Multiple ASpects TrajEctoRy management and analysis

Resultado final

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

Publicaciones

Multiple-aspect analysis of semantic trajectories(MASTER)

Autores: Chiara Renso, Vania Bogorny, Konstantinos Tserpes, Stan Matwin, Jose Antonio Fernandes de Macedo
Publicado en: International Journal of Geographical Information Science, 2021, Página(s) 1-4, ISSN 1365-8816
Editor: Taylor & Francis
DOI: 10.1080/13658816.2020.1870982

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

Autores: Berendt, Bettina; Matwin, Stan; Renso, Chiara; Meissner, Fran; Pratesi, Francesca; Raffaetà, Alessandra; Rockwell, Geoffrey
Publicado en: ISTI Research report, pp.35–66, 2022, Edición 23, 2022
Editor: Dagstuhl
DOI: 10.4230/dagrep.12.1.35

Traj2User: exploiting embeddings for computing similarity of users mobile behavior

Autores: Andrea Esuli, Lucas May Petry, Chiara Renso, Vania Bogorny
Publicado en: arXiv.org, 2018
Editor: arXiv.org

Tensor Methods for Multi-Aspect Trajectory Data Mining

Autores: Kofidis, Eleftherios
Publicado en: https://hal.archives-ouvertes.fr/hal-02639989, Edición 8, 2020
Editor: Hal Open science

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

Autores: Zaineb Chelly Dagdia; Vania Bogorny
Publicado en: Crossref, Edición 29, 2022
Editor: Polish Information processing Society
DOI: 10.15439/2022f282

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

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

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

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

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

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

Dependency Rule Modeling for Multiple Aspects Trajectories

Autores: Ronaldo dos Santos Mello; Geomar Andre Schreiner; Cristian Alexandre Alchini; Gustavo Gonçalves dos Santos; Vania Bogorny; Chiara Renso
Publicado en: ER, 2021
Editor: Springer
DOI: 10.1007/978-3-030-89022-3_11

A Data Augmentation Algorithm for Trajectory Data

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

MAT-Builder: a System to Build Semantically Enriched Trajectories

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

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

Autores: Giulia Rovinelli; Stan Matwin; Fabio Pranovi; Elisabetta Russo; Claudio Silvestri; Marta Simeoni; Alessandra Raffaetà
Publicado en: BMDA 21 Workshop, 2021
Editor: CSEUR
DOI: 10.5281/zenodo.6340675

Detecting Search and Rescue Missions from AIS Data

Autores: Iraklis Varlamis, Konstantinos Tserpes, Christos Sardianos
Publicado en: 2018 IEEE 34th International Conference on Data Engineering Workshops (ICDEW), 2018, Página(s) 60-65, ISBN 978-1-5386-6306-6
Editor: IEEE
DOI: 10.1109/ICDEW.2018.00017

Efficient astronomical query processing using spark

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

Hot Spot Analysis over Big Trajectory Data

Autores: Panagiotis Nikitopoulos, Aris-Iakovos Paraskevopoulos, Christos Doulkeridis, Nikos Pelekis, Yannis Theodoridis
Publicado en: 2018 IEEE International Conference on Big Data (Big Data), 2018, Página(s) 761-770, ISBN 978-1-5386-5035-6
Editor: IEEE
DOI: 10.1109/bigdata.2018.8622376

Trajectory Prediction from External Sensor Data using Recurrent Neural Networks

Autores: Livia Almada Cruz, Karine Zeitouni, José A. F. de Macedo
Publicado en: International Conference on Big Data and Cyber-Security Intelligence (BDCSIntell), 2018
Editor: CSEUR

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

Autores: Iraklis Varlamis, Konstantinos Tserpes, Mohammad Etemad, Amilcar Soares Junior, Stan Matwin
Publicado en: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Editor: CEUR

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

Autores: Amílcar Soares, Jordan Rose, Mohammad Etemad, Chiara Renso, Stan Matwin
Publicado en: Advances in Database Technology - 22nd International Conference on Extending Database Technology, {EDBT} 2019, Lisbon, Portugal, March 26-29, 2019, 2019, Página(s) 570--573, ISBN 978-3-89318-081-3
Editor: OpenProceedings.org
DOI: 10.5441/002/edbt.2019.58

