Data Engineering for Data Science

Informacje na temat projektu

DEDS

Identyfikator umowy o grant: 955895

DOI

10.3030/955895

Projekt został zamknięty

Data podpisania przez KE 13 Sierpnia 2020

Data rozpoczęcia 1 Marca 2021

Data zakończenia 31 Października 2025

Finansowanie w ramach

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Koszt całkowity

€ 3 948 040,44

Wkład UE

€ 3 948 040,44

Koordynowany przez

UNIVERSITE LIBRE DE BRUXELLES
Belgium

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

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

Publikacje

Conference proceedings (23)

Assessing adversarial attacks in real-world fraud detection

Autorzy: Daniele Lunghi, Alkis Simitsis, Gianluca Bontempi
Opublikowane w: 2024 IEEE International Conference on Web Services (ICWS), Numer 1807.01069, 2024, Strona(/y) 27-34
Wydawca: IEEE
DOI: 10.1109/icws62655.2024.00021

Impact of filter feature selection on classification: an empirical study

Autorzy: Njoku, Uchechukwu Fortune; Abelló Gamazo, Alberto; Bilalli, Besim; Bontempi, Gianluca
Opublikowane w: DOLAP co-located with EDBT/ICDT, Numer 3130, 2022
Wydawca: CEUR-WS.org

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

Autorzy: Lunghi, Daniele and Simitsis, Alkis and Caelen, Olivier and Bontempi, Gianluca
Opublikowane w: Proceedings of the Second ACM Data Economy Workshop, 2023, Strona(/y) 27--33
Wydawca: Association for Computing Machinery
DOI: 10.1145/3600046.3600051

Performance Analysis of Distributed GPU-Accelerated Task-Based Workflows

Autorzy: Marcos N. L. Carvalho, Anna Queralt, Oscar Romero, Alkis Simitsis, Cristian Tatu, Rosa M. Badia
Opublikowane w: EDBT/ICDT 2024, 2024
Wydawca: OpenProceedings.org
DOI: 10.48786/edbt.2024.59

Quality of Hybrid GNSS Sampling Methods

Autorzy: Rodrigo Sasse David, Kristian Torp, Anders Zinck Justesen, Mahmoud Sakr, Esteban Zimányi
Opublikowane w: 2025 26th IEEE International Conference on Mobile Data Management (MDM), 2025, Strona(/y) 195-205
Wydawca: IEEE
DOI: 10.1109/mdm65600.2025.00045

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

Autorzy: Song Wu, Alexandros Troupiotis-Kapeliaris, Dimitris Zissis, Kristian Torp, Esteban Zimányi, Mahmoud Sakr
Opublikowane w: 2024 25th IEEE International Conference on Mobile Data Management (MDM), 2024, Strona(/y) 109-118
Wydawca: IEEE
DOI: 10.1109/mdm61037.2024.00034

Wrapper Methods for Multi-Objective Feature Selection

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

Effective Ship Trajectory Imputation with Multiple Coastal Cameras

Autorzy: Song Wu, Kristian Torp, Alexandros Troupiotis-Kapeliaris, Dimitris Zissis, Esteban Zimányi, Mahmoud Sakr
Opublikowane w: 2025 26th IEEE International Conference on Mobile Data Management (MDM), 2025, Strona(/y) 145-155
Wydawca: IEEE
DOI: 10.1109/mdm65600.2025.00038

Finding Relevant Information in Big Datasets with ML.

Autorzy: Njoku, Uchechukwu Fortune; Abelló Gamazo, Alberto; Bilalli, Besim; Bontempi, Gianluca
Opublikowane w: 2024
Wydawca: OpenProceedings
DOI: 10.48786/edbt.2024.85

Mitigating Data Sparsity in Integrated Data through Text Conceptualization

Autorzy: Md Ataur Rahman, Sergi Nadal, Oscar Romero, Dimitris Sacharidis
Opublikowane w: 2024 IEEE 40th International Conference on Data Engineering (ICDE), 2024, Strona(/y) 3490-3504
Wydawca: IEEE
DOI: 10.1109/icde60146.2024.00269

