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Kniha Spatial Big Data Science Zhe Jiang

Spatial Big Data Science

Classification Techniques for Earth Observation Imagery

Autor: Zhe Jiang, Shashi Shekhar
Jazyk: Angličtina
Väzba: Brožovaná
Vydavateľ: Springer International Publishing AG
Dostupnosť: U vydavateľa na objednávku
Odosielame za 17-27 dní
144.41 €
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 - Brožovaná
Vydalo
2018
Stránok
131
EAN
9783319868028
Enbook ID
20094411
Vydavateľ
Springer International Publishing AG
Hmotnosť
238
Rozmery
156 x 237 x 9

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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