Back to Search Start Over

Testing the event witnessing status of micro-bloggers from evidence in their micro-blogs.

Authors :
Truelove, Marie
Vasardani, Maria
Winter, Stephan
Source :
PLoS ONE. 12/12/2017, Vol. 12 Issue 12, p1-33. 33p.
Publication Year :
2017

Abstract

This paper demonstrates a framework of processes for identifying potential witnesses of events from evidence they post to social media. The research defines original evidence models for micro-blog content sources, the relative uncertainty of different evidence types, and models for testing evidence by combination. Methods to filter and extract evidence using automated and semi-automated means are demonstrated using a Twitter case study event. Further, an implementation to test extracted evidence using Dempster Shafer Theory of Evidence are presented. The results indicate that the inclusion of evidence from micro-blog text and linked image content can increase the number of micro-bloggers identified at events, in comparison to the number of micro-bloggers identified from geotags alone. Additionally, the number of micro-bloggers that can be tested for evidence corroboration or conflict, is increased by incorporating evidence identified in their posting history. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
19326203
Volume :
12
Issue :
12
Database :
Academic Search Index
Journal :
PLoS ONE
Publication Type :
Academic Journal
Accession number :
126713683
Full Text :
https://doi.org/10.1371/journal.pone.0189378