Title :
Social Networking Analysis: A State of the Art and the Effect of Semantics
Author :
Chelmis, Charalampos ; Prasanna, Viktor K.
Author_Institution :
Dept. of Comput. Sci., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
This paper presents a comprehensive study of the state of the art in Social Networking Analysis and examines the impact of content analysis and the effects of semantics in social networking analysis research. We propose a taxonomy of current approaches, classifying them into the following main categories: 1) graph-theoretic approaches, 2) applications of semantic web technologies and emergent semantics modelling, and 3) data mining and analytics. The purpose is to increase awareness of the social networking analysis community about different ongoing efforts, which not only focus on the network aspect of social networks, shed some light into different approaches and advance the discussion about potential future directions.
Keywords :
content management; data analysis; data mining; graph theory; semantic Web; social networking (online); content analysis; data analysis; data mining; graph theory; semantic Web; social networking analysis; Analytical models; Communities; Data mining; Semantic Web; Semantics; Social network services; Tagging; Graph Theory; Semantic Web; Social Network Analysis;
Conference_Titel :
Privacy, Security, Risk and Trust (PASSAT) and 2011 IEEE Third Inernational Conference on Social Computing (SocialCom), 2011 IEEE Third International Conference on
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4577-1931-8
DOI :
10.1109/PASSAT/SocialCom.2011.23