Published Scientific Papers
Journals
2018
Vinicius Monteiro de Lira, Raffaele Perego, Chiara Renso, Salvatore Rinzivillo, Valéria Cesário Times Boosting Ride Sharing with Alternative Destinations IEEE Trans. Intelligent Transportation Systems 19(7), 2290-2300 (2018)
M. Brahem, K. Zeitouni, and L. Yeh. ASTROIDE: A unified astronomical big data processing engine over spark. IEEE Transactions on Big Data, 2018
2019
2020
P. Tampakis, C. Doulkeridis, N. Pelekis, Y. Theodoridis: “Distributed Subtrajectory Join on Massive Datasets”, ACM Transactions on Spatial Algorithms and Systems, to appear.
Lucas May Petry, Carlos Andres Ferrero, Luis Otavio Alvares, Chiara Renso, Vania Bogorny. Towards semantic‐aware multiple‐aspect trajectory similarity measuring. Transactions in GIS, https://doi.org/10.1111/tgis.1254
Lucas May Petry,Camila Leite Da Silva,Andrea Esuli,Chiara Renso and Vania Bogorny
MARC: a robust method for multiple-aspect trajectory classification via space, time, and semantic embeddings
Pages 1428-1450 Published online: 03 Jan 2020
International Journal of GIS
Zenodo Link: https://zenodo.org/record/3837432#.YidcjxDMJUM
2021
Emanuele Carlini; Vinicius Monteiro de Lira; Amilcar Soares; Mohammad Etemad; Bruno Brandoli; Stan Matwin
Understanding evolution of maritime networks from automatic identification system data
Geoinformatica (Dordrecht) (2021). doi:10.1007/s10707-021-00451-0
2022
Ana Paula Ramos de Souza, Chiara Renso, Raffaele Perego, Vania Bogorny
MAT-Index: An index for fast multiple aspect trajectory similarity measuring
Transactions in GIS First published: Januar 2022, https://doi.org/10.1111/tgis.12889
Zenodo Link https://zenodo.org/record/5902276#.YidbZhDMJUM
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 Modeling Trajectories Obtained from External Sensors for Location Prediction via NLP Approaches Sensors 2022, 22(19), 7475; https://doi.org/10.3390/s22197475
Bruno Brandoli, Alessandra Raffaetà, Marta Simeoni, Pedram Adibi, Fateha Khanam Bappee, Fabio Pranovi, Giulia Rovinelli, Elisabetta Russo, Claudio Silvestri, Amilcar Soares and Stan Matwin
Geoinformatica (Springer) 2022 https://doi.org/10.1007/s10707-022-00463-4
2023
Francesco Lettich; Chiara Pugliese; Chiara Renso; Fabio Pinelli
Semantic Enrichment of Mobility Data: A Comprehensive Methodology and the MAT-BUILDER System IEEE access 11 (2023): 90857–90875. doi:10.1109/ACCESS.2023.3307824
Ioannis Kontopoulos, Antonios Makris, Konstantinos Tserpes
TraClets: A trajectory representation and classification library SoftwareX 10.1016/j.softx.2023.101306 https://www.sciencedirect.com
Conference, Workshops and other Publications
2018
F. Gryllakis, N. Pelekis, C. Doulkeridis, S. Sideridis Y. Theodoridis:
Spatio-Temporal-Keyword Pattern Queries over Semantic Trajectories with Hermes@Neo4j
Demo paper, Proceedings of the 21st International Conference on Extending Database Technology (EDBT2018), Vienne, Austria, March 2018. Open Proceedings.
Soares Junior A., Times V. C., Renso C. Matwin S. Cabral L. A. F.
A semi-supervised approach for the semantic segmentation of trajectories
19th IEEE International Conference on Mobile Data Management, June 25 – June 28, 2018, AAU, Aalborg, Denmark
Christos Sardianos, Iraklis Varlamis, Grigoris Bouras Extracting user habits from Google maps history logs ASONAM 2018, Barcelona, Spain
Varlamis, I., Tserpes, K., & Sardianos, C. (2018). Detecting Search and Rescue Missions from AIS Data, 2018 IEEE 34th International Conference on Data Engineering Workshops (ICDEW), Paris, 2018 (pp. 60-65).
M. Brahem, L. Yeh, K. Zeitouni Efficient astronomical query processing using SPARK. In 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ACM SIGSPATIAL, 2018
P. Tampakis, N. Pelekis, N. Andrienko, G. Andrienko, G. Fuchs, Y. Theodoridis: Time-aware Sub-Trajectory Clustering in Hermes@PostgreSQL, demo paper, Proceedings of theIEEE 34th International Conference on Data Engineering (ICDE), Paris, France, April 2018. IEEE CPS
P. Nikitopoulos, A.-I. Paraskevopoulos, C. Doulkeridis, N. Pelekis, Y. Theodoridis, Hot Spot Analysis for Big Trajectory Data. Proceedings of the 2018 IEEE Int’l Conference on BIG DATA (BigData2018), Seattle, WA, USA, 2018. IEEE CPS
Andrea Esuli, Lucas May Petry, Chiara Renso, Vania Bogorny.
