Big Crisis Data: Social Media in Disasters and Time-Critical Situations

by Carlos Castillo

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Social media is an invaluable source of time-critical information during a crisis. However, emergency response and humanitarian relief organizations that would like to use this information struggle with an avalanche of social media messages that exceeds the human capacity to process. Emergency managers, decision makers, and affected communities can make sense of social media through a combination of machine computation and human compassion - expressed by thousands of digital volunteers who publish, process, and summarize potentially life-saving information. This book brings together computational methods from many disciplines: natural language processing, semantic technologies, data mining, machine learning, network analysis, human-computer interaction, and information visualization, focusing on methods that are commonly used for processing social media messages under time-critical constraints, and offering more than 500 references to in-depth information.
  • ISBN13 9781107135765
  • Publish Date 4 July 2016
  • Publish Status Active
  • Publish Country GB
  • Imprint Cambridge University Press
  • Format Hardcover
  • Pages 224
  • Language English