Performance Evaluation of MongoDB and PostgreSQL for spatio-temporal data

Autores: Antonios Makris, Giannis Spiliopoulos, Konstantinos Tserpes, Dimosthenis Anagnostopoulos
Publicado en: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Editor: CEUR

Integration of Mobility Data with Weather Information

Autores: Nikolaos Koutroumanis, Georgios M. Santipantakis, Apostolos Glenis, Christos Doulkeridis, George A. Vouros
Publicado en: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Editor: CEUR

Towards a Semantic Indoor Trajectory Model

Autores: Alexandros Kontarinis, Karine Zeitouni, Claudia Marinica, Dan Vodislav, Dimitris Kozinos
Publicado en: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Editor: CEUR

On Preserving Sensitive Information of Multiple Aspect Trajectories In-House

Autores: Spyros Giotakis, Nikos Pelekis
Publicado en: Companion Proceedings of The 2019 World Wide Web Conference on - WWW '19, 2019, Página(s) 515-522, ISBN 9781-450366755
Editor: ACM Press
DOI: 10.1145/3308560.3317594

Exploring Interpretable Features for Large Time Series with SE4TeC

Autores: Jingwei Zuo, Karine Zeitouni, Yehia Taher
Publicado en: 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
Editor: OpenProceedings.org
DOI: 10.5441/002/edbt.2019.67

Extracting User Habits from Google Maps History Logs

Autores: Christos Sardianos, Iraklis Varlamis, Grigoris Bouras
Publicado en: 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), 2018, Página(s) 690-697, ISBN 978-1-5386-6051-5
Editor: IEEE
DOI: 10.1109/asonam.2018.8508442

Uncovering vessel movement patterns from AIS data with graph evolution analysis

Autores: Emanuele Carlini; Vinicius Monteiro de Lira; Amilcar Soares; Mohammad Etemad; Bruno Brandoli Machado; Stan Matwin
Publicado en: EDBT conference workshop proceedings, 2020
Editor: CSEUR.org
DOI: 10.5281/zenodo.3685892

Summarizing Trajectories Using Semantically Enriched Geographical Context

Autores: Chiara Pugliese, Francesco Lettich, Fabio Pinelli, Chiara Renso
Publicado en: SIGSPATIAL '23: Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023
Editor: ACM
DOI: 10.1145/3589132.3625587

AUTOMATISE: Multiple Aspect Trajectory Data Mining Tool Library

Autores: Tarlis Tortelli Portela; Vania Bogorny; Anna Bernasconi; Chiara Renso
Publicado en: 23rd IEEE International Conference on Mobile Data Management (MDM), 2022
Editor: IEEE
DOI: 10.1109/mdm55031.2022.00060

A real-time trajectory classification module

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

A novel similarity measure for multiple aspect trajectory clustering

Autores: Iraklis Varlamis; Christos Sardianos; Vania Bogorny; Luis Otavio Alvares; Jonata Tyska Carvalho; Chiara Renso; Raffaele Perego; John Violos
Publicado en: SAC, Edición 18, 2021
Editor: ACM
DOI: 10.1145/3412841.3441935

A general methodology for building multiple aspect trajectories

Autores: Francesco Lettich; Chiara Pugliese; Chiara Renso; Fabio Pinelli
Publicado en: SAC 2023 - 38th ACM/SIGAPP Symposium on Applied Computing, pp. 515–517, Tallinn, Estonia, 27-31/03/2023, Edición 44, 2023
Editor: ACM
DOI: 10.1145/3555776.3577832

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

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

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

Autores: Ana Paula Ramos de Souza; Chiara Renso; Raffaele Perego; Vania Bogorny
Publicado en: Transactions in GIS, Edición 9, 2022, ISSN 1467-9671
Editor: John Wiley & Sons Ltd
DOI: 10.1111/tgis.12889

TraClets: A trajectory representation and classification library

Autores: Ioannis Kontopoulos, Antonios Makris, Konstantinos Tserpes
Publicado en: SoftwareX, 2023, ISSN 2352-7110
Editor: Elsevier
DOI: 10.1016/j.softx.2023.101306

