Multiple ASpects TrajEctoRy management and analysis

Livrables

Final version of data management and enrichment methods for holistic trajectories

Final deliverable reporting about research on data management and enrichment method

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

Privacy and BigData issues in holistic trajectory construction and management

The deliverable addresses privacy concerns and scalability issues posed in MASTER by the representation management and storage of holistic trajectories

Final version of similarity measures and analysis methods for holistic trajectories

Final deliverable updating the content of Deliverable 51 entitled Similarity measures and analysis methods for holistic trajectories

Future challenges for holistic trajectories

This deliverable will report discussions and visions around the future challenges in research in holistic trajectories and the outcome of the workshop

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.

Final Report on the application scenarios and software prototypes

Reports on the prototypes developed and the experiences conducted in the diverse application scenarios

Big Data and privacy issues in holistic trajectories analysis

This deliverable includes research methods for big data and privacy issues for trajectories analysis

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.

Preliminary software prototypes

The deliverable reports on the three software prototypes developed in the three different application domains.

Project Web Site

Project Web site

Publications

Multiple-aspect analysis of semantic trajectories(MASTER)

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

Mobility Data Mining: from Technical to Ethical (Dagstuhl Seminar 22022)

Auteurs: Berendt, Bettina; Matwin, Stan; Renso, Chiara; Meissner, Fran; Pratesi, Francesca; Raffaetà, Alessandra; Rockwell, Geoffrey
Publié dans: ISTI Research report, pp.35–66, 2022, Numéro 23, 2022
Éditeur: Dagstuhl
DOI: 10.4230/dagrep.12.1.35

Traj2User: exploiting embeddings for computing similarity of users mobile behavior

Auteurs: Andrea Esuli, Lucas May Petry, Chiara Renso, Vania Bogorny
Publié dans: arXiv.org, 2018
Éditeur: arXiv.org

Tensor Methods for Multi-Aspect Trajectory Data Mining

Auteurs: Kofidis, Eleftherios
Publié dans: https://hal.archives-ouvertes.fr/hal-02639989, Numéro 8, 2020
Éditeur: Hal Open science

Towards a Granular Computing Framework for Multiple Aspect Trajectory Representation and Privacy Preservation: Research Challenges and Opportunities

Auteurs: Zaineb Chelly Dagdia; Vania Bogorny
Publié dans: Crossref, Numéro 29, 2022
Éditeur: Polish Information processing Society
DOI: 10.15439/2022f282

TrajParquet: A Trajectory-Oriented Column File Format for Mobility Data Lakes

Auteurs: Nikolaos Koutroumanis, Christos Doulkeridis, Chiara Renso, Mirco Nanni, Raffaele Perego
Publié dans: SIGSPATIAL '23: Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023
Éditeur: ACM
DOI: 10.1145/3589132.3625623

Discovery of Tourists' Movement Patterns in Venice from Public Transport Data

Auteurs: Cogollos Adrián, Héctor Porras Alfonso, Santiago Baruque Zanón, Bruno Alessandra, Raffaeta' Filippo, Zanatta
Publié dans: SAC '22: Proceedings of the 37th ACM/SIGAPP Symposium on Applied Computing (ACMSAC),, 2022
Éditeur: ACM
DOI: 10.1145/3477314.3507355

MAT-CA: a tool for Multiple Aspect Trajectory Clustering Analysis

Auteurs: Yuri Santos, Ricardo Giuliani, Tarlis Portela, Chiara Renso, Jônata Carvalho
Publié dans: EMODE '23: Proceedings of the 1st ACM SIGSPATIAL International Workshop on Methods for Enriched Mobility Data: Emerging issues and Ethical perspectives 2023, 2023
Éditeur: ACM
DOI: 10.1145/3615885.3628009

Dependency Rule Modeling for Multiple Aspects Trajectories

Auteurs: Ronaldo dos Santos Mello; Geomar Andre Schreiner; Cristian Alexandre Alchini; Gustavo Gonçalves dos Santos; Vania Bogorny; Chiara Renso
Publié dans: ER, 2021
Éditeur: Springer
DOI: 10.1007/978-3-030-89022-3_11

A Data Augmentation Algorithm for Trajectory Data

Auteurs: Yaksh J. Haranwala, Gabriel Spadon, Chiara Renso, Amilcar Soares
Publié dans: EMODE '23: Proceedings of the 1st ACM SIGSPATIAL International Workshop on Methods for Enriched Mobility Data, 2023
Éditeur: ACM
DOI: 10.1145/3615885.3628008

