Spatial Big Data Science

Name: Spatial Big Data Science
Brand: Springer International Publishing AG
SKU: 9783319601946
Price: 598.48 PLN
Availability: InStock

Autor: Zhe Jiang, Shashi Shekhar

Język:

Oprawa: Twarda

Wydawca: Springer International Publishing AG

Dostępność: Dostępna u dostawcy w małych ilościach

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Emerging Spatial Big Data (SBD) has transformative potential in solving many grand societal challeng...

Informacje o książce

Autor

Zhe Jiang, Shashi Shekhar

Język

Angielski

Oprawa

Książka - Twarda

Data wydania

2017

strony

131

EAN

9783319601946

ISBN

3319601946

Enbook ID

16300677

Wydawca

Springer International Publishing AG

Waga

382

Wymiary

242 x 163 x 15

Pełny opis

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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