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Multiple ASpects TrajEctoRy management and analysis

Rezultaty

Final version of data management and enrichment methods for holistic trajectories

Final deliverable reporting about research on data management and enrichment method

Requirements for application scenarios

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.

Publikacje

Multiple-aspect analysis of semantic trajectories(MASTER)

Autorzy: Chiara Renso, Vania Bogorny, Konstantinos Tserpes, Stan Matwin, Jose Antonio Fernandes de Macedo
Opublikowane w: International Journal of Geographical Information Science, 2021, Strona(/y) 1-4, ISSN 1365-8816
Wydawca: Taylor & Francis
DOI: 10.1080/13658816.2020.1870982

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

Autorzy: Berendt, Bettina; Matwin, Stan; Renso, Chiara; Meissner, Fran; Pratesi, Francesca; Raffaetà, Alessandra; Rockwell, Geoffrey
Opublikowane w: ISTI Research report, pp.35–66, 2022, Numer 23, 2022
Wydawca: Dagstuhl
DOI: 10.4230/dagrep.12.1.35

Traj2User: exploiting embeddings for computing similarity of users mobile behavior

Autorzy: Andrea Esuli, Lucas May Petry, Chiara Renso, Vania Bogorny
Opublikowane w: arXiv.org, 2018
Wydawca: arXiv.org

Tensor Methods for Multi-Aspect Trajectory Data Mining

Autorzy: Kofidis, Eleftherios
Opublikowane w: https://hal.archives-ouvertes.fr/hal-02639989, Numer 8, 2020
Wydawca: Hal Open science

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

Autorzy: Zaineb Chelly Dagdia; Vania Bogorny
Opublikowane w: Crossref, Numer 29, 2022
Wydawca: Polish Information processing Society
DOI: 10.15439/2022f282

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

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

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

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

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

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

Dependency Rule Modeling for Multiple Aspects Trajectories

Autorzy: Ronaldo dos Santos Mello; Geomar Andre Schreiner; Cristian Alexandre Alchini; Gustavo Gonçalves dos Santos; Vania Bogorny; Chiara Renso
Opublikowane w: ER, 2021
Wydawca: Springer
DOI: 10.1007/978-3-030-89022-3_11

A Data Augmentation Algorithm for Trajectory Data

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

MAT-Builder: a System to Build Semantically Enriched Trajectories

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

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

Autorzy: Giulia Rovinelli; Stan Matwin; Fabio Pranovi; Elisabetta Russo; Claudio Silvestri; Marta Simeoni; Alessandra Raffaetà
Opublikowane w: BMDA 21 Workshop, 2021
Wydawca: CSEUR
DOI: 10.5281/zenodo.6340675

Detecting Search and Rescue Missions from AIS Data

Autorzy: Iraklis Varlamis, Konstantinos Tserpes, Christos Sardianos
Opublikowane w: 2018 IEEE 34th International Conference on Data Engineering Workshops (ICDEW), 2018, Strona(/y) 60-65, ISBN 978-1-5386-6306-6
Wydawca: IEEE
DOI: 10.1109/ICDEW.2018.00017

Efficient astronomical query processing using spark

Autorzy: Mariem Brahem, Laurent Yeh, Karine Zeitouni
Opublikowane w: Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems - SIGSPATIAL '18, 2018, Strona(/y) 229-238, ISBN 9781-450358897
Wydawca: ACM Press
DOI: 10.1145/3274895.3274942

Hot Spot Analysis over Big Trajectory Data

Autorzy: Panagiotis Nikitopoulos, Aris-Iakovos Paraskevopoulos, Christos Doulkeridis, Nikos Pelekis, Yannis Theodoridis
Opublikowane w: 2018 IEEE International Conference on Big Data (Big Data), 2018, Strona(/y) 761-770, ISBN 978-1-5386-5035-6
Wydawca: IEEE
DOI: 10.1109/bigdata.2018.8622376

Trajectory Prediction from External Sensor Data using Recurrent Neural Networks

Autorzy: Livia Almada Cruz, Karine Zeitouni, José A. F. de Macedo
Opublikowane w: International Conference on Big Data and Cyber-Security Intelligence (BDCSIntell), 2018
Wydawca: CSEUR

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

Autorzy: Iraklis Varlamis, Konstantinos Tserpes, Mohammad Etemad, Amilcar Soares Junior, Stan Matwin
Opublikowane w: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Wydawca: CEUR

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

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

Performance Evaluation of MongoDB and PostgreSQL for spatio-temporal data

Autorzy: Antonios Makris, Giannis Spiliopoulos, Konstantinos Tserpes, Dimosthenis Anagnostopoulos
Opublikowane w: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Wydawca: CEUR

