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Multiple-Aspect Analysis of Semantic Trajectories

First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 11889)

Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)

Conference series link(s): MASTER: International Workshop on Multiple-Aspect Analysis of Semantic Trajectories

Conference proceedings info: MASTER 2019.

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Table of contents (9 papers)

  1. Front Matter

    Pages i-ix
  2. Uncovering Hidden Concepts from AIS Data: A Network Abstraction of Maritime Traffic for Anomaly Detection

    • Ioannis Kontopoulos, Iraklis Varlamis, Konstantinos Tserpes
    Pages 6-20Open Access
  3. Nowcasting Unemployment Rates with Smartphone GPS Data

    • Daisuke Moriwaki
    Pages 21-33Open Access
  4. Online Long-Term Trajectory Prediction Based on Mined Route Patterns

    • Petros Petrou, Panagiotis Tampakis, Harris Georgiou, Nikos Pelekis, Yannis Theodoridis
    Pages 34-49Open Access
  5. EvolvingClusters: Online Discovery of Group Patterns in Enriched Maritime Data

    • George S. Theodoropoulos, Andreas Tritsarolis, Yannis Theodoridis
    Pages 50-65Open Access
  6. Prospective Data Model and Distributed Query Processing for Mobile Sensing Data Streams

    • Mariem Brahem, Karine Zeitouni, Laurent Yeh, Hafsa El Hafyani
    Pages 66-82Open Access
  7. Predicting Fishing Effort and Catch Using Semantic Trajectories and Machine Learning

    • Pedram Adibi, Fabio Pranovi, Alessandra Raffaetà, Elisabetta Russo, Claudio Silvestri, Marta Simeoni et al.
    Pages 83-99Open Access
  8. A Neighborhood-Augmented LSTM Model for Taxi-Passenger Demand Prediction

    • Tai Le Quy, Wolfgang Nejdl, Myra Spiliopoulou, Eirini Ntoutsi
    Pages 100-116Open Access
  9. Back Matter

    Pages 133-133

Other Volumes

  1. Multiple-Aspect Analysis of Semantic Trajectories

About this book

This open access book constitutes the refereed post-conference proceedings of the First International Workshop on Multiple-Aspect Analysis of Semantic Trajectories, MASTER 2019, held in conjunction with the 19th European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2019, in Würzburg, Germany, in September 2019.

The 8 full papers presented were carefully reviewed and selected from 12 submissions. They represent an interesting mix of techniques to solve recurrent as well as new problems in the semantic trajectory domain, such as data representation models, data management systems, machine learning approaches for anomaly detection, and common pathways identification.

Editors and Affiliations

  • Harokopio University, Athens, Greece

    Konstantinos Tserpes

  • ISTI-CNR, Pisa, Italy

    Chiara Renso

  • Dalhousie University, Halifax, Canada

    Stan Matwin

Bibliographic Information

  • Book Title: Multiple-Aspect Analysis of Semantic Trajectories

  • Book Subtitle: First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings

  • Editors: Konstantinos Tserpes, Chiara Renso, Stan Matwin

  • Series Title: Lecture Notes in Computer Science

  • DOI: https://doi.org/10.1007/978-3-030-38081-6

  • Publisher: Springer Cham

  • eBook Packages: Computer Science, Computer Science (R0)

  • Copyright Information: The Editor(s) (if applicable) and The Author(s) 2020

  • Softcover ISBN: 978-3-030-38080-9Published: 04 January 2020

  • eBook ISBN: 978-3-030-38081-6Published: 03 January 2020

  • Series ISSN: 0302-9743

  • Series E-ISSN: 1611-3349

  • Edition Number: 1

  • Number of Pages: IX, 133

  • Number of Illustrations: 46 b/w illustrations, 47 illustrations in colour

  • Topics: Machine Learning, Computer Applications, Image Processing and Computer Vision

Buy it now

Buying options

Softcover Book USD 59.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access