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Multiple ASpects TrajEctoRy management and analysis

Deliverables

Requirements for application scenarios

This deliverable includes the results of the requirement analysis for the scenarios and details application questions and data available.

First version of similarity measures and analysis methods for holistic trajectories

The first version deliverable reports about joint research work on similarity, machine learning and data mining methods for holistic trajectories.

Revision of the applications scenarios

This deliverable revises the requirements, the application questions and the information about the data available for the three scenarios.

Data Management and enrichment methods for holistic trajectories

Reports about the design and development of a proper solution for storing and managing holistic trajectories and enriching them using heterogeneous information sources.

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Publications

Detecting Search and Rescue Missions from AIS Data

Author(s): Iraklis Varlamis, Konstantinos Tserpes, Christos Sardianos
Published in: 2018 IEEE 34th International Conference on Data Engineering Workshops (ICDEW), 2018, Page(s) 60-65
DOI: 10.1109/ICDEW.2018.00017

Efficient astronomical query processing using spark

Author(s): Mariem Brahem, Laurent Yeh, Karine Zeitouni
Published in: Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems - SIGSPATIAL '18, 2018, Page(s) 229-238
DOI: 10.1145/3274895.3274942

Hot Spot Analysis over Big Trajectory Data

Author(s): Panagiotis Nikitopoulos, Aris-Iakovos Paraskevopoulos, Christos Doulkeridis, Nikos Pelekis, Yannis Theodoridis
Published in: 2018 IEEE International Conference on Big Data (Big Data), 2018, Page(s) 761-770
DOI: 10.1109/bigdata.2018.8622376

Trajectory Prediction from External Sensor Data using Recurrent Neural Networks

Author(s): Livia Almada Cruz, Karine Zeitouni, José A. F. de Macedo
Published in: International Conference on Big Data and Cyber-Security Intelligence (BDCSIntell), 2018

A Network Abstraction of Multi-vessel Trajectory Data for Detecting Anomalies

Author(s): Iraklis Varlamis, Konstantinos Tserpes, Mohammad Etemad, Amilcar Soares Junior, Stan Matwin
Published in: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019

VISTA: A visual analytics platform for semantic annotation of trajectories.

Author(s): Amílcar Soares, Jordan Rose, Mohammad Etemad, Chiara Renso, Stan Matwin
Published in: Advances in Database Technology - 22nd International Conference on Extending Database Technology, {EDBT} 2019, Lisbon, Portugal, March 26-29, 2019, 2019, Page(s) 570--573
DOI: 10.5441/002/edbt.2019.58

Performance Evaluation of MongoDB and PostgreSQL for spatio-temporal data

Author(s): Antonios Makris, Giannis Spiliopoulos, Konstantinos Tserpes, Dimosthenis Anagnostopoulos
Published in: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019

Integration of Mobility Data with Weather Information

Author(s): Nikolaos Koutroumanis, Georgios M. Santipantakis, Apostolos Glenis, Christos Doulkeridis, George A. Vouros
Published in: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019

Towards a Semantic Indoor Trajectory Model

Author(s): Alexandros Kontarinis, Karine Zeitouni, Claudia Marinica, Dan Vodislav, Dimitris Kozinos
Published in: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019

On Preserving Sensitive Information of Multiple Aspect Trajectories In-House

Author(s): Spyros Giotakis, Nikos Pelekis
Published in: Companion Proceedings of The 2019 World Wide Web Conference on - WWW '19, 2019, Page(s) 515-522
DOI: 10.1145/3308560.3317594

Exploring Interpretable Features for Large Time Series with SE4TeC

Author(s): Jingwei Zuo, Karine Zeitouni, Yehia Taher
Published in: Advances in Database Technology - 22nd International Conference on Extending Database Technology, {EDBT} 2019, Lisbon, Portugal, March 26-29, 2019, 2019
DOI: 10.5441/002/edbt.2019.67

Extracting User Habits from Google Maps History Logs

Author(s): Christos Sardianos, Iraklis Varlamis, Grigoris Bouras
Published in: 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), 2018, Page(s) 690-697
DOI: 10.1109/asonam.2018.8508442

