Spatial Big Data Science

Classification Techniques for Earth Observation Imagery

Nonfiction, Science & Nature, Technology, Remote Sensing, Computers, Database Management, General Computing
Cover of the book Spatial Big Data Science by Zhe Jiang, Shashi Shekhar, Springer International Publishing
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Author: Zhe Jiang, Shashi Shekhar ISBN: 9783319601953
Publisher: Springer International Publishing Publication: July 13, 2017
Imprint: Springer Language: English
Author: Zhe Jiang, Shashi Shekhar
ISBN: 9783319601953
Publisher: Springer International Publishing
Publication: July 13, 2017
Imprint: Springer
Language: English

Emerging Spatial Big Data (SBD) has transformative potential in solving many grand societal challenges such as water resource management, food security, disaster response, and transportation. However, significant computational challenges exist in analyzing SBD due to the unique spatial characteristics including spatial autocorrelation, anisotropy, heterogeneity, multiple scales and resolutions which is illustrated in this book.

This book also discusses current techniques for, spatial big data science with a particular focus on classification techniques for earth observation imagery big data. Specifically, the authors introduce several recent spatial classification techniques, such as spatial decision trees and spatial ensemble learning. Several potential future research directions are also discussed.

This book targets an interdisciplinary audience including computer scientists, practitioners and researchers working in the field of data mining, big data, as well as domain scientists working in earth science (e.g., hydrology, disaster), public safety and public health. Advanced level students in computer science will also find this book useful as a reference.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Emerging Spatial Big Data (SBD) has transformative potential in solving many grand societal challenges such as water resource management, food security, disaster response, and transportation. However, significant computational challenges exist in analyzing SBD due to the unique spatial characteristics including spatial autocorrelation, anisotropy, heterogeneity, multiple scales and resolutions which is illustrated in this book.

This book also discusses current techniques for, spatial big data science with a particular focus on classification techniques for earth observation imagery big data. Specifically, the authors introduce several recent spatial classification techniques, such as spatial decision trees and spatial ensemble learning. Several potential future research directions are also discussed.

This book targets an interdisciplinary audience including computer scientists, practitioners and researchers working in the field of data mining, big data, as well as domain scientists working in earth science (e.g., hydrology, disaster), public safety and public health. Advanced level students in computer science will also find this book useful as a reference.

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