Mobility Data Science (Dagstuhl Seminar 22021)

Autorzy: 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
Opublikowane w: Dagstuhl Reports, 2022, ISSN 2192-5283
Wydawca: Schloss Dagstuhl -- Leibniz-Zentrum fur Informatik
DOI: 10.4230/dagrep.12.1.1

Semantic Segmentation of AIS Trajectories for Detecting Complete Fishing Activities

Autorzy: Song Wu; Esteban Zimányi; Mahmoud Sakr; Kristian Torp
Opublikowane w: 2022 23rd IEEE International Conference on Mobile Data Management (MDM), 2022
Wydawca: IEEE
DOI: 10.1109/mdm55031.2022.00092

HYPPO: Using Equivalences to Optimize Pipelines in Exploratory Machine Learning

Autorzy: Antonios Kontaxakis, Dimitris Sacharidis, Alkis Simitsis, Alberto Abelló, Sergi Nadal
Opublikowane w: 2024 IEEE 40th International Conference on Data Engineering (ICDE), 2024, Strona(/y) 221-234
Wydawca: IEEE
DOI: 10.1109/icde60146.2024.00024

The Susceptibility of Example-Based Explainability Methods to Class Outliers

Autorzy: Ikhtiyor Nematov, Dimitris Sacharidis, Tomer Sagi, Katja Hose
Opublikowane w: 2024
Wydawca: Association for Computing Machinery
DOI: 10.48550/arxiv.2407.20678

Evaluation of Vessel CO2 Emissions Methods Using AIS Trajectories

Autorzy: Wu, Song and Torp, Kristian and Sakr, Mahmoud and Zimanyi, Esteban
Opublikowane w: Proceedings of the 18th International Symposium on Spatial and Temporal Data, 2023
Wydawca: Association for Computing Machinery
DOI: 10.1145/3609956.3609960

Synthesizing Accurate Relational Data under Differential Privacy

Autorzy: Antheas Kapenekakis, Daniele Dell’Aglio, Charles Vesteghem, Laurids Poulsen, Martin Bøgsted, Minos Garofalakis, Katja Hose
Opublikowane w: 2024 IEEE International Conference on Big Data (BigData), 2025, Strona(/y) 433-439
Wydawca: IEEE
DOI: 10.1109/bigdata62323.2024.10825515

A Study on Efficient Indexing for Table Search in Data Lakes

Autorzy: Ibraheem Taha, Matteo Lissandrini, Alkis Simitsis, Yannis Ioannidis
Opublikowane w: 2024 IEEE 18th International Conference on Semantic Computing (ICSC), 2024, Strona(/y) 245-252
Wydawca: IEEE
DOI: 10.1109/icsc59802.2024.00046

A Framework for Automated Junction Monitoring

Autorzy: Rodrigo Sasse David, Kristian Torp, Mahmoud Sakr, Esteban Zimányi
Opublikowane w: Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems, 2025, Strona(/y) 304-313
Wydawca: ACM
DOI: 10.1145/3678717.3691322

Roundabouts and the Energy Consumption of Electrical Vehicles

Autorzy: Rodrigo Sasse David, Esteban Zimányi, Kristian Torp, Mahmoud Sakr
Opublikowane w: Proceedings of the 16th ACM SIGSPATIAL International Workshop on Computational Transportation Science, 2025, Strona(/y) 9-18
Wydawca: ACM
DOI: 10.1145/3615895.3628165

Database Optimizers in the Era of Learning

Autorzy: Dimitris Tsesmelis and Alkis Simitsis
Opublikowane w: 38th {IEEE} International Conference on Data Engineering, {ICDE}, 2022
Wydawca: IEEE
DOI: 10.1109/icde53745.2022.00301

Speed and energy consumption for electrical vehicles

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

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

Autorzy: Njoku, Uchechukwu Fortune; Abelló Gamazo, Alberto; Bilalli, Besim; Bontempi, Gianluca
Opublikowane w: 2024
Wydawca: CEUR-WS.org

