On the way to a science intelligence: visualizing TEL tweets for trend detection

作者: Peter Kraker , Claudia Wagner , Fleur Jeanquartier , Stefanie Lindstaedt

DOI: 10.1007/978-3-642-23985-4_18

关键词:

摘要: This paper presents an adaptable system for detecting trends based on the micro-blogging service Twitter, and sets out to explore what extent such a tool can support researchers. Twitter has high uptake in scientific community, but there is need means of extracting most important topics from stream. There are too many tweets read them all, no organized way keeping up with backlog. Following cues visual analytics, we use visualizations show both temporal evolution topics, relations between different topics. The Trend Detection was evaluated domain Technology Enhanced Learning (TEL). evaluation results indicate that our prototype supports trend detection reveals refined preprocessing, further zooming filtering facilities.

参考文章(17)
Florian Mansmann, Giuseppe Santucci, Franz Wanner, Jörn Kohlhammer, Matthias Schäfer, Daniel A. Keim, Visual Analytics Challenges ,(2009)
Natalie S. Glance, Matthew Hurst, Takashi Tomokiyo, BlogPulse: Automated Trend Discovery for Weblogs ,(2003)
Thomas Daniel Ullmann, Fridolin Wild, Peter Scott, Erik Duval, Bram Vandeputte, Gonzalo Parra, Wolfgang Reinhardt, Nina Heinze, Peter Kraker, Angela Fessl, Stefanie Lindstaedt, Till Nagel, Denis Gillet, Components of a research 2.0 infrastructure european conference on technology enhanced learning. ,vol. 6383, pp. 590- 595 ,(2010) , 10.1007/978-3-642-16020-2_59
Michael Mathioudakis, Nick Koudas, TwitterMonitor Proceedings of the 2010 international conference on Management of data - SIGMOD '10. pp. 1155- 1158 ,(2010) , 10.1145/1807167.1807306
John Lamping, Ramana Rao, Peter Pirolli, A focus+context technique based on hyperbolic geometry for visualizing large hierarchies human factors in computing systems. pp. 401- 408 ,(1995) , 10.1145/223904.223956
Jeffrey Heer, Michael Bostock, Vadim Ogievetsky, A tour through the visualization zoo Communications of The ACM. ,vol. 8, pp. 20- ,(2010) , 10.1145/1743546.1743567
Micah Dubinko, Ravi Kumar, Joseph Magnani, Jasmine Novak, Prabhakar Raghavan, Andrew Tomkins, Visualizing tags over time ACM Transactions on the Web. ,vol. 1, pp. 7- ,(2007) , 10.1145/1255438.1255439
S. Havre, E. Hetzler, P. Whitney, L. Nowell, ThemeRiver: visualizing thematic changes in large document collections IEEE Transactions on Visualization and Computer Graphics. ,vol. 8, pp. 9- 20 ,(2002) , 10.1109/2945.981848
James Benhardus, Jugal Kalita, Streaming trend detection in Twitter web based communities. ,vol. 9, pp. 122- 139 ,(2013) , 10.1504/IJWBC.2013.051298
Edward De Bono, De Bono's Thinking Course ,(1982)