Mobility Data Management and Exploration / by Nikos Pelekis, Yannis Theodoridis.

Format:

Book

Author/Creator:

Pelekis, Nikos, author.

Theodoridis, Yannis, 1967- author.

Contributor:

SpringerLink (Online service)

Series:

Computer Science (Springer-11645)

Language:

English

Subjects (All):

Database management.

Data mining.

Computer security.

Database Management.

Data Mining and Knowledge Discovery.

Systems and Data Security.

Local Subjects:

Database Management.

Data Mining and Knowledge Discovery.

Systems and Data Security.

Physical Description:

1 online resource (XV, 300 pages) : 157 illustrations

Edition:

First edition 2014.

Contained In:

Springer eBooks

Place of Publication:

New York, NY : Springer New York : Imprint: Springer, 2014.

System Details:

text file PDF

Summary:

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.

Contents:

Part I: Setting the Scene

Introduction

Background on spatial data management and exploration

Part II: Mobility Data Management

Modeling and acquiring mobility data

Mobility database management

Moving object database engines

Part III

Mobility Data Exploration

Preparing for mobility data exploration

Mobility data mining and knowledge discovery

Privacy-aware mobility data exploration

Part IV: Advanced Topics

Semantic aspects on mobility data

The case of big mobility data

Part V: Epilogue-Hands-on

Epilogue

Hands-on with Hermes@OracleMOD

Hands-on with Hermes@PostgresMOD.

Other Format:

Printed edition:

ISBN:

978-1-4939-0392-4

9781493903924

Access Restriction:

Restricted for use by site license.