Traj2User: exploiting embeddings for computing similarity of users mobile behavior
arXiv:1808.00554v2 [cs.SI]
Livia Ruback, Claudio Lucchese, Alexander Arturo Mera Caraballo, Grettel Monteagudo García, Marco Antonio Casanova, Chiara Renso. Computing Entity Semantic Similarity by Features Ranking. ArXiv https://arxiv.org/abs/1811.02516 (2018)
Livia Almada Cruz, Karine Zeitouni and José A. F. de Macedo. Trajectory Prediction from External Sensor Data using Recurrent Neural Networks, International Conference on Big Data and Cyber-Security Intelligence (BDCSIntell), December 13-15, 2018, Beirut, Lebanon.
2019
Jingwei Zuo, Karine Zeitouni and Yehia Taher. Exploring Interpretable Features for Large Time Series with SE4TeC, International Conference on Extending Database Technology (EDBT), March 26-29, 2019, Lisbon, Portugal.
Amílcar Soares, Jordan Rose, Mohammad Etemad, Chiara Renso, Stan Matwin. VISTA: A visual analytics platform for semantic annotation of trajectories. Demo paper at Extended Data Base Technology EDBT 2019, Lisbon, Portugal
N. Koutroumanis, G. Santipantakis, A., C. Doulkeridis and G. Vouros.
Integration of Mobility Data with Weather Information. Proceedings of the 2nd Workshop on Big Mobility Data Analytics (BMDA 2019), in conjunction with EDBT 2019, Lisbon, Portugal, 2019.
S. Giotakis, N. Pelekis.
On Preserving Sensitive Information of Multiple Aspect Trajectories In-House. Proceedings of the 1st Workshop on Fairness, Accountability, Transparency, Ethics, and Society on the Web (FATES), in conjunction with The Web Conference 2019, San Francisco, CA, USA, 2019
Varlamis, I., Tserpes, K., Etemad, M., Júnior, A. S., & Matwin, S. (2019). A network abstraction of multi-vessel trajectory data for detecting anomalies. In Proceedings of the 2nd International Workshop on “Big Mobility Data Analytics” at EDBT 2019, Lisbon, Portugal.
Alexandros Kontarinis, Karine Zeitouni, Claudia Marinica, Dan Vodislav, Dimitris Kotzinos. Towards A Semantic Indoor Trajectory Model. In proceedings of the “2nd International Workshop on Big Mobility Data Analytics” at EDBT 2019, Lisbon, Portugal
Antonios Makris, Konstantinos Tserpes, Giannis Spiliopoulos, Dimosthenis Anagnostopoulos. Performance Evaluation of MongoDB and PostgreSQL for Spatio-temporal Data. In proceedings of the “2nd International Workshop on Big Mobility Data Analytics” at EDBT 2019, Lisbon, Portugal
Ioannis Kontopoulos, Iraklis Varlamis and Konstantinos Tserpes, Uncovering hidden concepts from AIS data: A network abstraction of maritime traffic for anomaly detection. First International workshop on Multiple Aspects Management and Analysis MASTER 2019 @ ECML-PKDD, Wurzburg, Germany September 16 2019
Pedram Adibi, Fabio Pranovi, Alessandra Raffaetà, Elisabetta Russo, Claudio Silvestri and Marta Simeoni, Amilcar Soares and Stan Matwin Predicting Fishing Effort and Catch Using Semantic Trajectories and Machine Learning First International workshop on Multiple Aspects Management and Analysis MASTER 2019 @ ECML-PKDD, Wurzburg, Germany September 16 2019
Petros Petrou, Panagiotis Tampakis, Harris Georgiou, Nikos Pelekis and Yannis Theodoridis Online long-term trajectory prediction based on mined route patterns First International workshop on Multiple Aspects Management and Analysis MASTER 2019 @ ECML-PKDD, Wurzburg, Germany September 16 2019
Zenodo Link
https://zenodo.org/record/3678147#.YidehBDMJUM
George-Stylianos Theodoropoulos, Andreas Tritsarolis and Yannis Theodoridis EvolvingClusters: Online Discovery of Group Patterns in Enriched Maritime Data First International workshop on Multiple Aspects Management and Analysis MASTER 2019 @ ECML-PKDD, Wurzburg, Germany September 16 2019
Mariem Brahem, Karine Zeitouni, Laurent Yeh and Hafsa El Hafyani Prospective Data Model and Distributed Query Processing for Mobile Sensing Data Streams First International workshop on Multiple Aspects Management and Analysis MASTER 2019 @ ECML-PKDD, Wurzburg, Germany September 16 2019
P. Tampakis, C. Doulkeridis, N. Pelekis, Y. Theodoridis Scalable Distributed Subtrajectory Clustering,
Proceedings of the IEEE Int’l Conference on BIG DATA (BigData2019), Los Angeles, CA, USA, December, 2019. IEEE CPS.