Integration of Mobility Data with Weather Information

Autorzy: Nikolaos Koutroumanis, Georgios M. Santipantakis, Apostolos Glenis, Christos Doulkeridis, George A. Vouros
Opublikowane w: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Wydawca: CEUR

Towards a Semantic Indoor Trajectory Model

Autorzy: Alexandros Kontarinis, Karine Zeitouni, Claudia Marinica, Dan Vodislav, Dimitris Kozinos
Opublikowane w: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), 2019
Wydawca: CEUR

On Preserving Sensitive Information of Multiple Aspect Trajectories In-House

Autorzy: Spyros Giotakis, Nikos Pelekis
Opublikowane w: Companion Proceedings of The 2019 World Wide Web Conference on - WWW '19, 2019, Strona(/y) 515-522, ISBN 9781-450366755
Wydawca: ACM Press
DOI: 10.1145/3308560.3317594

Exploring Interpretable Features for Large Time Series with SE4TeC

Autorzy: Jingwei Zuo, Karine Zeitouni, Yehia Taher
Opublikowane w: 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
Wydawca: OpenProceedings.org
DOI: 10.5441/002/edbt.2019.67

Extracting User Habits from Google Maps History Logs

Autorzy: Christos Sardianos, Iraklis Varlamis, Grigoris Bouras
Opublikowane w: 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), 2018, Strona(/y) 690-697, ISBN 978-1-5386-6051-5
Wydawca: IEEE
DOI: 10.1109/asonam.2018.8508442

Uncovering vessel movement patterns from AIS data with graph evolution analysis

Autorzy: Emanuele Carlini; Vinicius Monteiro de Lira; Amilcar Soares; Mohammad Etemad; Bruno Brandoli Machado; Stan Matwin
Opublikowane w: EDBT conference workshop proceedings, 2020
Wydawca: CSEUR.org
DOI: 10.5281/zenodo.3685892

Summarizing Trajectories Using Semantically Enriched Geographical Context

Autorzy: Chiara Pugliese, Francesco Lettich, Fabio Pinelli, Chiara Renso
Opublikowane w: SIGSPATIAL '23: Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023
Wydawca: ACM
DOI: 10.1145/3589132.3625587

AUTOMATISE: Multiple Aspect Trajectory Data Mining Tool Library

Autorzy: Tarlis Tortelli Portela; Vania Bogorny; Anna Bernasconi; Chiara Renso
Opublikowane w: 23rd IEEE International Conference on Mobile Data Management (MDM), 2022
Wydawca: IEEE
DOI: 10.1109/mdm55031.2022.00060

A real-time trajectory classification module

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

A novel similarity measure for multiple aspect trajectory clustering

Autorzy: Iraklis Varlamis; Christos Sardianos; Vania Bogorny; Luis Otavio Alvares; Jonata Tyska Carvalho; Chiara Renso; Raffaele Perego; John Violos
Opublikowane w: SAC, Numer 18, 2021
Wydawca: ACM
DOI: 10.1145/3412841.3441935

A general methodology for building multiple aspect trajectories

Autorzy: Francesco Lettich; Chiara Pugliese; Chiara Renso; Fabio Pinelli
Opublikowane w: SAC 2023 - 38th ACM/SIGAPP Symposium on Applied Computing, pp. 515–517, Tallinn, Estonia, 27-31/03/2023, Numer 44, 2023
Wydawca: ACM
DOI: 10.1145/3555776.3577832

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

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

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

Autorzy: Ana Paula Ramos de Souza; Chiara Renso; Raffaele Perego; Vania Bogorny
Opublikowane w: Transactions in GIS, Numer 9, 2022, ISSN 1467-9671
Wydawca: John Wiley & Sons Ltd
DOI: 10.1111/tgis.12889

TraClets: A trajectory representation and classification library

Autorzy: Ioannis Kontopoulos, Antonios Makris, Konstantinos Tserpes
Opublikowane w: SoftwareX, 2023, ISSN 2352-7110
Wydawca: Elsevier
DOI: 10.1016/j.softx.2023.101306

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

Autorzy: Lucas May Petry, Camila Leite Da Silva, Andrea Esuli, Chiara Renso, Vania Bogorny
Opublikowane w: International Journal of Geographical Information Science, Numer 34/7, 2020, Strona(/y) 1428-1450, ISSN 1365-8816
Wydawca: Taylor & Francis
DOI: 10.1080/13658816.2019.1707835

AIS-Enabled Weather Routing for Cargo Loss Prevention

Autorzy: by Kalliopi Spyrou-Sioula,Ioannis Kontopoulos,Dimitrios Kaklis,Antonios Makris,Konstantinos Tserpes,Pavlos Eirinakis andFotis Oikonomou
Opublikowane w: Journal of Marine Science and Engineering, Numer 20771312, 2022, ISSN 2077-1312
Wydawca: MDPI
DOI: 10.3390/jmse10111755

