!!Projects per year
Organisatieprofiel
Introductie / missie
We are an academic research team within the Signal Processing Systems group at Eindhoven University of Technology. Our main research interest focusses on developing autonomous agents that learn through interacting with their environment and using these agents to automate the development of new signal processing systems. Typical application areas include (medical) device personalization, automated vehicle control and robotics.
Organisatieprofiel
Our research is strongly inspired by developments in Bayesian machine learning and Computational Neurosciences. An important research focus area is our quest to develop (machine learning) technology to support situated personalization of audio processing systems such as hearing aids.
Vingerafdruk
Samenwerkingen en hoofdonderzoeksgebieden uit de afgelopen vijf jaar
Profielen
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Dmitry Bagaev
- Electrical Engineering, Signal Processing Systems - Postdoc
- Electrical Engineering, BIASlab - Postdoc
Persoon: PD : Postdoc
projecten
- 2 Afgelopen
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STW Zero 15-06 P2 Autonomous Acoustic Systems
Stuijk, S. (Project Manager), Wijnings, P. W. A. (Projectmedewerker), Roa Villescas, M. (Projectmedewerker), van der Hagen, D. (Project communicatie medewerker) & de Mol-Regels, M. (Project communicatie medewerker)
1/07/17 → 30/06/24
Project: Onderzoek direct
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CoHear: Hearing Care Collaborative Hearing Device Design
van der Hagen, D. (Project communicatie medewerker), de Vries, A. (Project Manager), van de Laar, T. W. (Projectmedewerker), Șenöz, I. (Projectmedewerker), Akbayrak, S. (Projectmedewerker), van Erp, B. (Projectmedewerker), Lukashchuk, M. (Projectmedewerker), Podusenko, A. (Projectmedewerker), Kouw, W. (Projectmedewerker), Bagaev, D. (Projectmedewerker), Nisslbeck, T. (Projectmedewerker) & Adamiat, S. (Projectmedewerker)
2/01/17 → 1/07/25
Project: Third tier
Onderzoeksoutput
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A Bayesian Approach to Acoustic Array Processing
Wijnings, P. W. A., 9 apr 2026, Eindhoven: Eindhoven University of Technology. 295 blz.Onderzoeksoutput: Scriptie › Dissertatie 1 (Onderzoek TU/e / Promotie TU/e)
Open AccessBestand -
A Message Passing Realization of Expected Free Energy Minimization
Nuijten, W. W. L., Lukashchuk, M., van de Laar, T. & de Vries, B., 28 jan 2026, arXiv.org, 25 blz.Onderzoeksoutput: Werkdocument › Preprint › Professioneel
Open AccessBestand -
A Message Passing Realization of Expected Free Energy Minimization
Nuijten, W. W. L. (Corresponderende auteur), Lukashchuk, M., van de Laar, T. & de Vries, B., 1 apr 2026, Active Inference: 6th International Workshop, IWAI 2025, Montreal, QC, Canada, October 15–17, 2025, Revised Selected Papers. Albarracin, M., Benrimoh, D., Buckley, C. L., Verbelen, T., Lanillos, P., Pitliya, R. J., Shimazaki, H., Stoianov, I. P. & Wisse, M. (reds.). Cham: Springer, blz. 75-98 24 blz. (Communications in Computer and Information Science (CCIS); vol. 2857).Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review
Datasets
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Orientation of the arm used for gesture recognition
van Diepen, A. (Ontwerper), de Vries, A. (Ontwerper) & Cox, M. G. H. (Ontwerper), 4TU.Centre for Research Data, 6 jan. 2020
DOI: 10.4121/uuid:6057a153-43dc-4711-b5d9-090f9857a4de
Dataset
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antigenomics/vdjdb-db: Celebrate the summer 2023 release
Shugay, M. (Ontwerper), Vroomans, R. (Ontwerper), Nazarov, V. I. (Ontwerper), Stervbo, U. (Ontwerper), Bagaev, D. (Bijdrager), Greenshields-Watson, A. (Ontwerper), Ignatov, M. (Ontwerper) & Kesmir, C. (Ontwerper), Zenodo, 1 jun. 2023
DOI: 10.5281/zenodo.7992753, https://zenodo.org/record/7992753
Dataset
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ReactiveMP.jl: a Julia package for automatic Bayesian inference on a factor graph with reactive message passing.
Bagaev, D. V. (Bijdrager), Zenodo, 19 jul. 2024
DOI: 10.5281/zenodo.12783902, https://zenodo.org/records/12783902
Dataset
Prijzen
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Nomination TU/e Team Science Award
Kouw, W. (Ontvanger), 8 jun 2023
Prijs: TU/e › Anders › Wetenschappelijk
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RxInfer.jl: A Package for Real-Time Bayesian Inference | Dmitry Bagaev | JuliaCon 2023
Bagaev, D. (Spreker)
3 aug. 2023Activiteit: Types gesprekken of presentaties › Aangemelde presentatie › Professioneel
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GraphPPL.jl: a package for specification of probabilistic models | Dmitry Bagaev | JuliaCon 2022
Bagaev, D. (Spreker)
28 jul. 2022Activiteit: Types gesprekken of presentaties › Aangemelde presentatie › Professioneel
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ReactiveMP.jl: Reactive Message Passing-based Bayesian Inference | Dmitry Bagaev | JuliaCon2021
Bagaev, D. (Spreker)
28 jul. 2021Activiteit: Types gesprekken of presentaties › Aangemelde presentatie › Professioneel
Knipsels
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Message passing-based inference in hierarchical autoregressive models
21/12/22
1 item van Media-aandacht
Pers / media: Vakinhoudelijk commentaar
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Eindhoven University of Technology: Social Heroes, Flight of the Hummingbird, and FameLab Winners All on Heroes Like You TV
Wijnings, P. W. A. & Fitzgerald, B.
30/06/21
1 item van Media-aandacht
Pers / media: Vakinhoudelijk commentaar
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Social Heroes, flight of the hummingbird, and FameLab winners all on Heroes Like You TV
Wijnings, P. W. A.
28/06/21
2 items van Media-aandacht
Pers / media: Vakinhoudelijk commentaar
Scripties/Masterproeven
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A Bayesian Approach to Energy-dispersive X-ray Spectroscopy
Spannring, P. (Auteur), Kouw, W. (Afstudeerdocent 1), 7 sep 2021Scriptie/Masterproef: Master
Bestand -
A factor graph approach to Gaussian process preference learning
Schoonderbeek, M. G. (Auteur), de Vries, A. (Afstudeerdocent 1), 31 okt 2014Scriptie/Masterproef: Master
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Applying Imitation with Reinforcement Learning for Ball Manipulation with a Quadruped Platform
van Bree, L. (Auteur) & Hameeteman, D. (Auteur), van de Molengraft, M. J. G. (Afstudeerdocent 1), Hameeteman, D. (Afstudeerdocent 2), Kouw, W. (Afstudeerdocent 2) & Elfring, J. (Afstudeerdocent 2), 2 okt 2025Scriptie/Masterproef: Master
Bestand