Spatio-Temporal Graph Data Analytics

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

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

Inhalt
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.