Big Data: Techniques and Technologies in Geoinformatics (Hardcover)
暫譯: 大數據:地理資訊科學中的技術與技術
Hassan A. Karimi
- 出版商: CRC
- 出版日期: 2014-02-18
- 售價: $4,635
- 貴賓價: 9.5 折 $4,403
- 語言: 英文
- 頁數: 312
- 裝訂: Hardcover
- ISBN: 1466586516
- ISBN-13: 9781466586512
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相關分類:
大數據 Big-data
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商品描述
Big data has always been a major challenge in geoinformatics as geospatial data come in various types and formats, new geospatial data are acquired very fast, and geospatial databases are inherently very large. And while there have been advances in hardware and software for handling big data, they often fall short of handling geospatial big data efficiently and effectively. Big Data: Techniques and Technologies in Geoinformatics tackles these challenges head on, integrating coverage of techniques and technologies for storing, managing, and computing geospatial big data.
Providing a perspective based on analysis of time, applications, and resources, this book familiarizes readers with geospatial applications that fall under the category of big data. It explores new trends in geospatial data collection, such as geo-crowdsourcing and advanced data collection technologies such as LiDAR point clouds. The book features a range of topics on big data techniques and technologies in geoinformatics including distributed computing, geospatial data analytics, social media, and volunteered geographic information.
With chapters contributed by experts in geoinformatics and in domains such as computing and engineering, the book provides an understanding of the challenges and issues of big data in geoinformatics applications. The book is a single collection of current and emerging techniques, technologies, and tools that are needed to collect, analyze, manage, process, and visualize geospatial big data.
商品描述(中文翻譯)
大數據一直是地理資訊科學中的一大挑戰,因為地理空間數據有各種類型和格式,新的地理空間數據獲取速度非常快,而地理空間數據庫本質上也非常龐大。儘管在處理大數據的硬體和軟體方面已有所進展,但它們在有效且高效地處理地理空間大數據方面往往仍然不足。《大數據:地理資訊科學中的技術與技術》正面對這些挑戰,整合了存儲、管理和計算地理空間大數據的技術與技術。
本書提供了一個基於時間、應用和資源分析的視角,使讀者熟悉屬於大數據範疇的地理空間應用。它探討了地理空間數據收集的新趨勢,例如地理群眾外包(geo-crowdsourcing)和先進的數據收集技術,如 LiDAR 點雲。該書涵蓋了地理資訊科學中大數據技術與技術的一系列主題,包括分散式計算、地理空間數據分析、社交媒體和志願地理資訊。
本書的章節由地理資訊科學及計算和工程等領域的專家撰寫,提供了對地理資訊科學應用中大數據挑戰和問題的理解。這本書是一個當前和新興技術、技術和工具的綜合集,這些都是收集、分析、管理、處理和可視化地理空間大數據所需的。