Title :
Enterprise Wisdom Captured Socially
Author :
Chelmis, Charalampos ; Sorathia, Vikram ; Prasanna, Viktor K.
Author_Institution :
Dept. of Comput. Sci., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
Data availability in online social networks as well as the business world has lately not been an issue. Vast amounts of data are being generated by social networking users in the form of informal interactions. What has been an issue, is the transformation of data into useful information, that in time and with appropriate processing becomes knowledge. In this paper we examine knowledge generation under informal social communications, based on semantically enriched user-generated data and associated metadata. We dynamically capture users´ interests and expertise using such semantically enriched content. Knowledge networks of users emerge, exhibiting collective intelligence. To capture such collective knowledge, we propose a novel knowledge base paradigm, which seamlessly integrates information from multiple platforms and facilitates knowledge extraction, mining, discovery and inferencing. Using semantically enriched user profiles, we compute semantic similarity between users and content in a joint semantic space, driving numerous applications.
Keywords :
business data processing; content management; data mining; knowledge based systems; meta data; social networking (online); business world; collective intelligence; data availability; data transformation; enterprise wisdom; informal interactions; informal social communications; knowledge base paradigm; knowledge discovery; knowledge extraction; knowledge generation; knowledge inferencing; knowledge mining; metadata; online social networks; semantic similarity; semantic space; semantically enriched content; semantically enriched user profiles; semantically enriched user-generated data; social networking users; Blogs; Context; Data mining; Electronic mail; Knowledge based systems; Semantics; Social network services; Social networking analysis; collective intelligence; collective knowledge; information integration; knowledge acquisition; knowledge bases; knowledge networks; knowledge representation; microblogging; network model;
Conference_Titel :
Advances in Social Networks Analysis and Mining (ASONAM), 2012 IEEE/ACM International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4673-2497-7
DOI :
10.1109/ASONAM.2012.212