P. Petrou, P. Nikitopoulos, P. Tampakis, A. Glenis, N. Koutroumanis, G. M. Santipantakis, K. Patroumpas, A. Vlachou, H. Georgiou, E. Chondrodima, C. Doulkeridis, N. Pelekis, G. L. Andrienko, F. Patterson, G. Fuchs, Y. Theodoridis, G. A. Vouros “ARGO: A Big Data Framework for Online Trajectory Prediction”, demo paper, Proceedings of the 16th Int’l Symposium on Spatial and Temporal Databases, SSTD’19, Vienna, Austria, August 2019. ACM.
2020
Emanuele Carlini; Vinicius Monteiro de Lira; Amilcar Soares; Mohammad Etemad; Bruno Brandoli Machado; Stan Matwin
Uncovering vessel movement patterns from AIS data with graph evolution analysis
BMDA 2020
Zenodo Link https://zenodo.org/record/3685892#.YideDBDMJUM
Eleftherios Kofidis
Tensor Methods for Multi-Aspect Trajectory Data Mining
2021
Ronaldo Mello; Geomar André Schreiner; Cristian Alexandre Alchini; Gustavo Goncalves dos Santos; Vania Bogorny; Chiara Renso
Dependency Rule Modeling for Multiple Aspects Trajectories
ER 2021
Zenodo version: https://zenodo.org/record/5603073#.YidcQBDMJUM
Yuri Santa Rosa Nassar dos Santos, Rafael Santiago, Raffaele Perego, Matheus Henrique Schaly, Luis Otavio Alvares, Chiara Renso, Vania Bogorny
A Co-occurrence Based Approach for Mining Overlapped Co-clusters in Binary Data
BRACIS (1) 2021
Iraklis Varlamis; Christos Sardianos; Vania Bogorny; Lui Otavio Alvares; Jônata Tyska Carvalho; Chiara Renso; Raffaele Perego; John Violos
A novel similarity measure for multiple aspect trajectory clustering
ACM SAC 2021
Link to Zenodo https://zenodo.org/record/6337905#.YidtZBDMJUM
Giulia Rovinelli; Stan Matwin; Fabio Pranovi; Elisabetta Russo; Claudio Silvestri; Marta Simeoni; Alessandra Raffaetà;
Multiple aspect trajectories: a case study on fishing vessels in the Northern Adriatic sea
BMDA Workshop 2021 in conjunction with EDBT 2021
2022
Tarlis Tortelli Portela; Vania Bogorny; Anna Bernasconi; Chiara Renso;
AUTOMATISE: Multiple Aspect Trajectory Data Mining Tool Library
23rd International Conference on Mobile Data Management 2022
Link to Zenodo
https://zenodo.org/record/7310526#.Y20DAy8w0kg
Chiara Pugliese; Francesco Lettich; Chiara Renso; Fabio Pinelli
MAT-Builder: a System to Build Semantically Enriched Trajectories
23rd International Conference on Mobile Data Management 2022
Link to Zenodo: https://zenodo.org/record/7186098#.Y20dPC8w0kg
2023
Nikolaos Koutroumanis, Christos Doulkeridis, Chiara Renso, Mirco Nanni, Raffaele Perego
TrajParquet: A Trajectory-Oriented Column File Format for Mobility Data Lakes SIGSPATIAL ’23: Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems 10.1145/3589132.3625623 https://dl.acm.org/doi/10.1145/3589132.3625623
Yuri Santos, Ricardo Giuliani, Tarlis Portela, Chiara Renso, Jônata Carvalho
MAT-CA: a tool for Multiple Aspect Trajectory Clustering Analysis EMODE ’23: Proceedings of the 1st ACM SIGSPATIAL International Workshop on Methods for Enriched Mobility Data: Emerging issues and Ethical perspectives 2023 10.1145/3615885.3628009
Chiara Pugliese, Francesco Lettich, Fabio Pinelli, Chiara Renso
Summarizing Trajectories Using Semantically Enriched Geographical Context
SIGSPATIAL ’23: Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems Yes Gold 10.1145/3589132.3625587
Yaksh J. Haranwala, Gabriel Spadon, Chiara Renso, Amilcar Soares
A Data Augmentation Algorithm for Trajectory Data
EMODE ’23: Proceedings of the 1st ACM SIGSPATIAL International Workshop on Methods for Enriched Mobility Data Yes Gold 10.1145/3615885.3628008