Spatio-Temporal Graph Data Analytics

• Main Authors: Gunturi, Venkata M. V. (Author), Shekhar, Shashi (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2017.
• Subjects: Computer science.; Transportation.; Database management.; Regional economics.; Spatial economics.; Computer Science.; Database Management.; Regional/Spatial Science.

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 transport...

Table of Contents:

• 1 Introduction
• 2 Fundamental Concepts for Spatio-Temporal Graphs
• 3 Representational Models for Spatio-Temporal Graphs
• 4 Fastest Path for a Single Departure-Time
• 5 Advanced Concepts: Critical Time Point Based Approaches
• 6 Advanced Concepts: Bi-directional Search for Temporal Digraphs
• 7 Knowledge Discovery: Temporal Disaggregation in Social Interaction Data
• 8 Trend Topics: Engine Data Analytics.