Projects per year
Organisation profile
Introduction / mission
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.
Organisation profile
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.
UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. Our work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being -
SDG 7 Affordable and Clean Energy -
SDG 13 Climate Action
Fingerprint
Dive into the research topics where BIASlab is active. These topic labels come from the works of this organisation's members. Together they form a unique fingerprint.
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Profiles
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Sepideh Adamiat
- Electrical Engineering, BIASlab - Doctoral Candidate
Person: Prom. : doctoral candidate (PhD)
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Dmitry Bagaev
- Electrical Engineering, Signal Processing Systems - Postdoc
- Electrical Engineering, BIASlab - Postdoc
Person: PD : Postdoc
Projects
- 2 Finished
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STW Zero 15-06 P2 Autonomous Acoustic Systems
Stuijk, S. (Project Manager), Wijnings, P. W. A. (Project member), Roa Villescas, M. (Project member), van der Hagen, D. (Project communication officer) & de Mol-Regels, M. (Project communication officer)
1/07/17 → 30/06/24
Project: Research direct
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CoHear: Hearing Care Collaborative Hearing Device Design
van der Hagen, D. (Project communication officer), de Vries, A. (Project Manager), van de Laar, T. W. (Project member), Șenöz, I. (Project member), Akbayrak, S. (Project member), van Erp, B. (Project member), Lukashchuk, M. (Project member), Podusenko, A. (Project member), Kouw, W. (Project member), Bagaev, D. (Project member), Nisslbeck, T. (Project member) & Adamiat, S. (Project member)
2/01/17 → 1/07/25
Project: Third tier
Research output
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A Bayesian Approach to Acoustic Array Processing
Wijnings, P. W. A., 9 Apr 2026, Eindhoven: Eindhoven University of Technology. 295 p.Research output: Thesis › Phd Thesis 1 (Research TU/e / Graduation TU/e)
Open AccessFile -
A Message Passing Realization of Expected Free Energy Minimization
Nuijten, W. W. L. (Corresponding author), 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. (eds.). Cham: Springer, p. 75-98 24 p. (Communications in Computer and Information Science (CCIS); vol. 2857).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
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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 p.Research output: Working paper › Preprint › Professional
Open AccessFile
Datasets
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Orientation of the arm used for gesture recognition
van Diepen, A. (Creator), de Vries, A. (Creator) & Cox, M. G. H. (Creator), 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. (Creator), Vroomans, R. (Creator), Nazarov, V. I. (Creator), Stervbo, U. (Creator), Bagaev, D. (Contributor), Greenshields-Watson, A. (Creator), Ignatov, M. (Creator) & Kesmir, C. (Creator), 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. (Contributor), Zenodo, 19 Jul 2024
DOI: 10.5281/zenodo.12783902, https://zenodo.org/records/12783902
Dataset
Prizes
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RxInfer.jl: A Package for Real-Time Bayesian Inference | Dmitry Bagaev | JuliaCon 2023
Bagaev, D. (Speaker)
3 Aug 2023Activity: Talk or presentation types › Contributed talk › Professional
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GraphPPL.jl: a package for specification of probabilistic models | Dmitry Bagaev | JuliaCon 2022
Bagaev, D. (Speaker)
28 Jul 2022Activity: Talk or presentation types › Contributed talk › Professional
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ReactiveMP.jl: Reactive Message Passing-based Bayesian Inference | Dmitry Bagaev | JuliaCon2021
Bagaev, D. (Speaker)
28 Jul 2021Activity: Talk or presentation types › Contributed talk › Professional
Press/Media
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Message passing-based inference in hierarchical autoregressive models
21/12/22
1 item of Media coverage
Press/Media: Expert Comment
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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 of Media coverage
Press/Media: Expert Comment
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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 of Media coverage
Press/Media: Expert Comment
Student theses
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A Bayesian Approach to Energy-dispersive X-ray Spectroscopy
Spannring, P. (Author), Kouw, W. (Supervisor 1), 7 Sept 2021Student thesis: Master
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A factor graph approach to Gaussian process preference learning
Schoonderbeek, M. G. (Author), de Vries, A. (Supervisor 1), 31 Oct 2014Student thesis: Master
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Applying Imitation with Reinforcement Learning for Ball Manipulation with a Quadruped Platform
van Bree, L. (Author) & Hameeteman, D. (Author), van de Molengraft, M. J. G. (Supervisor 1), Hameeteman, D. (Supervisor 2), Kouw, W. (Supervisor 2) & Elfring, J. (Supervisor 2), 2 Oct 2025Student thesis: Master
File