Uncovering vessel movement patterns from AIS data with graph evolution analysis

Author(s): Emanuele Carlini; Vinicius Monteiro de Lira; Amilcar Soares; Mohammad Etemad; Bruno Brandoli Machado; Stan Matwin
Published in: EDBT conference workshop proceedings, 2020
DOI: 10.5281/zenodo.3685892

Traj2User: exploiting embeddings for computing similarity of users mobile behavior

Author(s): Andrea Esuli, Lucas May Petry, Chiara Renso, Vania Bogorny
Published in: arXiv.org, 2018

Boosting Ride Sharing With Alternative Destinations

Author(s): Vinicius Monteiro de Lira, Raffaele Perego, Chiara Renso, Salvatore Rinzivillo, Valeria Cesario Times
Published in: IEEE Transactions on Intelligent Transportation Systems, Issue 19/7, 2018, Page(s) 2290-2300, ISSN 1524-9050
DOI: 10.1109/TITS.2018.2836395

ASTROIDE: A Unified Astronomical Big Data Processing Engine over Spark

Author(s): Mariem BRAHEM, Karine Zeitouni, Laurent Yeh
Published in: IEEE Transactions on Big Data, 2018, Page(s) 1-1, ISSN 2332-7790
DOI: 10.1109/TBDATA.2018.2873749

MASTER: A multiple aspect view on trajectories

Author(s): Ronaldo dos Santos Mello, Vania Bogorny, Luis Otavio Alvares, Luiz Henrique Zambom Santana, Carlos Andres Ferrero, Angelo Augusto Frozza, Geomar Andre Schreiner, Chiara Renso
Published in: Transactions in GIS, Issue 23, 2019, Page(s) 805-822, ISSN 1361-1682
DOI: 10.1111/tgis.12526

Towards semantic‐aware multiple‐aspect trajectory similarity measuring

Author(s): Lucas May Petry, Carlos Andres Ferrero, Luis Otavio Alvares, Chiara Renso, Vania Bogorny
Published in: Transactions in GIS, Issue 23/5, 2019, Page(s) 960-975, ISSN 1361-1682
DOI: 10.1111/tgis.12542

A Framework for the Detection of Search and Rescue Patterns Using Shapelet Classification

Author(s): Konstantinos Kapadais, Iraklis Varlamis, Christos Sardianos, Konstantinos Tserpes
Published in: Future Internet, Issue 11/9, 2019, Page(s) 192, ISSN 1999-5903
DOI: 10.3390/fi11090192

Predicting Fishing Effort and Catch Using Semantic Trajectories and Machine Learning

Author(s): Pedram Adibi, Fabio Pranovi, Alessandra Raffaetà, Elisabetta Russo, Claudio Silvestri, Marta Simeoni, Amilcar Soares, Stan Matwin
Published in: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Issue 11889, 2020, Page(s) 83-99
DOI: 10.1007/978-3-030-38081-6_7

Prospective Data Model and Distributed Query Processing for Mobile Sensing Data Streams

Author(s): Mariem Brahem, Karine Zeitouni, Laurent Yeh, Hafsa El Hafyani
Published in: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Issue 11889, 2020, Page(s) 66-82
DOI: 10.1007/978-3-030-38081-6_6

Online Long-Term Trajectory Prediction Based on Mined Route Patterns

Author(s): Petros Petrou, Panagiotis Tampakis, Harris Georgiou, Nikos Pelekis, Yannis Theodoridis
Published in: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Issue 11889, 2020, Page(s) 34-49
DOI: 10.1007/978-3-030-38081-6_4

Uncovering Hidden Concepts from AIS Data: A Network Abstraction of Maritime Traffic for Anomaly Detection

Author(s): Ioannis Kontopoulos, Iraklis Varlamis, Konstantinos Tserpes
Published in: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Issue 11889, 2020, Page(s) 6-20
DOI: 10.1007/978-3-030-38081-6_2

Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings

Author(s): Konstantinos Tserpes; Chiara Renso; Stan Matwin
Published in: Lecture Notes in Artificial Intelligence, Issue 11889, 2020
DOI: 10.1007/978-3-030-38081-6