AI-Ops Framework for Automated, Intelligent and Reliable Data/AI Pipelines Lifecycle with Humans-in-the-Loop and Coupling of Hybrid Science-Guided and AI Models

Informazioni relative al progetto

AI-DAPT

ID dell’accordo di sovvenzione: 101135826

DOI

10.3030/101135826

Data della firma CE 23 Ottobre 2023

Data di avvio 1 Gennaio 2024

Data di completamento 30 Giugno 2027

Finanziato da

• Digital, Industry and Space

Costo totale

€ 8 995 540,00

Contributo UE

€ 8 995 540,00

Coordinato da

ATHINA-EREVNITIKO KENTRO KAINOTOMIAS STIS TECHNOLOGIES TIS PLIROFORIAS, TON EPIKOINONION KAI TIS GNOSIS
Greece

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Data Management Plan (1)

D7.2 – Data Management Plan - Draft

First version of the Data Management Plan

Documents, reports (4)

D1.2 – AI-DAPT Automated AI Pipeline Design and Technical Requirements – Draft Version

Framework Design, Tech Reqs and Research Agenda - a

D1.1 – AI-DAPT Automated AI Pipeline End- User Needs and Scientific/Technology Radar

End-Users Needs and SotA

D6.1 – Dissemination, Communication, Engagement & Innovation Plan

Dissemination, Communication, Engag. Plan, Website Release

D7.1 – Project Management Handbook

Project Management Handbook

Pubblicazioni

Other (1)

Effector: A Python package for regional explanations

Autori: Gkolemis, Vasilis; Diou, Christos; Ntoutsi, Eirini; Dalamagas, Theodore; Bischl, Bernd; Herbinger, Julia; Casalicchio, Giuseppe
Editore: arvix
DOI: 10.48550/ARXIV.2404.02629

Conference proceedings (8)

Bridging Data and AIOps for Future AI Advancements with Human-in-the-loop. The AI-DAPT Concept

Autori: Koussouris, Sotirios; Dalamagas, Theodore; Figueiras, Paulo; Pallis, George; Bountouni, Nefeli; Gkolemis, Vasilis; Perakis, Konstantinos; Bibikas, Dimitris; Agostinho, Carlos
Pubblicato in: ISSN 2693-8855
Editore: IEEE
DOI: 10.1109/ICE/ITMC61926.2024.10794334

PROMIS: A Post-Processing Framework for Mitigating Spatial Bias

Autori: Dimitris Kyriakopoulos, Dimitris Sacharidis, Giorgos Giannopoulos , Dimitris Gunopulos, Theodore Dalamagas
Pubblicato in: Proceedings of the 33rd ACM International Conference on Advances in Geographic Information Systems (SIGSPATIAL '25), 2025
Editore: ACM
DOI: 10.1145/3748636.3762760

Socioeconomic and demographic disparities in fitness center visits

Autori: Ioannou, G., Pallis, G., Dikaiakos, M., & Nicolaides, C.
Pubblicato in: 24th IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT'25), London, UK, 15 – 18 November 2025, 2025
Editore: IEEE

Fast and Accurate Regional Effect Plots for Automated Tabular Data Analysis

Autori: Gkolemis, Vasilis; Diou, Christos; Ntoutsi, Eirini; Dalamagas, Theodore
Pubblicato in: ISSN 2150-8097
Editore: VLDB Endowment
DOI: 10.5281/ZENODO.15235715

Data Ingestion and Harmonisation for the Maritime Domain

Autori: Rega, Bruno; Figueiras, Paulo; Grilo, Andre; Khodamoradi, Mohammad Amin; Lourenço, Luis; Agostinho, Carlos; Jardim-Goncalves, Ricardo
Pubblicato in: ISSN 2693-8855
Editore: IEEE
DOI: 10.1109/ICE/ITMC61926.2024.10794344

Big Data Visualisation in the Maritime Industry

Autori: Lourenço, Luis; Figueiras, Paulo; Khodamoradi, Mohammad Amin; Grilo, André; Rega, Bruno; Costa, Ruben; Jardim-Goncalves, Ricardo
Pubblicato in: ISSN 2693-8855
Editore: IEEE
DOI: 10.1109/ICE/ITMC61926.2024.10794236

