Data Engineering for Data Science

Informations projet

DEDS

N° de convention de subvention: 955895

DOI

10.3030/955895

Projet clôturé

Date de signature de la CE 13 Août 2020

Date de début 1 Mars 2021

Date de fin 31 Octobre 2025

Financé au titre de

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Coût total

€ 3 948 040,44

Contribution de l’UE

€ 3 948 040,44

Coordonné par

UNIVERSITE LIBRE DE BRUXELLES
Belgium

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Documents, reports (13)

Research Plan on Storage and Processing
Research Plan on Preparation
State of the Art on Analysis
Doctoral Training Plan

Doctoral Training Plan will summarise the objectives of the doctoral training of the ESRs

First Comm., Dissem., and TT Report

First Comm Dissem and TT Report will provide the results of the dissemination actions during the first reporting period

State of the Art on Preparation
State of the Art on Data Governance
Selection Report

Selection Report will summarise the ESR’s application, selection, and recruitment process, and the procedures for the continuous monitoring and evaluation of the ESRs

Comm., Dissem., and TT Plan

Comm., Dissem., and TT Plan will describe the actions ensuring a maximal outreach of the project activities and results.

Quality Assement Plan

Quality Assessment Plan will summarise the procedure for assessing the programme and define an initial set of KPIs.

Research Plan on Analysis
State of the Art on Storage and Processing
Research Plan on Data Governance

Publications

Conference proceedings (23)

Assessing adversarial attacks in real-world fraud detection

Auteurs: Daniele Lunghi, Alkis Simitsis, Gianluca Bontempi
Publié dans: 2024 IEEE International Conference on Web Services (ICWS), Numéro 1807.01069, 2024, Page(s) 27-34
Éditeur: IEEE
DOI: 10.1109/icws62655.2024.00021

Impact of filter feature selection on classification: an empirical study

Auteurs: Njoku, Uchechukwu Fortune; Abelló Gamazo, Alberto; Bilalli, Besim; Bontempi, Gianluca
Publié dans: DOLAP co-located with EDBT/ICDT, Numéro 3130, 2022
Éditeur: CEUR-WS.org

Adversarial Learning in Real-World Fraud Detection: Challenges and Perspectives

Auteurs: Lunghi, Daniele and Simitsis, Alkis and Caelen, Olivier and Bontempi, Gianluca
Publié dans: Proceedings of the Second ACM Data Economy Workshop, 2023, Page(s) 27--33
Éditeur: Association for Computing Machinery
DOI: 10.1145/3600046.3600051

Performance Analysis of Distributed GPU-Accelerated Task-Based Workflows

Auteurs: Marcos N. L. Carvalho, Anna Queralt, Oscar Romero, Alkis Simitsis, Cristian Tatu, Rosa M. Badia
Publié dans: EDBT/ICDT 2024, 2024
Éditeur: OpenProceedings.org
DOI: 10.48786/edbt.2024.59

Quality of Hybrid GNSS Sampling Methods

Auteurs: Rodrigo Sasse David, Kristian Torp, Anders Zinck Justesen, Mahmoud Sakr, Esteban Zimányi
Publié dans: 2025 26th IEEE International Conference on Mobile Data Management (MDM), 2025, Page(s) 195-205
Éditeur: IEEE
DOI: 10.1109/mdm65600.2025.00045

Uncertainty-Aware Ship Location Estimation using Multiple Cameras in Coastal Areas

Auteurs: Song Wu, Alexandros Troupiotis-Kapeliaris, Dimitris Zissis, Kristian Torp, Esteban Zimányi, Mahmoud Sakr
Publié dans: 2024 25th IEEE International Conference on Mobile Data Management (MDM), 2024, Page(s) 109-118
Éditeur: IEEE
DOI: 10.1109/mdm61037.2024.00034

Wrapper Methods for Multi-Objective Feature Selection

Auteurs: Njoku, Uchechukwu Fortune and Abell{\'o} Gamazo, Alberto and Bilalli, Besim and Bontempi, Gianluca
Publié dans: 26th International Conference on Extending Database Technology, 2023
Éditeur: OpenProceedings
DOI: 10.48786/edbt.2023.58

Effective Ship Trajectory Imputation with Multiple Coastal Cameras

Auteurs: Song Wu, Kristian Torp, Alexandros Troupiotis-Kapeliaris, Dimitris Zissis, Esteban Zimányi, Mahmoud Sakr
Publié dans: 2025 26th IEEE International Conference on Mobile Data Management (MDM), 2025, Page(s) 145-155
Éditeur: IEEE
DOI: 10.1109/mdm65600.2025.00038

Finding Relevant Information in Big Datasets with ML.

