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Spatio-Temporal Graph Data Analytics

Authors: Gunturi, Venkata Maruti Viswanath, Shekhar, Shashi

  • Describes a unique overarching model which can support a wide variety of spatio-temporal graph data
  • Covers A* and bi-directional search for determining fastest paths over spatio-temporal graphs
  • Introduces spatio-temporal graph datasets, such as engine measurement data 
  • Applications from the research covered in this book (navigational algorithms), can be used for Uber service and Google's autonomous cars 
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eBook 85,59 €
price for Spain (gross)
  • ISBN 978-3-319-67771-2
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 103,99 €
price for Spain (gross)
Softcover 103,99 €
price for Spain (gross)
About this book

This book highlights some of the unique aspects of spatio-temporal graph data from the perspectives of modeling and developing scalable algorithms. The authors discuss in the first part of this book, the semantic aspects of spatio-temporal graph data in two application domains, viz., urban transportation and social networks. Then the authors present representational models and data structures, which can effectively capture these semantics, while  ensuring support for computationally scalable algorithms.

In the first part of the book, the authors describe algorithmic development issues in spatio-temporal graph data. These algorithms internally use the semantically rich data structures developed in the earlier part of this book. Finally, the authors introduce some upcoming spatio-temporal graph datasets, such as engine measurement data, and discuss some open research problems in the area. 

This book will be useful as a secondary text for advanced-level students entering into relevant fields of computer science, such as transportation and urban planning. It may also be useful for  researchers and practitioners in the field of navigational algorithms.

Table of contents (8 chapters)

Table of contents (8 chapters)
  • Introduction

    Pages 1-4

    Gunturi, Venkata M. V. (et al.)

  • Fundamental Concepts for Spatio-Temporal Graphs

    Pages 5-11

    Gunturi, Venkata M. V. (et al.)

  • Representational Models for Spatio-Temporal Graphs

    Pages 13-23

    Gunturi, Venkata M. V. (et al.)

  • Fastest Path for a Single Departure-Time

    Pages 25-41

    Gunturi, Venkata M. V. (et al.)

  • Advanced Concepts: Critical Time Point Based Approaches

    Pages 43-57

    Gunturi, Venkata M. V. (et al.)

Buy this book

eBook 85,59 €
price for Spain (gross)
  • ISBN 978-3-319-67771-2
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 103,99 €
price for Spain (gross)
Softcover 103,99 €
price for Spain (gross)
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Bibliographic Information

Bibliographic Information
Book Title
Spatio-Temporal Graph Data Analytics
Authors
Copyright
2017
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing AG
eBook ISBN
978-3-319-67771-2
DOI
10.1007/978-3-319-67771-2
Hardcover ISBN
978-3-319-67770-5
Softcover ISBN
978-3-319-88486-8
Edition Number
1
Number of Pages
X, 100
Number of Illustrations
31 b/w illustrations, 30 illustrations in colour
Topics