Fast and Robust Simulation-Based Inference With Optimization Monte Carlo

Autori: V. Gkolemis, C. Diou, M. U. Gutmann
Pubblicato in: 2026
Editore: AISTATS

Hybrid Model Engineering: A Residual Learning Approach for Modular AI Pipelines

Autori: Chrysoula, T., Daropoulos, V., Grilo, A., Gkolemis, V., Tzerefos, A., Lavasa, E., Dalamagas, T., Keranidis, S
Pubblicato in: Proceedings of 32nd IEEE/ITCM ICE Conference (ICE), Porto, Portugal, 22nd-25th June 2026, 2026
Editore: IEEE

Peer reviewed articles (4)

Vessel Traffic Density Prediction: A Federated Learning Approach

Autori: Amin Khodamoradi, Paulo Alves Figueiras, André Grilo, Luis Lourenço, Bruno Rêga, Carlos Agostinho, Ruben Costa, Ricardo Jardim-Gonçalves
Pubblicato in: ISPRS International Journal of Geo-Information, Numero 14, 2025, ISSN 2220-9964
Editore: MDPI AG
DOI: 10.3390/IJGI14090359

GLANCE: Global Actions in a Nutshell for Counterfactual Explainability

Autori: Loukas Kavouras, Eleni Psaroudaki, Konstantinos Tsopelas, Dimitrios Rontogiannis, Nikolaos Theologitis, Dimitris Sacharidis, Giorgos Giannopoulos, Dimitrios Tomaras, Kleopatra Markou, Dimitrios Gunopulos, Dimitris Fotakis, Ioannis Emiris
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, Numero 40, 2026, ISSN 2374-3468
Editore: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/AAAI.V40I27.39414

The Convergence of Data-Centric Engineering and Adaptive AI Operations: A Comprehensive Framework for Trustworthy Hybrid Systems

Autori: Sotiris Koussouris, Dimitrios Panopoulos
Pubblicato in: Technical Annals, Numero 2, 2026, ISSN 2945-0330
Editore: National Documentation Centre (EKT)
DOI: 10.12681/TA.44139

Utilizing large-scale human mobility data to identify determinants of physical activity

Autori: Giorgos Ioannou, George Pallis, Marios Dikaiakos, Christos Nicolaides
Pubblicato in: Scientific Reports, Numero 15, 2025, ISSN 2045-2322
Editore: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-87017-4

Book chapters (3)

Hybrid Intelligence: The Fusion of Science-Based and Machine Learning Models

Autori: Lavasa, E. Chrysoula, T. Gkolemis, V. Sinnis, C. Dalamagas, T. Koussouris, S. Bountouni, N. Perakis, K. Daropoulos, V. Keranidis, S. Lambri, C. Ioannou, G. Pallis, G. Dikaiakos, M. Crippa, D., Tabone, A. Bibikas, D. Hans, C. Hellbach, R. Bouras, D.
Pubblicato in: Springer Nature, 2026, ISBN 978-3-032-10561-5
Editore: Springer
DOI: 10.1007/978-3-032-10561-5

Roadmaps and Agendas for Research and Innovation in Artificial Intelligence, Data, and Robotics

Autori: P. Figueiras, G. Ioannou, C. Lambri, S. Reji, E. Mossali, M. Imarisio Neviani, S. Koussouris, N. Bountouni, M. Da Bormida in Cugurra, R. Hellbach, D. Bibikas, P. O’Brien, C. Agostinho & R. Jardim-Gonçalves
Pubblicato in: Springer Nature, 2026, ISBN 978-3-032-10561-5
Editore: Springer
DOI: 10.1007/978-3-032-10561-5_19

The Cross-Fertilization Between the Human-in-the-Loop Approach and the Explainable AI Techniques Toward Trustworthiness

Autori: Marina Da Bormida in Cugurra, Sotiris Koussouris, Daniele Crippa, Carl Hans, Robert Hellbach, Andre Tabone & Dimitris Bibikas
Pubblicato in: Springer Nature, 2026, ISBN 978-3-032-10561-5
Editore: Springer
DOI: 10.1007/978-3-032-10561-5_5