Big Crisis Data: Social Media in Disasters and Time-Critical Situations
暫譯: 重大危機數據:災難與時間緊迫情況下的社交媒體
Carlos Castillo
- 出版商: Cambridge
- 出版日期: 2016-07-04
- 售價: $3,010
- 貴賓價: 9.5 折 $2,860
- 語言: 英文
- 頁數: 224
- 裝訂: Hardcover
- ISBN: 1107135761
- ISBN-13: 9781107135765
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商品描述
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 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.
商品描述(中文翻譯)
社交媒體在危機期間是一個無價的即時資訊來源。然而,想要利用這些資訊的緊急應變和人道救援組織,卻面臨著超過人類處理能力的社交媒體訊息洪流。緊急管理者、決策者和受影響社區可以透過機器計算和人類同情心的結合來理解社交媒體,這種同情心由數千名數位志願者表達,他們發布、處理和總結潛在的救命資訊。本書匯集了來自多個學科的計算方法:自然語言處理、語意技術、資料探勘、機器學習、網路分析、人機互動和資訊視覺化,專注於在時間緊迫的限制下處理社交媒體訊息的常用方法,並提供超過500個參考文獻以深入了解相關資訊。