Multiple ASpects TrajEctoRy management and analysis

Deliverables

Documents, reports (4)

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.

Websites, patent fillings, videos etc. (1)

Project Web Site

Project Web site

Publications

Non-peer reviewed articles (1)

Multiple-aspect analysis of semantic trajectories(MASTER)

Author(s): Chiara Renso, Vania Bogorny, Konstantinos Tserpes, Stan Matwin, Jose Antonio Fernandes de Macedo
Published in: International Journal of Geographical Information Science, 2021, Page(s) 1-4, ISSN 1365-8816
Publisher: Taylor & Francis
DOI: 10.1080/13658816.2020.1870982

Peer reviewed articles (14)

MAT-Index: An index for fast multiple aspect trajectory similarity measuring

Author(s): Ana Paula Ramos de Souza; Chiara Renso; Raffaele Perego; Vania Bogorny
Published in: Transactions in GIS, 9, 2022, ISSN 1467-9671
Publisher: John Wiley & Sons Ltd
DOI: 10.1111/tgis.12889

MARC: a robust method for multiple-aspect trajectory classification via space, time, and semantic embeddings

Author(s): Lucas May Petry, Camila Leite Da Silva, Andrea Esuli, Chiara Renso, Vania Bogorny
Published in: International Journal of Geographical Information Science, 34/7, 2020, Page(s) 1428-1450, ISSN 1365-8816
Publisher: Taylor & Francis
DOI: 10.1080/13658816.2019.1707835

AIS-Enabled Weather Routing for Cargo Loss Prevention

Author(s): by Kalliopi Spyrou-Sioula,Ioannis Kontopoulos,Dimitrios Kaklis,Antonios Makris,Konstantinos Tserpes,Pavlos Eirinakis andFotis Oikonomou
Published in: Journal of Marine Science and Engineering, 20771312, 2022, ISSN 2077-1312
Publisher: MDPI
DOI: 10.3390/jmse10111755

A distributed framework for extracting maritime traffic patterns

Author(s): Ioannis Kontopoulos, Iraklis Varlamis, Konstantinos Tserpes
Published in: International Journal of Geographical Information Science, 2020, Page(s) 1-26, ISSN 1365-8816
Publisher: Taylor & Francis
DOI: 10.1080/13658816.2020.1792914

Evaluating the effect of compressing algorithms for trajectory similarity and classification problems

Author(s): Antonios Makris, Camila Leite da Silva, Vania Bogorny, Luis Otavio Alvares, Jose Antonio Macedo, Konstantinos Tserpes
Published in: GeoInformatica, 2021, ISSN 1384-6175
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10707-021-00434-1

Modeling Trajectories Obtained from External Sensors for Location Prediction via NLP Approaches

Author(s): Lívia Almada Cruz, Ticiana Linhares Coelho da Silva, Régis Pires Magalhães, Wilken Charles Dantas Melo, Matheus Cordeiro, José Antonio Fernandes de Macedo and Karine Zeitouni
Published in: Sensors, 14248220, 2022, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22197475

From multiple aspect trajectories to predictive analysis: a case study on fishing vessels in the Northern Adriatic sea

Author(s): Bruno Brandoli; Alessandra Raffaetà; Marta Simeoni; Pedram Adibi; Fateha Khanam Bappee; Fabio Pranovi; Giulia Rovinelli; Elisabetta Russo; Claudio Silvestri; Amilcar Soares; Stan Matwin
Published in: Geoinformatica, 15737624, 2022, ISSN 1573-7624
Publisher: Springer
DOI: 10.1007/s10707-022-00463-4

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, 19/7, 2018, Page(s) 2290-2300, ISSN 1524-9050
Publisher: Institute of Electrical and Electronics Engineers
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
Publisher: IEEE
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, 23, 2019, Page(s) 805-822, ISSN 1361-1682
Publisher: Blackwell Publishing Inc.
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, 23/5, 2019, Page(s) 960-975, ISSN 1361-1682
Publisher: Blackwell Publishing Inc.
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, 11/9, 2019, Page(s) 192, ISSN 1999-5903
Publisher: MDPI
DOI: 10.3390/fi11090192