MAT-Builder: a System to Build Semantically Enriched Trajectories

Auteurs: Chiara Pugliese; Francesco Lettich; Chiara Renso; Fabio Pinelli
Publié dans: 23rd IEEE International Conference on Mobile Data Management, MDM 2022, Paphos, Cyprus, June 6-9, 2022
Éditeur: IEEE
DOI: 10.1109/MDM55031.2022.00058

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

Auteurs: Giulia Rovinelli; Stan Matwin; Fabio Pranovi; Elisabetta Russo; Claudio Silvestri; Marta Simeoni; Alessandra Raffaetà
Publié dans: BMDA 21 Workshop, 2021
Éditeur: CSEUR
DOI: 10.5281/zenodo.6340675

Detecting Search and Rescue Missions from AIS Data

Auteurs: Iraklis Varlamis, Konstantinos Tserpes, Christos Sardianos
Publié dans: 2018 IEEE 34th International Conference on Data Engineering Workshops (ICDEW), 2018, Page(s) 60-65, ISBN 978-1-5386-6306-6
Éditeur: IEEE
DOI: 10.1109/ICDEW.2018.00017

Efficient astronomical query processing using spark

Auteurs: Mariem Brahem, Laurent Yeh, Karine Zeitouni
Publié dans: Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems - SIGSPATIAL '18, 2018, Page(s) 229-238, ISBN 9781-450358897
Éditeur: ACM Press
DOI: 10.1145/3274895.3274942

Hot Spot Analysis over Big Trajectory Data

Auteurs: Panagiotis Nikitopoulos, Aris-Iakovos Paraskevopoulos, Christos Doulkeridis, Nikos Pelekis, Yannis Theodoridis
Publié dans: 2018 IEEE International Conference on Big Data (Big Data), 2018, Page(s) 761-770, ISBN 978-1-5386-5035-6
Éditeur: IEEE
DOI: 10.1109/bigdata.2018.8622376

Trajectory Prediction from External Sensor Data using Recurrent Neural Networks

Auteurs: Livia Almada Cruz, Karine Zeitouni, José A. F. de Macedo
Publié dans: International Conference on Big Data and Cyber-Security Intelligence (BDCSIntell), 2018
Éditeur: CSEUR

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

Auteurs: Iraklis Varlamis, Konstantinos Tserpes, Mohammad Etemad, Amilcar Soares Junior, Stan Matwin
Publié dans: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Éditeur: CEUR

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

Auteurs: Amílcar Soares, Jordan Rose, Mohammad Etemad, Chiara Renso, Stan Matwin
Publié dans: 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
Éditeur: OpenProceedings.org
DOI: 10.5441/002/edbt.2019.58

Performance Evaluation of MongoDB and PostgreSQL for spatio-temporal data

Auteurs: Antonios Makris, Giannis Spiliopoulos, Konstantinos Tserpes, Dimosthenis Anagnostopoulos
Publié dans: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Éditeur: CEUR

Integration of Mobility Data with Weather Information

Auteurs: Nikolaos Koutroumanis, Georgios M. Santipantakis, Apostolos Glenis, Christos Doulkeridis, George A. Vouros
Publié dans: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Éditeur: CEUR

Towards a Semantic Indoor Trajectory Model

Auteurs: Alexandros Kontarinis, Karine Zeitouni, Claudia Marinica, Dan Vodislav, Dimitris Kozinos
Publié dans: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Éditeur: CEUR

On Preserving Sensitive Information of Multiple Aspect Trajectories In-House

Auteurs: Spyros Giotakis, Nikos Pelekis
Publié dans: Companion Proceedings of The 2019 World Wide Web Conference on - WWW '19, 2019, Page(s) 515-522, ISBN 9781-450366755
Éditeur: ACM Press
DOI: 10.1145/3308560.3317594

Exploring Interpretable Features for Large Time Series with SE4TeC

Auteurs: Jingwei Zuo, Karine Zeitouni, Yehia Taher
Publié dans: 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
Éditeur: OpenProceedings.org
DOI: 10.5441/002/edbt.2019.67

Extracting User Habits from Google Maps History Logs

Auteurs: Christos Sardianos, Iraklis Varlamis, Grigoris Bouras
Publié dans: 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
Éditeur: IEEE
DOI: 10.1109/asonam.2018.8508442

Uncovering vessel movement patterns from AIS data with graph evolution analysis

Auteurs: Emanuele Carlini; Vinicius Monteiro de Lira; Amilcar Soares; Mohammad Etemad; Bruno Brandoli Machado; Stan Matwin
Publié dans: EDBT conference workshop proceedings, 2020
Éditeur: CSEUR.org
DOI: 10.5281/zenodo.3685892

