Spatial Big Data Science

Name: Spatial Big Data Science
Brand: Springer International Publishing AG
SKU: 9783319601946
Price: 134.45 EUR
Availability: InStock

Autor: Zhe Jiang, Shashi Shekhar

Jazyk:

Väzba: Pevná

Vydavateľ: Springer International Publishing AG

Dostupnosť: Skladom u dodávateľa v malom množstve

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134.45 €

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

Informácie o knihe

Autor

Zhe Jiang, Shashi Shekhar

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2017

Stránok

131

EAN

9783319601946

ISBN

3319601946

Enbook ID

16300677

Vydavateľ

Springer International Publishing AG

Hmotnosť

382

Rozmery

242 x 163 x 15

Kompletný popis

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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