Document Attribution in Retrieval-Augmented Generation

Autorzy: Ikhtiyor Nematov, Tarik Kalai, Elizaveta Kuzmenko, Gabriele Fugagnoli, Dimitris Sacharidis, Katja Hose, Tomer Sagi
Opublikowane w: 2025
Wydawca: Association for Computing Machinery (ACM)

Peer reviewed articles (9)

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

Autorzy: Daniele Lunghi, Gian Marco Paldino, Olivier Caelen, Gianluca Bontempi
Opublikowane w: IEEE Access, Numer 11, 2023, Strona(/y) 136666-136679, ISSN 2169-3536
Wydawca: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3337635

Intent-Aware Example-Based Explainability

Autorzy: Ikhtiyor Nematov
Opublikowane w: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, Numer 7, 2025, Strona(/y) 43-46, ISSN 3065-8365
Wydawca: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/aies.v7i2.31906

On many-objective feature selection and the need for interpretability

Autorzy: Uchechukwu F. Njoku, Alberto Abelló, Besim Bilalli, Gianluca Bontempi
Opublikowane w: Expert Systems with Applications, Numer 267, 2025, Strona(/y) 126191, ISSN 0957-4174
Wydawca: Pergamon Press Ltd.
DOI: 10.1016/j.eswa.2024.126191

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

Autorzy: Ikhtiyor Nematov, Dimitris Sacharidis, Katja Hose, Tomer Sagi
Opublikowane w: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, Numer 7, 2024, Strona(/y) 1051-1062, ISSN 3065-8365
Wydawca: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/aies.v7i1.31702

Towards fair machine learning using many-objective feature selection

Autorzy: Uchechukwu F. Njoku, Alberto Abelló, Besim Bilalli, Gianluca Bontempi
Opublikowane w: Applied Soft Computing, Numer 181, 2025, Strona(/y) 113411, ISSN 1568-4946
Wydawca: Elsevier BV
DOI: 10.1016/j.asoc.2025.113411

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

Autorzy: Antonios Kontaxakis; Nikos Giatrakos; Dimitris Sacharidis; Antonios Deligiannakis
Opublikowane w: Information Systems, Numer 1, 2023, ISSN 0306-4379
Wydawca: Elsevier Science & Technology
DOI: 10.1016/j.is.2023.102221

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

Autorzy: Abduvoris Abduvakhobov, Søren Kejser Jensen, Torben Bach Pedersen, Christian Thomsen
Opublikowane w: Proceedings of the VLDB Endowment, Numer 17, 2025, Strona(/y) 4723-4732, ISSN 2150-8097
Wydawca: Association for Computing Machinery (ACM)
DOI: 10.14778/3704965.3704978

Workload Placement on Heterogeneous CPU-GPU Systems

Autorzy: Marcos N. L. Carvalho, Alkis Simitsis, Anna Queralt, Oscar Romero
Opublikowane w: Proceedings of the VLDB Endowment, Numer 17, 2024, Strona(/y) 4241-4244, ISSN 2150-8097
Wydawca: Association for Computing Machinery (ACM)
DOI: 10.14778/3685800.3685845

Comparative Analysis of Indexing Techniques for Table Search in Data Lakes

Autorzy: Ibraheem Taha, Matteo Lissandrini, Alkis Simitsis, Yannis Ioannidis
Opublikowane w: International Journal of Semantic Computing, Numer 19, 2025, Strona(/y) 173-196, ISSN 1793-351X
Wydawca: World Scientific Pub Co Pte Ltd
DOI: 10.1142/s1793351x25420024

Book chapters (2)

Pasteur: Scaling Privacy-Aware Data Synthesis

Autorzy: Antheas Kapenekakis, Daniele Dell’Aglio, Martin Bøgsted, Minos Garofalakis, Katja Hose
Opublikowane w: Lecture Notes in Computer Science, Advances in Databases and Information Systems, 2025, Strona(/y) 164-180
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-032-05281-0_11

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

Autorzy: Yeasmin Ara Akter, Alberto Abelló, Petar Jovanovic, Tomer Sagi, Katja Hose
Opublikowane w: Lecture Notes in Computer Science, Advances in Databases and Information Systems, 2025, Strona(/y) 147-163
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-032-05281-0_10