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

Autores: Lucas May Petry, Camila Leite Da Silva, Andrea Esuli, Chiara Renso, Vania Bogorny
Publicado en: International Journal of Geographical Information Science, Edición 34/7, 2020, Página(s) 1428-1450, ISSN 1365-8816
Editor: Taylor & Francis
DOI: 10.1080/13658816.2019.1707835

AIS-Enabled Weather Routing for Cargo Loss Prevention

Autores: by Kalliopi Spyrou-Sioula,Ioannis Kontopoulos,Dimitrios Kaklis,Antonios Makris,Konstantinos Tserpes,Pavlos Eirinakis andFotis Oikonomou
Publicado en: Journal of Marine Science and Engineering, Edición 20771312, 2022, ISSN 2077-1312
Editor: MDPI
DOI: 10.3390/jmse10111755

A distributed framework for extracting maritime traffic patterns

Autores: Ioannis Kontopoulos, Iraklis Varlamis, Konstantinos Tserpes
Publicado en: International Journal of Geographical Information Science, 2020, Página(s) 1-26, ISSN 1365-8816
Editor: Taylor & Francis
DOI: 10.1080/13658816.2020.1792914

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

Autores: Francesco Lettich; Chiara Pugliese; Chiara Renso; Fabio Pinelli
Publicado en: IEEE access 11 (2023): 90857–90875. doi:10.1109/ACCESS.2023.3307824, Edición 46, 2023, ISSN 2169-3536
Editor: 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

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

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

Autores: 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
Publicado en: Sensors, Edición 14248220, 2022, ISSN 1424-8220
Editor: 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

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

Boosting Ride Sharing With Alternative Destinations

Autores: Vinicius Monteiro de Lira, Raffaele Perego, Chiara Renso, Salvatore Rinzivillo, Valeria Cesario Times
Publicado en: IEEE Transactions on Intelligent Transportation Systems, Edición 19/7, 2018, Página(s) 2290-2300, ISSN 1524-9050
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TITS.2018.2836395

ASTROIDE: A Unified Astronomical Big Data Processing Engine over Spark

Autores: Mariem BRAHEM, Karine Zeitouni, Laurent Yeh
Publicado en: IEEE Transactions on Big Data, 2018, Página(s) 1-1, ISSN 2332-7790
Editor: IEEE
DOI: 10.1109/TBDATA.2018.2873749

MASTER: A multiple aspect view on trajectories

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

Towards semantic‐aware multiple‐aspect trajectory similarity measuring

Autores: Lucas May Petry, Carlos Andres Ferrero, Luis Otavio Alvares, Chiara Renso, Vania Bogorny
Publicado en: Transactions in GIS, Edición 23/5, 2019, Página(s) 960-975, ISSN 1361-1682
Editor: Blackwell Publishing Inc.
DOI: 10.1111/tgis.12542

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

Autores: Konstantinos Kapadais, Iraklis Varlamis, Christos Sardianos, Konstantinos Tserpes
Publicado en: Future Internet, Edición 11/9, 2019, Página(s) 192, ISSN 1999-5903
Editor: MDPI
DOI: 10.3390/fi11090192

MongoDB Vs PostgreSQL: A comparative study on performance aspects

Autores: Antonios Makris, Konstantinos Tserpes, Giannis Spiliopoulos, Dimitrios Zissis, Dimosthenis Anagnostopoulos
Publicado en: GeoInformatica, 2020, ISSN 1384-6175
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10707-020-00407-w

Understanding evolution of maritime networks from automatic identification system data

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

Stop-and-move sequence expressions over semantic trajectories

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

Predicting Fishing Effort and Catch Using Semantic Trajectories and Machine Learning

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

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

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

Online Long-Term Trajectory Prediction Based on Mined Route Patterns

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

Autores: Ioannis Kontopoulos, Iraklis Varlamis, Konstantinos Tserpes
Publicado en: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Edición 11889, 2020, Página(s) 6-20, ISBN 978-3-030-38080-9
Editor: 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

Autores: Konstantinos Tserpes; Chiara Renso; Stan Matwin
Publicado en: Lecture Notes in Artificial Intelligence, Edición 11889, 2020, ISBN 978-3-030-38081-6
Editor: SpringerOpen
DOI: 10.1007/978-3-030-38081-6

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