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Big Crisis Data

by Carlos Castillo

Cambridge University Press

Paperback 224 pages English December 19, 2019

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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.
Author:
Carlos Castillo
Publisher:
Cambridge University Press
Publication Date:
December 19, 2019
Number of pages:
224 pages
Language:
English
Binding:
Paperback
ISBN-10:
1108816940
ISBN-13:
9781108816946