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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Compton, R. Lee, C. Tsai-Ching Lu De Silva, L. Macy, M. |
| Copyright Year | 2013 |
| Description | Author affiliation: HRL Labs., Malibu, CA, USA (Compton, R.; Lee, C.; Tsai-Ching Lu) || Cornell Univ., Ithaca, NY, USA (Macy, M.) || Univ. of Utah, Salt Lake City, UT, USA (De Silva, L.) |
| Abstract | We have implemented a social media data mining system capable of forecasting events related to Latin American social unrest. Our method directly extracts a small number of tweets from publicly-available data on twitter.com, condenses similar tweets into coherent forecasts, and assembles a detailed and easily-interpretable audit trail which allows end users to quickly collect information about an upcoming event. Our system functions by continually applying multiple textual and geographic filters to a large volume of data streaming from twitter.com via the public API as well as a commercial data feed. To be specific, we search the entirety of twitter.com for a few carefully chosen keywords, search within those tweets for mentions of future dates, filter again using various logistic regression classifiers, and finally assign a location to an event by geocoding retweeters. Geocoding is done using our previously-developed in-house geocoding service which, at the time of this writing, can infer the home location for over 62M twitter.com users [1]. Additionally, we identify demographics likely interested in an upcoming event by searching retweeter's recent posts for demographic-specific keywords. |
| Sponsorship | IEEE Intelligent Transp. Syst. Soc. |
| Starting Page | 56 |
| Ending Page | 60 |
| File Size | 675155 |
| Page Count | 5 |
| File Format | |
| ISBN | 9781467362146 |
| e-ISBN | 9781467362139 |
| DOI | 10.1109/ISI.2013.6578786 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-06-04 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Government Media Cities and towns Writing Feeds Logistics |
| Content Type | Text |
| Resource Type | Article |
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