Interactive Visual Analysis of High Throughput Text Streams

نویسندگان

  • Chad A. Steed
  • Thomas E. Potok
  • Robert M. Patton
  • John R. Goodall
  • Christopher Maness
  • James Senter
چکیده

The scale, velocity, and dynamic nature of large scale social media systems like Twitter demand a new set of visual analytics techniques that support near real-time situational awareness. Social media systems are credited with escalating social protest during recent large scale riots. Virtual communities form rapidly in these online systems, and they occasionally foster violence and unrest which is conveyed in the users’ language. Techniques for analyzing broad trends over these networks or reconstructing conversations within small groups have been demonstrated in recent years, but state-ofthe-art tools are inadequate at supporting near real-time analysis of these high throughput streams of unstructured information. In this paper, we present an adaptive system to discover and interactively explore these virtual networks, as well as detect sentiment, highlight change, and discover spatiotemporal patterns.

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تاریخ انتشار 2012