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

More books from Springer International Publishing

Cover of the book Archaeoastronomy in the Roman World by Zhe Jiang, Shashi Shekhar
Cover of the book Autonomic Nervous System by Zhe Jiang, Shashi Shekhar
Cover of the book Fair Queueing by Zhe Jiang, Shashi Shekhar
Cover of the book Modeling of Nanotoxicity by Zhe Jiang, Shashi Shekhar
Cover of the book The World We Live In by Zhe Jiang, Shashi Shekhar
Cover of the book Analog-and-Algorithm-Assisted Ultra-low Power Biosignal Acquisition Systems by Zhe Jiang, Shashi Shekhar
Cover of the book Human Rights as Political Imaginary by Zhe Jiang, Shashi Shekhar
Cover of the book Game Theory for Networks by Zhe Jiang, Shashi Shekhar
Cover of the book Social Memory in Late Medieval England by Zhe Jiang, Shashi Shekhar
Cover of the book Functionally Graded Materials by Zhe Jiang, Shashi Shekhar
Cover of the book Phytoremediation by Zhe Jiang, Shashi Shekhar
Cover of the book Waters of Brazil by Zhe Jiang, Shashi Shekhar
Cover of the book Climate Change and Human Health Scenario in South and Southeast Asia by Zhe Jiang, Shashi Shekhar
Cover of the book Approximation with Positive Linear Operators and Linear Combinations by Zhe Jiang, Shashi Shekhar
Cover of the book The Hillsong Movement Examined by Zhe Jiang, Shashi Shekhar
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy