Identifying, Attributing and Describing Spatial Bursts

نویسندگان

  • Michael Mathioudakis
  • Nilesh Bansal
  • Nick Koudas
چکیده

User generated content that appears on weblogs, wikis and socialnetworks has been increasing at an unprecedented rate. The wealthof information produced by individuals from different geographicallocations presents a challenging task of intelligent processing.In this paper, we introduce a methodology to identify notablegeographically focused events out of this collection of user gener-ated information. At the heart of our proposal lie efficient algo-rithms that identify geographically focused information bursts, at-tribute them to demographic factors and identify sets of descriptivekeywords. We present the results of a prototype evaluation of ouralgorithms on BlogScope, a large-scale social media warehousingplatform. We demonstrate the scalability and practical utility of ourproposal running on top of a multi-terabyte text collection.

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عنوان ژورنال:
  • PVLDB

دوره 3  شماره 

صفحات  -

تاریخ انتشار 2010