Summarizing Trajectories Using Semantically Enriched Geographical Context

Auteurs: Chiara Pugliese, Francesco Lettich, Fabio Pinelli, Chiara Renso
Publié dans: SIGSPATIAL '23: Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023
Éditeur: ACM
DOI: 10.1145/3589132.3625587

AUTOMATISE: Multiple Aspect Trajectory Data Mining Tool Library

Auteurs: Tarlis Tortelli Portela; Vania Bogorny; Anna Bernasconi; Chiara Renso
Publié dans: 23rd IEEE International Conference on Mobile Data Management (MDM), 2022
Éditeur: IEEE
DOI: 10.1109/mdm55031.2022.00060

A real-time trajectory classification module

Auteurs: Ioannis Kontopoulos, Antonios Makris, and Konstantinos Tserpes
Publié dans: EMODE '23: Proceedings of the 1st ACM SIGSPATIAL International Workshop on Methods for Enriched Mobility Data: Emerging issues and Ethical perspectives 2023, 2023
Éditeur: ACM
DOI: 10.1145/3615885.3628005

A novel similarity measure for multiple aspect trajectory clustering

Auteurs: Iraklis Varlamis; Christos Sardianos; Vania Bogorny; Luis Otavio Alvares; Jonata Tyska Carvalho; Chiara Renso; Raffaele Perego; John Violos
Publié dans: SAC, Numéro 18, 2021
Éditeur: ACM
DOI: 10.1145/3412841.3441935

A general methodology for building multiple aspect trajectories

Auteurs: Francesco Lettich; Chiara Pugliese; Chiara Renso; Fabio Pinelli
Publié dans: SAC 2023 - 38th ACM/SIGAPP Symposium on Applied Computing, pp. 515–517, Tallinn, Estonia, 27-31/03/2023, Numéro 44, 2023
Éditeur: ACM
DOI: 10.1145/3555776.3577832

A novel approach to define the local region of dynamic selection techniques in imbalanced credit scoring problems

Auteurs: Leopoldo Melo Junior; Franco Maria Nardini; Chiara Renso; Roberto Trani; José Antônio Fernandes de Macêdo
Publié dans: Expert systems with applications 152 (2020). doi:10.1016/j.eswa.2020.113351, Numéro 35, 2019, ISSN 0957-4174
Éditeur: Pergamon Press Ltd.
DOI: 10.1016/j.eswa.2020.113351

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

Auteurs: Ana Paula Ramos de Souza; Chiara Renso; Raffaele Perego; Vania Bogorny
Publié dans: Transactions in GIS, Numéro 9, 2022, ISSN 1467-9671
Éditeur: John Wiley & Sons Ltd
DOI: 10.1111/tgis.12889

TraClets: A trajectory representation and classification library

Auteurs: Ioannis Kontopoulos, Antonios Makris, Konstantinos Tserpes
Publié dans: SoftwareX, 2023, ISSN 2352-7110
Éditeur: Elsevier
DOI: 10.1016/j.softx.2023.101306

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

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

AIS-Enabled Weather Routing for Cargo Loss Prevention

Auteurs: by Kalliopi Spyrou-Sioula,Ioannis Kontopoulos,Dimitrios Kaklis,Antonios Makris,Konstantinos Tserpes,Pavlos Eirinakis andFotis Oikonomou
Publié dans: Journal of Marine Science and Engineering, Numéro 20771312, 2022, ISSN 2077-1312
Éditeur: MDPI
DOI: 10.3390/jmse10111755

A distributed framework for extracting maritime traffic patterns

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

Semantic Enrichment of Mobility Data: A Comprehensive Methodology and the MAT-BUILDER System

Auteurs: Francesco Lettich; Chiara Pugliese; Chiara Renso; Fabio Pinelli
Publié dans: IEEE access 11 (2023): 90857–90875. doi:10.1109/ACCESS.2023.3307824, Numéro 46, 2023, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3307824

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

Auteurs: Antonios Makris, Camila Leite da Silva, Vania Bogorny, Luis Otavio Alvares, Jose Antonio Macedo, Konstantinos Tserpes
Publié dans: GeoInformatica, 2021, ISSN 1384-6175
Éditeur: Kluwer Academic Publishers
DOI: 10.1007/s10707-021-00434-1

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

Auteurs: 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
Publié dans: Sensors, Numéro 14248220, 2022, ISSN 1424-8220
Éditeur: 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