Auteurs: Njoku, Uchechukwu Fortune; Abelló Gamazo, Alberto; Bilalli, Besim; Bontempi, Gianluca
Publié dans: 2024
Éditeur: OpenProceedings
DOI: 10.48786/edbt.2024.85

Mitigating Data Sparsity in Integrated Data through Text Conceptualization

Auteurs: Md Ataur Rahman, Sergi Nadal, Oscar Romero, Dimitris Sacharidis
Publié dans: 2024 IEEE 40th International Conference on Data Engineering (ICDE), 2024, Page(s) 3490-3504
Éditeur: IEEE
DOI: 10.1109/icde60146.2024.00269

Mobility Data Science (Dagstuhl Seminar 22021)

Auteurs: Mokbel, Mohamed ; Sakr, Mahmoud ; Xiong, Li ; Züfle, Andreas ; Almeida, Jussara ; Anderson, Taylor ; Aref, Walid ; Andrienko, Gennady ; Andrienko, Natalia ; Cao, Yang ; Chawla, Sanjay ; Cheng, Reynold ; Chrysanthis, Panos ; Fei, Xiqi ; Ghinita, Gabriel ; Graser, Anita ; Gunopulos, Dimitrios ; Jensen, Christian ; Kim, Joon-Sook ; Kim, Kyoung-Sook ; Kröger, Peer ; Krumm, John ; Lauer, Johannes ; M
Publié dans: Dagstuhl Reports, 2022, ISSN 2192-5283
Éditeur: Schloss Dagstuhl -- Leibniz-Zentrum fur Informatik
DOI: 10.4230/dagrep.12.1.1

Semantic Segmentation of AIS Trajectories for Detecting Complete Fishing Activities

Auteurs: Song Wu; Esteban Zimányi; Mahmoud Sakr; Kristian Torp
Publié dans: 2022 23rd IEEE International Conference on Mobile Data Management (MDM), 2022
Éditeur: IEEE
DOI: 10.1109/mdm55031.2022.00092

HYPPO: Using Equivalences to Optimize Pipelines in Exploratory Machine Learning

Auteurs: Antonios Kontaxakis, Dimitris Sacharidis, Alkis Simitsis, Alberto Abelló, Sergi Nadal
Publié dans: 2024 IEEE 40th International Conference on Data Engineering (ICDE), 2024, Page(s) 221-234
Éditeur: IEEE
DOI: 10.1109/icde60146.2024.00024

The Susceptibility of Example-Based Explainability Methods to Class Outliers

Auteurs: Ikhtiyor Nematov, Dimitris Sacharidis, Tomer Sagi, Katja Hose
Publié dans: 2024
Éditeur: Association for Computing Machinery
DOI: 10.48550/arxiv.2407.20678

Evaluation of Vessel CO2 Emissions Methods Using AIS Trajectories

Auteurs: Wu, Song and Torp, Kristian and Sakr, Mahmoud and Zimanyi, Esteban
Publié dans: Proceedings of the 18th International Symposium on Spatial and Temporal Data, 2023
Éditeur: Association for Computing Machinery
DOI: 10.1145/3609956.3609960

Synthesizing Accurate Relational Data under Differential Privacy

Auteurs: Antheas Kapenekakis, Daniele Dell’Aglio, Charles Vesteghem, Laurids Poulsen, Martin Bøgsted, Minos Garofalakis, Katja Hose
Publié dans: 2024 IEEE International Conference on Big Data (BigData), 2025, Page(s) 433-439
Éditeur: IEEE
DOI: 10.1109/bigdata62323.2024.10825515

A Study on Efficient Indexing for Table Search in Data Lakes

Auteurs: Ibraheem Taha, Matteo Lissandrini, Alkis Simitsis, Yannis Ioannidis
Publié dans: 2024 IEEE 18th International Conference on Semantic Computing (ICSC), 2024, Page(s) 245-252
Éditeur: IEEE
DOI: 10.1109/icsc59802.2024.00046

A Framework for Automated Junction Monitoring

Auteurs: Rodrigo Sasse David, Kristian Torp, Mahmoud Sakr, Esteban Zimányi
Publié dans: Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems, 2025, Page(s) 304-313
Éditeur: ACM
DOI: 10.1145/3678717.3691322

Roundabouts and the Energy Consumption of Electrical Vehicles

Auteurs: Rodrigo Sasse David, Esteban Zimányi, Kristian Torp, Mahmoud Sakr
Publié dans: Proceedings of the 16th ACM SIGSPATIAL International Workshop on Computational Transportation Science, 2025, Page(s) 9-18
Éditeur: ACM
DOI: 10.1145/3615895.3628165

Database Optimizers in the Era of Learning

Auteurs: Dimitris Tsesmelis and Alkis Simitsis
Publié dans: 38th {IEEE} International Conference on Data Engineering, {ICDE}, 2022
Éditeur: IEEE
DOI: 10.1109/icde53745.2022.00301

Speed and energy consumption for electrical vehicles

Auteurs: Rodrigo Sasse David and Esteban Zim{\'{a}}nyi and Kristian Torp and Mahmoud Attia Sakr
Publié dans: Proceedings of the 15th {ACM} {SIGSPATIAL} International Workshop on Computational Transportation Science, {IWCTS} 2022,, 2022
Éditeur: ACM
DOI: 10.1145/3557991.3567802

