Table of contents
About this book
Introduction
This text integrates different mobility data handling processes, from database management to multi-dimensional analysis and mining, into a unified presentation driven by the spectrum of requirements raised by real-world applications. It presents a step-by-step methodology to understand and exploit mobility data: collecting and cleansing data, storage in Moving Object Database (MOD) engines, indexing, processing, analyzing and mining mobility data. Emerging issues, such as semantic and privacy-aware querying and mining as well as distributed data processing, are also covered. Theoretical presentation is smoothly interchanged with hands-on exercises and case studies involving an actual MOD engine. The authors are established experts who address both theoretical and practical dimensions of the field but also present valuable prototype software. The background context, clear explanations and sample exercises make this an ideal textbook for graduate students studying database management, data mining and geographic information systems.
Keywords
Big mobility data Location-based services Location-based social networks MOD Mobility data management Mobility data mining Moving object databases Privacy-aware data publishing Query processing Semantic trajectories Sequential pattern mining Spatial data Trajectory databases Trajectory warehouses
Bibliographic information
- Book Title Mobility Data Management and Exploration
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Authors
Nikos Pelekis
Yannis Theodoridis
- DOI https://doi.org/10.1007/978-1-4939-0392-4
- Copyright Information Springer Science+Business Media New York 2014
- Publisher Name Springer, New York, NY
- eBook Packages Computer Science Computer Science (R0)
- Hardcover ISBN 978-1-4939-0391-7
- Softcover ISBN 978-1-4939-4510-8
- eBook ISBN 978-1-4939-0392-4
- Edition Number 1
- Number of Pages XV, 300
- Number of Illustrations 157 b/w illustrations, 0 illustrations in colour
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Topics
Database Management
Data Mining and Knowledge Discovery
Systems and Data Security
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