Auteurs: Bruno Brandoli; Alessandra Raffaetà; Marta Simeoni; Pedram Adibi; Fateha Khanam Bappee; Fabio Pranovi; Giulia Rovinelli; Elisabetta Russo; Claudio Silvestri; Amilcar Soares; Stan Matwin
Publié dans: Geoinformatica, Numéro 15737624, 2022, ISSN 1573-7624
Éditeur: Springer
DOI: 10.1007/s10707-022-00463-4

Boosting Ride Sharing With Alternative Destinations

Auteurs: Vinicius Monteiro de Lira, Raffaele Perego, Chiara Renso, Salvatore Rinzivillo, Valeria Cesario Times
Publié dans: IEEE Transactions on Intelligent Transportation Systems, Numéro 19/7, 2018, Page(s) 2290-2300, ISSN 1524-9050
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TITS.2018.2836395

ASTROIDE: A Unified Astronomical Big Data Processing Engine over Spark

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

MASTER: A multiple aspect view on trajectories

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

Towards semantic‐aware multiple‐aspect trajectory similarity measuring

Auteurs: Lucas May Petry, Carlos Andres Ferrero, Luis Otavio Alvares, Chiara Renso, Vania Bogorny
Publié dans: Transactions in GIS, Numéro 23/5, 2019, Page(s) 960-975, ISSN 1361-1682
Éditeur: Blackwell Publishing Inc.
DOI: 10.1111/tgis.12542

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

Auteurs: Konstantinos Kapadais, Iraklis Varlamis, Christos Sardianos, Konstantinos Tserpes
Publié dans: Future Internet, Numéro 11/9, 2019, Page(s) 192, ISSN 1999-5903
Éditeur: MDPI
DOI: 10.3390/fi11090192

MongoDB Vs PostgreSQL: A comparative study on performance aspects

Auteurs: Antonios Makris, Konstantinos Tserpes, Giannis Spiliopoulos, Dimitrios Zissis, Dimosthenis Anagnostopoulos
Publié dans: GeoInformatica, 2020, ISSN 1384-6175
Éditeur: Kluwer Academic Publishers
DOI: 10.1007/s10707-020-00407-w

Understanding evolution of maritime networks from automatic identification system data

Auteurs: Emanuele Carlini; Vinicius Monteiro de Lira; Amilcar Soares; Mohammad Etemad; Bruno Brandoli; Stan Matwin
Publié dans: Geoinformatica (Dordrecht) (2021). doi:10.1007/s10707-021-00451-0, Numéro 10, 2022, ISSN 1384-6175
Éditeur: Kluwer Academic Publishers
DOI: 10.1007/s10707-021-00451-0

Stop-and-move sequence expressions over semantic trajectories

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

Predicting Fishing Effort and Catch Using Semantic Trajectories and Machine Learning

Auteurs: Pedram Adibi, Fabio Pranovi, Alessandra Raffaetà, Elisabetta Russo, Claudio Silvestri, Marta Simeoni, Amilcar Soares, Stan Matwin
Publié dans: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Numéro 11889, 2020, Page(s) 83-99, ISBN 978-3-030-38080-9
Éditeur: Springer International Publishing
DOI: 10.1007/978-3-030-38081-6_7

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

Auteurs: Mariem Brahem, Karine Zeitouni, Laurent Yeh, Hafsa El Hafyani
Publié dans: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Numéro 11889, 2020, Page(s) 66-82, ISBN 978-3-030-38080-9
Éditeur: Springer International Publishing
DOI: 10.1007/978-3-030-38081-6_6

Online Long-Term Trajectory Prediction Based on Mined Route Patterns

Auteurs: Petros Petrou, Panagiotis Tampakis, Harris Georgiou, Nikos Pelekis, Yannis Theodoridis
Publié dans: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Numéro 11889, 2020, Page(s) 34-49, ISBN 978-3-030-38080-9
Éditeur: 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

Auteurs: Ioannis Kontopoulos, Iraklis Varlamis, Konstantinos Tserpes
Publié dans: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Numéro 11889, 2020, Page(s) 6-20, ISBN 978-3-030-38080-9
Éditeur: Springer International Publishing
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

Auteurs: Konstantinos Tserpes; Chiara Renso; Stan Matwin
Publié dans: Lecture Notes in Artificial Intelligence, Numéro 11889, 2020, ISBN 978-3-030-38081-6
Éditeur: SpringerOpen
DOI: 10.1007/978-3-030-38081-6

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