Measuring emotion bifurcation points for individuals in social media

Jiandong Zhou, Yanping Zhao, Huaping Zhang, Tianming Wang

科研成果: 书/报告/会议事项章节会议稿件同行评审

7 引用 (Scopus)

摘要

Social media has been a new platform for emotion expression of individuals or groups in recent years. Millions of textual messages are constantly being generated. People with different emotion perceptions have different reactions to the same emotional event occurring in real life. However, it is hard to measure individual's emotion perception ability in both real world and social networks. This paper deals with online individual's emotion in view of complex system theory, and explores the emotion expression mechanism behind tweets. An concept of emotion bifurcation point is defined to denote the emotion perception ability and a methodological framework is proposed to measure it. Under the fundamental integration of the recognized Chinese emotion dictionaries (25,651 words included in total after reconciliation), new-born emotion words (458 in total) trained from a Sina-weibo corpus with 17 million tweets and commonly used emoticons (298 in total) as full-scale as possible, an emotion element ontology is constructed. Experimental evaluation on several certificated figures on Sina-weibo are implemented and the obtained results illustrate the reliability and validity of the proposed method.

源语言英语
主期刊名Proceedings of the 49th Annual Hawaii International Conference on System Sciences, HICSS 2016
编辑Ralph H. Sprague, Tung X. Bui
出版商IEEE Computer Society
1949-1958
页数10
ISBN(电子版)9780769556703
DOI
出版状态已出版 - 7 3月 2016
活动49th Annual Hawaii International Conference on System Sciences, HICSS 2016 - Koloa, 美国
期限: 5 1月 20168 1月 2016

出版系列

姓名Proceedings of the Annual Hawaii International Conference on System Sciences
2016-March
ISSN(印刷版)1530-1605

会议

会议49th Annual Hawaii International Conference on System Sciences, HICSS 2016
国家/地区美国
Koloa
时期5/01/168/01/16

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