Projects per year
Organization 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.
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.
Highlighted phrase
Developing autonomous agents that learn from their environment.
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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Profiles
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Semih Akbayrak, MSc
- Electrical Engineering, Bayesian Intelligent Autonomous Systems Lab
- Electrical Engineering, Signal Processing Systems - Doctoral Candidate
Person: Prom. : doctoral candidate (PhD), TOIO : PDEng-trainee
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Dmitry Bagaev, MSc
- Electrical Engineering, Signal Processing Systems - Doctoral Candidate
- Electrical Engineering, Bayesian Intelligent Autonomous Systems Lab
Person: Prom. : doctoral candidate (PhD)
Projects
- 1 Active
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CoHear: Hearing Care Collaborative Hearing Device Design
de Vries, A. (., van de Laar, T. W., Senoz, I., Akbayrak, S., Podusenko, A., Bagaev, D., van Erp, B., van der Hagen, D. & van der Hagen, D.
2/01/17 → 30/09/24
Project: Research direct
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A Bayesian Modeling Approach to Situated Design of Personalized Soundscaping Algorithms
van Erp, B., Podusenko, A., Ignatenko, T. & de Vries, B., 14 Oct 2021, In: Applied Sciences. 11, 20, 27 p., 9535.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile3 Downloads (Pure) -
Active Inference and Epistemic Value in Graphical Models
Laar, T. V. D., Koudahl, M., van Erp, B. & de Vries, B., 1 Sep 2021, In: arXiv. 2021, 37 p., 2109.00541.Research output: Contribution to journal › Article › Academic
Open AccessFile -
AIDA: An Active Inference-based Design Agent for Audio Processing Algorithms
Podusenko, A., Erp, B. V., Koudahl, M. & Vries, B. D., 26 Dec 2021, In: arXiv.Research output: Contribution to journal › Article › Academic
File
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, https://data.4tu.nl/repository/uuid:6057a153-43dc-4711-b5d9-090f9857a4de
Dataset
Activities
- 4 Conference
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National Day on Biomedical Engineering: Artificial Intelligence in Medicine
Anouk van Diepen (Participant)
28 Nov 2019 → 29 Nov 2019Activity: Participating in or organising an event types › Conference › Scientific
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Annual IEEE EMBS Benelux Chapter Symposium
Anouk van Diepen (Participant)
28 Nov 2019Activity: Participating in or organising an event types › Conference › Scientific
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25th European Signal Processing Conference, EUSIPCO 2017
Anouk van Diepen (Participant)
17 Aug 2017 → 2 Sep 2017Activity: Participating in or organising an event types › Conference › Scientific
Student theses
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A factor graph approach to Gaussian process preference learning
Author: Schoonderbeek, M., 31 Oct 2014Supervisor: de Vries, A. (Supervisor 1)
Student thesis: Master
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A Probabilistic Modeling Approach to One-Shot Gesture Recognition
Author: van Diepen, A., 31 May 2017Supervisor: Cox, M. (Supervisor 1) & de Vries, B. (Supervisor 2)
Student thesis: Master
File -
A Real-World Implementation of Active Inference
Author: Ergül, B., 29 Apr 2020Supervisor: de Vries, A. (. (Supervisor 1)
Student thesis: Master
File