SocioRank*: A community and role detection method in social networks. (June 2019)
- Record Type:
- Journal Article
- Title:
- SocioRank*: A community and role detection method in social networks. (June 2019)
- Main Title:
- SocioRank*: A community and role detection method in social networks
- Authors:
- Rafique, Wajid
Khan, Maqbool
Sarwar, Nadeem
Dou, Wanchun - Abstract:
- Abstract: Due to the widespread popularity of cyber-social networks, research on community and social role discovery has drawn immense attention. Most of the available literature consider community and social role detection as areas of a disjoint problem domain. Moreover, existing research on concurrent community and social role detection utilizes a predefined set of roles and lacks in providing enough ground truth information for the proof. Hence, there is a high need for community structure analysis from an independent social perspective. Therefore, we propose a community and social role detection method called SocioRank* using email interaction data crawled from a graduate class of students. SocioRank* detects the underlying communities and ranks individuals on the basis of degree, closeness, and betweenness centrality. We perform extensive graph metrics-based experiments to evaluate the effectiveness of the proposed method. The comparison of results with the ground truth information demonstrates the high accuracy of SocioRank* method in community and role discovery.
- Is Part Of:
- Computers & electrical engineering. Volume 76(2019)
- Journal:
- Computers & electrical engineering
- Issue:
- Volume 76(2019)
- Issue Display:
- Volume 76, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 76
- Issue:
- 2019
- Issue Sort Value:
- 2019-0076-2019-0000
- Page Start:
- 122
- Page End:
- 132
- Publication Date:
- 2019-06
- Subjects:
- Social network analysis -- Role discovery -- Behavior -- Community detection -- Betweenness -- Graph metrics
Computer engineering -- Periodicals
Electrical engineering -- Periodicals
Electrical engineering -- Data processing -- Periodicals
Ordinateurs -- Conception et construction -- Périodiques
Électrotechnique -- Périodiques
Électrotechnique -- Informatique -- Périodiques
Computer engineering
Electrical engineering
Electrical engineering -- Data processing
Periodicals
Electronic journals
621.302854 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00457906/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.compeleceng.2019.03.010 ↗
- Languages:
- English
- ISSNs:
- 0045-7906
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.680000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 10384.xml