Spatial Big Data Science: Classification Techniques for Earth Observation Imagery
by Zhe Jiang and Shashi Shekhar
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Fulfillment optionsSpatial Big Data Science
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.
Details
- Publisher
- Springer International Publishing
- Authors
- Zhe Jiang, Shashi Shekhar
- Format
- Paperback
- Published
- Aug 4, 2018
- ISBN-13
- 9783319868028
- Pages
- 131
- Printing
- Printed on demand
Spatial Big Data Science for groups: pricing
Volume pricing applies automatically in your cart. No codes, no account needed.
| Copies | Price per copy | You save |
|---|---|---|
| 25 – 49 | $123.19 | 12% off list |
| 50 – 99 | $121.79 | 13% off list |
| 100+ | $120.39 | 14% off list |
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