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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Wenwen Dou Xiaoyu Wang Skau, D. Ribarsky, W. Zhou, M.X. |
| Copyright Year | 2012 |
| Description | Author affiliation: IBM Almaden Research Center (Zhou, M.X.) || University of North Carolina at Charlotte (Wenwen Dou; Xiaoyu Wang; Skau, D.; Ribarsky, W.) |
| Abstract | Text data such as online news and microblogs bear valuable insights regarding important events and responses to such events. Events are inherently temporal, evolving over time. Existing visual text analysis systems have provided temporal views of changes based on topical themes extracted from text data. But few have associated topical themes with events that cause the changes. In this paper, we propose an interactive visual analytics system, LeadLine, to automatically identify meaningful events in news and social media data and support exploration of the events. To characterize events, LeadLine integrates topic modeling, event detection, and named entity recognition techniques to automatically extract information regarding the investigative 4 Ws: who, what, when, and where for each event. To further support analysis of the text corpora through events, LeadLine allows users to interactively examine meaningful events using the 4 Ws to develop an understanding of how and why. Through representing large-scale text corpora in the form of meaningful events, LeadLine provides a concise summary of the corpora. LeadLine also supports the construction of simple narratives through the exploration of events. To demonstrate the efficacy of LeadLine in identifying events and supporting exploration, two case studies were conducted using news and social media data. |
| Starting Page | 93 |
| Ending Page | 102 |
| File Size | 2493285 |
| Page Count | 10 |
| File Format | |
| ISBN | 9781467347525 |
| e-ISBN | 9781467347532 |
| DOI | 10.1109/VAST.2012.6400485 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-10-14 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Visualization Event detection Time series analysis Crawlers Lead Twitter Data mining |
| Content Type | Text |
| Resource Type | Article |
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