Zhe Jiang & Shashi Shekhar 
Spatial Big Data Science [PDF ebook] 
Classification Techniques for Earth Observation Imagery

Soporte

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.


€128.39
Métodos de pago

Tabla de materias

Part I Overview of Spatial Big Data Analytics.- 1 Spatial Big.- 2 Spatial and Spatiotemporal Big Data science.- Part II Classification of Earth Observation Imagery Big Data.- 3 Overview of Earth Imagery Classification.- 4 Spatial Information Gain Based Spatial Decision Tree.- 5 Focal-Test-Based Spatial Decision Tree.- 6 Spatial Ensemble Learning.- Part III Future Research Needs.- 7 Future Research Needs.- References.

¡Compre este libro electrónico y obtenga 1 más GRATIS!
Idioma Inglés ● Formato PDF ● Páginas 131 ● ISBN 9783319601953 ● Tamaño de archivo 5.6 MB ● Editorial Springer International Publishing ● Ciudad Cham ● País CH ● Publicado 2017 ● Descargable 24 meses ● Divisa EUR ● ID 5235210 ● Protección de copia DRM social

Más ebooks del mismo autor / Editor

16.580 Ebooks en esta categoría