 2019, Fukuoka, Japan |
Book: | Proceedings on the IEEE 17th International Conference on Dependable, Autonomic and Secure Computing, IEEE 17th International Conference on Pervasive Intelligence and Computing, IEEE 5th International Conference on Cloud and Big Data Computing, 4th Cyber Science and Technology Congress, (DASC-PiCom-CBDCom-CyberSciTech 2019) |
Keywords: | Community detection, Degeneracy, Genetic algorithms, Graph partitioning, K-core, Social networks, Twitter ego networks |
Abstract: | The central community of social networks, usually represented through the highest degree k-core of the corresponding graph, is proposed here as a compact representation of large social networks. We show that the central community of egocentric social media networks, such as the ego networks on Twitter and Instagram, tell us much more about the actual influence of the ego than the whole egocentric network itself. We also propose a novel genetic algorithm for the identification of central community of egocentric social networks and we examine the importance of the proper initialisation of this algorithm. The actual Twitter ego networks we used in our experiments along with the corresponding Python code are made publicly available for anyone who wishes to use them. |
ISBN: | 978-1-7281-3024-8 |
DOI: | 10.1109/DASC/PiCom/CBDCom/CyberSciTech.2019.00042 |
URI: | https://uniwacris.uniwa.gr/handle/3000/2921 |
Type: | Conference Paper |
Department: | Department of Business Administration |
School: | School of Administrative, Economics and Social Sciences |
Affiliation: | University of West Attica (UNIWA) |
Appears in Collections: | Book Chapter / Κεφάλαιο Βιβλίου |
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