Data Engineering for Data Science

Información del proyecto

DEDS

Identificador del acuerdo de subvención: 955895

DOI

10.3030/955895

Proyecto cerrado

Fecha de la firma de la CE 13 Agosto 2020

Fecha de inicio 1 Marzo 2021

Fecha de finalización 31 Octubre 2025

Financiado con arreglo a

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Coste total

€ 3 948 040,44

Aportación de la UE

€ 3 948 040,44

Coordinado por

UNIVERSITE LIBRE DE BRUXELLES
Belgium

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

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

Publicaciones

Conference proceedings (23)

Assessing adversarial attacks in real-world fraud detection

Autores: Daniele Lunghi, Alkis Simitsis, Gianluca Bontempi
Publicado en: 2024 IEEE International Conference on Web Services (ICWS), Edición 1807.01069, 2024, Página(s) 27-34
Editor: IEEE
DOI: 10.1109/icws62655.2024.00021

Impact of filter feature selection on classification: an empirical study

Autores: Njoku, Uchechukwu Fortune; Abelló Gamazo, Alberto; Bilalli, Besim; Bontempi, Gianluca
Publicado en: DOLAP co-located with EDBT/ICDT, Edición 3130, 2022
Editor: CEUR-WS.org

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

Autores: Lunghi, Daniele and Simitsis, Alkis and Caelen, Olivier and Bontempi, Gianluca
Publicado en: Proceedings of the Second ACM Data Economy Workshop, 2023, Página(s) 27--33
Editor: Association for Computing Machinery
DOI: 10.1145/3600046.3600051

Performance Analysis of Distributed GPU-Accelerated Task-Based Workflows

Autores: Marcos N. L. Carvalho, Anna Queralt, Oscar Romero, Alkis Simitsis, Cristian Tatu, Rosa M. Badia
Publicado en: EDBT/ICDT 2024, 2024
Editor: OpenProceedings.org
DOI: 10.48786/edbt.2024.59

Quality of Hybrid GNSS Sampling Methods

Autores: Rodrigo Sasse David, Kristian Torp, Anders Zinck Justesen, Mahmoud Sakr, Esteban Zimányi
Publicado en: 2025 26th IEEE International Conference on Mobile Data Management (MDM), 2025, Página(s) 195-205
Editor: IEEE
DOI: 10.1109/mdm65600.2025.00045

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

Autores: Song Wu, Alexandros Troupiotis-Kapeliaris, Dimitris Zissis, Kristian Torp, Esteban Zimányi, Mahmoud Sakr
Publicado en: 2024 25th IEEE International Conference on Mobile Data Management (MDM), 2024, Página(s) 109-118
Editor: IEEE
DOI: 10.1109/mdm61037.2024.00034

Wrapper Methods for Multi-Objective Feature Selection

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

Effective Ship Trajectory Imputation with Multiple Coastal Cameras

Autores: Song Wu, Kristian Torp, Alexandros Troupiotis-Kapeliaris, Dimitris Zissis, Esteban Zimányi, Mahmoud Sakr
Publicado en: 2025 26th IEEE International Conference on Mobile Data Management (MDM), 2025, Página(s) 145-155
Editor: IEEE
DOI: 10.1109/mdm65600.2025.00038

Finding Relevant Information in Big Datasets with ML.

Autores: Njoku, Uchechukwu Fortune; Abelló Gamazo, Alberto; Bilalli, Besim; Bontempi, Gianluca
Publicado en: 2024
Editor: OpenProceedings
DOI: 10.48786/edbt.2024.85

Mitigating Data Sparsity in Integrated Data through Text Conceptualization

Autores: Md Ataur Rahman, Sergi Nadal, Oscar Romero, Dimitris Sacharidis
Publicado en: 2024 IEEE 40th International Conference on Data Engineering (ICDE), 2024, Página(s) 3490-3504
Editor: IEEE
DOI: 10.1109/icde60146.2024.00269

Mobility Data Science (Dagstuhl Seminar 22021)

Autores: 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
Publicado en: Dagstuhl Reports, 2022, ISSN 2192-5283
Editor: Schloss Dagstuhl -- Leibniz-Zentrum fur Informatik
DOI: 10.4230/dagrep.12.1.1

Semantic Segmentation of AIS Trajectories for Detecting Complete Fishing Activities

Autores: Song Wu; Esteban Zimányi; Mahmoud Sakr; Kristian Torp
Publicado en: 2022 23rd IEEE International Conference on Mobile Data Management (MDM), 2022
Editor: IEEE
DOI: 10.1109/mdm55031.2022.00092

HYPPO: Using Equivalences to Optimize Pipelines in Exploratory Machine Learning

Autores: Antonios Kontaxakis, Dimitris Sacharidis, Alkis Simitsis, Alberto Abelló, Sergi Nadal
Publicado en: 2024 IEEE 40th International Conference on Data Engineering (ICDE), 2024, Página(s) 221-234
Editor: IEEE
DOI: 10.1109/icde60146.2024.00024

The Susceptibility of Example-Based Explainability Methods to Class Outliers

Autores: Ikhtiyor Nematov, Dimitris Sacharidis, Tomer Sagi, Katja Hose
Publicado en: 2024
Editor: Association for Computing Machinery
DOI: 10.48550/arxiv.2407.20678

Evaluation of Vessel CO2 Emissions Methods Using AIS Trajectories

Autores: Wu, Song and Torp, Kristian and Sakr, Mahmoud and Zimanyi, Esteban
Publicado en: Proceedings of the 18th International Symposium on Spatial and Temporal Data, 2023
Editor: Association for Computing Machinery
DOI: 10.1145/3609956.3609960