A data-science pipeline to enable the Interpretability of Many-Objective Feature Selection

Auteurs: Njoku, Uchechukwu Fortune; Abelló Gamazo, Alberto; Bilalli, Besim; Bontempi, Gianluca
Publié dans: 2024
Éditeur: CEUR-WS.org

Document Attribution in Retrieval-Augmented Generation

Auteurs: Ikhtiyor Nematov, Tarik Kalai, Elizaveta Kuzmenko, Gabriele Fugagnoli, Dimitris Sacharidis, Katja Hose, Tomer Sagi
Publié dans: 2025
Éditeur: Association for Computing Machinery (ACM)

Peer reviewed articles (9)

An Adversary Model of Fraudsters’ Behavior to Improve Oversampling in Credit Card Fraud Detection

Auteurs: Daniele Lunghi, Gian Marco Paldino, Olivier Caelen, Gianluca Bontempi
Publié dans: IEEE Access, Numéro 11, 2023, Page(s) 136666-136679, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3337635

Intent-Aware Example-Based Explainability

Auteurs: Ikhtiyor Nematov
Publié dans: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, Numéro 7, 2025, Page(s) 43-46, ISSN 3065-8365
Éditeur: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/aies.v7i2.31906

On many-objective feature selection and the need for interpretability

Auteurs: Uchechukwu F. Njoku, Alberto Abelló, Besim Bilalli, Gianluca Bontempi
Publié dans: Expert Systems with Applications, Numéro 267, 2025, Page(s) 126191, ISSN 0957-4174
Éditeur: Pergamon Press Ltd.
DOI: 10.1016/j.eswa.2024.126191

AIDE: Antithetical, Intent-based, and Diverse Example-Based Explanations

Auteurs: Ikhtiyor Nematov, Dimitris Sacharidis, Katja Hose, Tomer Sagi
Publié dans: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, Numéro 7, 2024, Page(s) 1051-1062, ISSN 3065-8365
Éditeur: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/aies.v7i1.31702

Towards fair machine learning using many-objective feature selection

Auteurs: Uchechukwu F. Njoku, Alberto Abelló, Besim Bilalli, Gianluca Bontempi
Publié dans: Applied Soft Computing, Numéro 181, 2025, Page(s) 113411, ISSN 1568-4946
Éditeur: Elsevier BV
DOI: 10.1016/j.asoc.2025.113411

And synopses for all: A synopses data engine for extreme scale analytics-as-a-service

Auteurs: Antonios Kontaxakis; Nikos Giatrakos; Dimitris Sacharidis; Antonios Deligiannakis
Publié dans: Information Systems, Numéro 1, 2023, ISSN 0306-4379
Éditeur: Elsevier Science & Technology
DOI: 10.1016/j.is.2023.102221

Scalable Model-Based Management of Massive High Frequency Wind Turbine Data with ModelarDB

Auteurs: Abduvoris Abduvakhobov, Søren Kejser Jensen, Torben Bach Pedersen, Christian Thomsen
Publié dans: Proceedings of the VLDB Endowment, Numéro 17, 2025, Page(s) 4723-4732, ISSN 2150-8097
Éditeur: Association for Computing Machinery (ACM)
DOI: 10.14778/3704965.3704978

Workload Placement on Heterogeneous CPU-GPU Systems

Auteurs: Marcos N. L. Carvalho, Alkis Simitsis, Anna Queralt, Oscar Romero
Publié dans: Proceedings of the VLDB Endowment, Numéro 17, 2024, Page(s) 4241-4244, ISSN 2150-8097
Éditeur: Association for Computing Machinery (ACM)
DOI: 10.14778/3685800.3685845

Comparative Analysis of Indexing Techniques for Table Search in Data Lakes

Auteurs: Ibraheem Taha, Matteo Lissandrini, Alkis Simitsis, Yannis Ioannidis
Publié dans: International Journal of Semantic Computing, Numéro 19, 2025, Page(s) 173-196, ISSN 1793-351X
Éditeur: World Scientific Pub Co Pte Ltd
DOI: 10.1142/s1793351x25420024

Book chapters (2)

Pasteur: Scaling Privacy-Aware Data Synthesis

Auteurs: Antheas Kapenekakis, Daniele Dell’Aglio, Martin Bøgsted, Minos Garofalakis, Katja Hose
Publié dans: Lecture Notes in Computer Science, Advances in Databases and Information Systems, 2025, Page(s) 164-180
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-032-05281-0_11

Evaluating Quality of Disparate Data Sources: A Discord-Driven Approach

Auteurs: Yeasmin Ara Akter, Alberto Abelló, Petar Jovanovic, Tomer Sagi, Katja Hose
Publié dans: Lecture Notes in Computer Science, Advances in Databases and Information Systems, 2025, Page(s) 147-163
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-032-05281-0_10