A distributed framework for extracting maritime traffic patterns

Autorzy: Ioannis Kontopoulos, Iraklis Varlamis, Konstantinos Tserpes
Opublikowane w: International Journal of Geographical Information Science, 2020, Strona(/y) 1-26, ISSN 1365-8816
Wydawca: Taylor & Francis
DOI: 10.1080/13658816.2020.1792914

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

Autorzy: Francesco Lettich; Chiara Pugliese; Chiara Renso; Fabio Pinelli
Opublikowane w: IEEE access 11 (2023): 90857–90875. doi:10.1109/ACCESS.2023.3307824, Numer 46, 2023, ISSN 2169-3536
Wydawca: 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

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

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

Autorzy: 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
Opublikowane w: Sensors, Numer 14248220, 2022, ISSN 1424-8220
Wydawca: 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

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

Boosting Ride Sharing With Alternative Destinations

Autorzy: Vinicius Monteiro de Lira, Raffaele Perego, Chiara Renso, Salvatore Rinzivillo, Valeria Cesario Times
Opublikowane w: IEEE Transactions on Intelligent Transportation Systems, Numer 19/7, 2018, Strona(/y) 2290-2300, ISSN 1524-9050
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TITS.2018.2836395

ASTROIDE: A Unified Astronomical Big Data Processing Engine over Spark

Autorzy: Mariem BRAHEM, Karine Zeitouni, Laurent Yeh
Opublikowane w: IEEE Transactions on Big Data, 2018, Strona(/y) 1-1, ISSN 2332-7790
Wydawca: IEEE
DOI: 10.1109/TBDATA.2018.2873749

MASTER: A multiple aspect view on trajectories

Autorzy: Ronaldo dos Santos Mello, Vania Bogorny, Luis Otavio Alvares, Luiz Henrique Zambom Santana, Carlos Andres Ferrero, Angelo Augusto Frozza, Geomar Andre Schreiner, Chiara Renso
Opublikowane w: Transactions in GIS, Numer 23, 2019, Strona(/y) 805-822, ISSN 1361-1682
Wydawca: Blackwell Publishing Inc.
DOI: 10.1111/tgis.12526

Towards semantic‐aware multiple‐aspect trajectory similarity measuring

Autorzy: Lucas May Petry, Carlos Andres Ferrero, Luis Otavio Alvares, Chiara Renso, Vania Bogorny
Opublikowane w: Transactions in GIS, Numer 23/5, 2019, Strona(/y) 960-975, ISSN 1361-1682
Wydawca: Blackwell Publishing Inc.
DOI: 10.1111/tgis.12542

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

Autorzy: Konstantinos Kapadais, Iraklis Varlamis, Christos Sardianos, Konstantinos Tserpes
Opublikowane w: Future Internet, Numer 11/9, 2019, Strona(/y) 192, ISSN 1999-5903
Wydawca: MDPI
DOI: 10.3390/fi11090192

MongoDB Vs PostgreSQL: A comparative study on performance aspects

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

Understanding evolution of maritime networks from automatic identification system data

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

Stop-and-move sequence expressions over semantic trajectories

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

Predicting Fishing Effort and Catch Using Semantic Trajectories and Machine Learning

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

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

Autorzy: Mariem Brahem, Karine Zeitouni, Laurent Yeh, Hafsa El Hafyani
Opublikowane w: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Numer 11889, 2020, Strona(/y) 66-82, ISBN 978-3-030-38080-9
Wydawca: Springer International Publishing
DOI: 10.1007/978-3-030-38081-6_6

Online Long-Term Trajectory Prediction Based on Mined Route Patterns

Autorzy: Petros Petrou, Panagiotis Tampakis, Harris Georgiou, Nikos Pelekis, Yannis Theodoridis
Opublikowane w: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Numer 11889, 2020, Strona(/y) 34-49, ISBN 978-3-030-38080-9
Wydawca: 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

Autorzy: Ioannis Kontopoulos, Iraklis Varlamis, Konstantinos Tserpes
Opublikowane w: Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Numer 11889, 2020, Strona(/y) 6-20, ISBN 978-3-030-38080-9
Wydawca: 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

Autorzy: Konstantinos Tserpes; Chiara Renso; Stan Matwin
Opublikowane w: Lecture Notes in Artificial Intelligence, Numer 11889, 2020, ISBN 978-3-030-38081-6
Wydawca: SpringerOpen
DOI: 10.1007/978-3-030-38081-6

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