Synthesizing Accurate Relational Data under Differential Privacy

Autores: Antheas Kapenekakis, Daniele Dell’Aglio, Charles Vesteghem, Laurids Poulsen, Martin Bøgsted, Minos Garofalakis, Katja Hose
Publicado en: 2024 IEEE International Conference on Big Data (BigData), 2025, Página(s) 433-439
Editor: IEEE
DOI: 10.1109/bigdata62323.2024.10825515

A Study on Efficient Indexing for Table Search in Data Lakes

Autores: Ibraheem Taha, Matteo Lissandrini, Alkis Simitsis, Yannis Ioannidis
Publicado en: 2024 IEEE 18th International Conference on Semantic Computing (ICSC), 2024, Página(s) 245-252
Editor: IEEE
DOI: 10.1109/icsc59802.2024.00046

A Framework for Automated Junction Monitoring

Autores: Rodrigo Sasse David, Kristian Torp, Mahmoud Sakr, Esteban Zimányi
Publicado en: Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems, 2025, Página(s) 304-313
Editor: ACM
DOI: 10.1145/3678717.3691322

Roundabouts and the Energy Consumption of Electrical Vehicles

Autores: Rodrigo Sasse David, Esteban Zimányi, Kristian Torp, Mahmoud Sakr
Publicado en: Proceedings of the 16th ACM SIGSPATIAL International Workshop on Computational Transportation Science, 2025, Página(s) 9-18
Editor: ACM
DOI: 10.1145/3615895.3628165

Database Optimizers in the Era of Learning

Autores: Dimitris Tsesmelis and Alkis Simitsis
Publicado en: 38th {IEEE} International Conference on Data Engineering, {ICDE}, 2022
Editor: IEEE
DOI: 10.1109/icde53745.2022.00301

Speed and energy consumption for electrical vehicles

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

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

Autores: Njoku, Uchechukwu Fortune; Abelló Gamazo, Alberto; Bilalli, Besim; Bontempi, Gianluca
Publicado en: 2024
Editor: CEUR-WS.org

Document Attribution in Retrieval-Augmented Generation

Autores: Ikhtiyor Nematov, Tarik Kalai, Elizaveta Kuzmenko, Gabriele Fugagnoli, Dimitris Sacharidis, Katja Hose, Tomer Sagi
Publicado en: 2025
Editor: Association for Computing Machinery (ACM)

Peer reviewed articles (9)

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

Autores: Daniele Lunghi, Gian Marco Paldino, Olivier Caelen, Gianluca Bontempi
Publicado en: IEEE Access, Edición 11, 2023, Página(s) 136666-136679, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3337635

Intent-Aware Example-Based Explainability

Autores: Ikhtiyor Nematov
Publicado en: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, Edición 7, 2025, Página(s) 43-46, ISSN 3065-8365
Editor: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/aies.v7i2.31906

On many-objective feature selection and the need for interpretability

Autores: Uchechukwu F. Njoku, Alberto Abelló, Besim Bilalli, Gianluca Bontempi
Publicado en: Expert Systems with Applications, Edición 267, 2025, Página(s) 126191, ISSN 0957-4174
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.eswa.2024.126191

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

Autores: Ikhtiyor Nematov, Dimitris Sacharidis, Katja Hose, Tomer Sagi
Publicado en: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, Edición 7, 2024, Página(s) 1051-1062, ISSN 3065-8365
Editor: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/aies.v7i1.31702

Towards fair machine learning using many-objective feature selection

Autores: Uchechukwu F. Njoku, Alberto Abelló, Besim Bilalli, Gianluca Bontempi
Publicado en: Applied Soft Computing, Edición 181, 2025, Página(s) 113411, ISSN 1568-4946
Editor: Elsevier BV
DOI: 10.1016/j.asoc.2025.113411

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

Autores: Antonios Kontaxakis; Nikos Giatrakos; Dimitris Sacharidis; Antonios Deligiannakis
Publicado en: Information Systems, Edición 1, 2023, ISSN 0306-4379
Editor: Elsevier Science & Technology
DOI: 10.1016/j.is.2023.102221

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

Autores: Abduvoris Abduvakhobov, Søren Kejser Jensen, Torben Bach Pedersen, Christian Thomsen
Publicado en: Proceedings of the VLDB Endowment, Edición 17, 2025, Página(s) 4723-4732, ISSN 2150-8097
Editor: Association for Computing Machinery (ACM)
DOI: 10.14778/3704965.3704978

Workload Placement on Heterogeneous CPU-GPU Systems

Autores: Marcos N. L. Carvalho, Alkis Simitsis, Anna Queralt, Oscar Romero
Publicado en: Proceedings of the VLDB Endowment, Edición 17, 2024, Página(s) 4241-4244, ISSN 2150-8097
Editor: Association for Computing Machinery (ACM)
DOI: 10.14778/3685800.3685845

Comparative Analysis of Indexing Techniques for Table Search in Data Lakes

Autores: Ibraheem Taha, Matteo Lissandrini, Alkis Simitsis, Yannis Ioannidis
Publicado en: International Journal of Semantic Computing, Edición 19, 2025, Página(s) 173-196, ISSN 1793-351X
Editor: World Scientific Pub Co Pte Ltd
DOI: 10.1142/s1793351x25420024

Book chapters (2)

Pasteur: Scaling Privacy-Aware Data Synthesis

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

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

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