This book provides a collection of concepts, algorithms, and techniques that effectively harness the power of Spatial Network Big Data. Reading this book is a first step towards understanding the immense challenges and novel applications of SNBD database systems. This book explores these challenges via investigating scalable graph-based query processing strategies and I/O efficient storage and access methods. This book will be of benefit to academics, researchers, engineers with a particular interest in network database models, network query processing, and physical storage models.
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This book provides a collection of concepts, algorithms, and techniques that effectively harness the power of Spatial Network Big Data. This book will be of benefit to academics, researchers, engineers with a particular interest in network database models, network query processing, and physical storage models.
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1. Spatial Network Big Databases: An Introduction.- 2. Basic Graph Algorithms.- 3. Capacity Constrained Network Voronoi Diagrams.- 4. Distance-Constrained k Spatial Sub-Networks.- 5. Evacuation Route Planning.- 6. Storage Schemes for Spatio-temporal Network Datasets.- 7. Summary.
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“Spatial network big data (SNBD) can be widely found in every corner of modern society. Examples include temporally detailed road maps that provide car speeds every minute for every road segment and GPS trace data from our cell phones. … The topic of this book is attractive and beneficial to readers and researchers who are interested in spatial networks, graph data, big data, and databases. It includes a clear structure when introducing the basic information, existing methods, and practical applications.” (Feng Yu, Computing Reviews, January, 4, 2018)
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Introduces an overview of Spatial Network Big Database Systems, including concepts related to data modeling, query processing, and storage methods Describes basic network algorithms that are used to design efficient spatial network query processing mechanisms Formulates the problem of query processing and storage methods and explores new algorithms that minimize the cost of data processing Includes supplementary material: sn.pub/extras
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Produktdetaljer
ISBN
9783319859644
Publisert
2018-05-09
Utgiver
Vendor
Springer International Publishing AG
Høyde
235 mm
Bredde
155 mm
Aldersnivå
Research, P, 06
Språk
Product language
Engelsk
Format
Product format
Heftet