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Social Network Integration in Document Summarization

Social Network Integration in Document Summarization

Atefeh Farzindar
Copyright: © 2014 |Pages: 24
ISBN13: 9781466661141|ISBN10: 1466661143|EISBN13: 9781466661158
DOI: 10.4018/978-1-4666-6114-1.ch035
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MLA

Farzindar, Atefeh. "Social Network Integration in Document Summarization." Digital Arts and Entertainment: Concepts, Methodologies, Tools, and Applications, edited by Information Resources Management Association, IGI Global, 2014, pp. 746-769. https://doi.org/10.4018/978-1-4666-6114-1.ch035

APA

Farzindar, A. (2014). Social Network Integration in Document Summarization. In I. Management Association (Ed.), Digital Arts and Entertainment: Concepts, Methodologies, Tools, and Applications (pp. 746-769). IGI Global. https://doi.org/10.4018/978-1-4666-6114-1.ch035

Chicago

Farzindar, Atefeh. "Social Network Integration in Document Summarization." In Digital Arts and Entertainment: Concepts, Methodologies, Tools, and Applications, edited by Information Resources Management Association, 746-769. Hershey, PA: IGI Global, 2014. https://doi.org/10.4018/978-1-4666-6114-1.ch035

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Abstract

In this chapter, the author presents the new role of summarization in the dynamic network of social media and its importance in semantic analysis of social media and large data. The author introduces how summarization tasks can improve social media retrieval and event detection. The author discusses the challenges in social media data versus traditional documents. The author presents the approaches to social media summarization and methods for update summarization, network activities summarization, event-based summarization, and opinion summarization. The author reviews the existing evaluation metrics for summarization and the efforts on evaluation shared tasks on social data related tracks by ACL, TREC, TAC, and SemEval. In conclusion, the author discusses the importance of this dynamic discipline and great potential of automatic summarization in the coming decade, in the context of changes in mobile technology, cloud computing, and social networking.

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