MongoDB Vs PostgreSQL: A comparative study on performance aspects

Author(s): Antonios Makris, Konstantinos Tserpes, Giannis Spiliopoulos, Dimitrios Zissis, Dimosthenis Anagnostopoulos
Published in: GeoInformatica, 2020, ISSN 1384-6175
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10707-020-00407-w

Stop-and-move sequence expressions over semantic trajectories

Author(s): Yenier Torres Izquierdo, Grettel Monteagudo García, Marco A. Casanova, Luiz André P. Paes Leme, Christos Sardianos, Konstantinos Tserpes, Iraklis Varlamis, Lívia C. Ruback Rodrigues
Published in: International Journal of Geographical Information Science, 2020, Page(s) 1-26, ISSN 1365-8816
Publisher: Taylor & Francis
DOI: 10.1080/13658816.2020.1793157

Conference proceedings (18)

Dependency Rule Modeling for Multiple Aspects Trajectories

Author(s): Ronaldo dos Santos Mello; Geomar Andre Schreiner; Cristian Alexandre Alchini; Gustavo Gonçalves dos Santos; Vania Bogorny; Chiara Renso
Published in: ER, 2021
Publisher: Springer
DOI: 10.1007/978-3-030-89022-3_11

MAT-Builder: a System to Build Semantically Enriched Trajectories

Author(s): Chiara Pugliese; Francesco Lettich; Chiara Renso; Fabio Pinelli
Published in: 23rd IEEE International Conference on Mobile Data Management, MDM 2022, Paphos, Cyprus, June 6-9, 2022
Publisher: IEEE
DOI: 10.1109/MDM55031.2022.00058

Multiple aspect trajectories: a case study on fishing vessels inthe Northern Adriatic sea

Author(s): Giulia Rovinelli; Stan Matwin; Fabio Pranovi; Elisabetta Russo; Claudio Silvestri; Marta Simeoni; Alessandra Raffaetà
Published in: BMDA 21 Workshop, 2021
Publisher: CSEUR
DOI: 10.5281/zenodo.6340675

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, ISBN 978-1-5386-6306-6
Publisher: IEEE
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, ISBN 9781-450358897
Publisher: ACM Press
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, ISBN 978-1-5386-5035-6
Publisher: IEEE
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
Publisher: CSEUR

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
Publisher: CEUR

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, ISBN 978-3-89318-081-3
Publisher: OpenProceedings.org
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
Publisher: CEUR

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
Publisher: CEUR

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
Publisher: CEUR

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, ISBN 9781-450366755
Publisher: ACM Press
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, ISBN 978-3-89318-081-3
Publisher: OpenProceedings.org
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, ISBN 978-1-5386-6051-5
Publisher: IEEE
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
Publisher: CSEUR.org
DOI: 10.5281/zenodo.3685892

AUTOMATISE: Multiple Aspect Trajectory Data Mining Tool Library

Author(s): Tarlis Tortelli Portela; Vania Bogorny; Anna Bernasconi; Chiara Renso
Published in: 23rd IEEE International Conference on Mobile Data Management (MDM), 2022
Publisher: IEEE
DOI: 10.1109/mdm55031.2022.00060

A novel similarity measure for multiple aspect trajectory clustering

Author(s): Iraklis Varlamis; Christos Sardianos; Vania Bogorny; Luis Otavio Alvares; Jonata Tyska Carvalho; Chiara Renso; Raffaele Perego; John Violos
Published in: SAC, 18, 2021
Publisher: ACM
DOI: 10.1145/3412841.3441935

Other (1)

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
Publisher: arXiv.org

Book chapters (4)

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, 11889, 2020, Page(s) 83-99, ISBN 978-3-030-38080-9
Publisher: Springer International Publishing
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, 11889, 2020, Page(s) 66-82, ISBN 978-3-030-38080-9
Publisher: Springer International Publishing
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, 11889, 2020, Page(s) 34-49, ISBN 978-3-030-38080-9
Publisher: Springer International Publishing
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, 11889, 2020, Page(s) 6-20, ISBN 978-3-030-38080-9
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-38081-6_2

Monographic books (1)

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, 11889, 2020, ISBN 978-3-030-38081-6
Publisher: SpringerOpen
DOI: 10.1007/978-3-030-38081-6