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Big Data Analytics for Time-Critical Mobility Forecasting: From Raw Data to Trajectory-Oriented Mobility Analytics in the Aviation and Maritime Domain
Paperback
Technology & EngineeringApplicationsDatabases
ISBN13: 9783030451660
Publisher: Springer
Published: Jun 24 2021
Pages: 361
Weight: 1.22
Height: 0.81 Width: 6.14 Depth: 9.21
Language: English
Part I: Time Critical Mobility Operations and Data: A Perspective from the Maritime and Aviation Domains.- Mobility Data: A Perspective from the Maritime Domain.- The Perspective on Mobility Data from the Aviation Domain.- Part II: Visual Analytics and Trajectory Detection and Summarization: Exploring Data and Constructing Trajectories.- Visual Analytics in the Aviation and Maritime Domains.- Trajectory Detection and Summarization over Surveillance Data Streams.- Part III: Trajectory Oriented Data Management for Mobility Analytics.- Modeling Mobility Data and Constructing Large Knowledge Graphs to Support Analytics: The datAcron Ontology.- Integrating Data by Discovering Topological and Proximity Relations Among Spatiotemporal Entities.- Distributed Storage of Large Knowledge Graphs with Mobility Data.- Part IV: Analytics Towards Time Critical Mobility Forecasting.- Future Location and Trajectory Prediction.- Event Processing for Maritime Situational Awareness.- Offline Trajectory Analytics.- Part V Big Data Architectures for Time Critical Mobility Forecasting.- The δ Big Data Architecture for Mobility Analytics.- Part VI: Ethical Issues for Time Critical Mobility Analytics.- Ethical Issues in Big Data Analytics for Time Critical Mobility Forecasting.
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