2010 · 217 citations · 22 references
Citizen JournalismEngineeringCommunicationJournalistic InquiryJournalismMedia StudiesText MiningInteractive JournalismComputational Social ScienceSocial MediaData ScienceSocial Medium NewsPolitical CommunicationContent AnalysisData JournalismSocial Medium VisualizationSocial ComputingSocial Media ContentSocial Medium DataArtsSocial Media Sources
Journalists increasingly turn to social media sources such as Facebook or Twitter to support their coverage of various news events. For large-scale events such as televised debates and speeches, the amount of content on social media can easily become overwhelming, yet still contain information that may aid and augment reporting via individual content items as well as via aggregate information from the crowd's response. In this work we present a visual analytic tool, Vox Civitas, designed to help journalists and media professionals extract news value from large-scale aggregations of social media content around broadcast events. We discuss the design of the tool, present the text analysis techniques used to enable the presentation, and provide details on the visual and interaction design. We provide an exploratory evaluation based on a user study in which journalists interacted with the system to explore and report on a dataset of over one hundred thousand twitter messages collected during the U.S. State of the Union presidential address in 2010.
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Introduction to information retrieval
Choice Reviews Online · 2009 · 12.5K citations
Meme-tracking and the dynamics of the news cycle
Jure Leskovec, Lars Bäckström, Jon Kleinberg · 2009 · 1.6K citations
What Is News? Galtung and Ruge revisited
Tony Harcup, Deirdre O’Neill · Journalism Studies · 2001 · 1.1K citations
Learning extraction patterns for subjective expressions
Ellen Riloff, Janyce Wiebe · 2003 · 1.1K citations · Full text
Engineering, Multimodal Sentiment Analysis, Corpus Linguistics +19