{"product_id":"9783319601946","title":"Spatial Big Data Science: Classification Techniques for Earth Observation Imagery","description":"\u003ch1\u003eSpatial Big Data Science: Classification Techniques for Earth Observation Imagery\u003c\/h1\u003e \u003ch2\u003eJiang, Zhe; Shekhar, Shashi\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eEmerging 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.\u003c\/p\u003e\u003cp\u003eThis 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.\u003c\/p\u003e\u003cp\u003e \u003c\/p\u003eThis 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.\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2017-07-21\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9783319601946\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-319-60195-3\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 131\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":45228278218892,"sku":"9783319601946","price":125.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783319601946.jpg?v=1779586021","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783319601946","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}