Research output per year
Research output 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.
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.
Fingerprint
Dive into the research topics where Bayesian Intelligent Autonomous Systems Lab 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
-
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
-
Marco G.H. Cox
- Electrical Engineering, Bayesian Intelligent Autonomous Systems Lab
- Electrical Engineering, Signal Processing Systems - Former Doctoral Candidate
Person: Prom. : doctoral candidate (PhD), Prom. : doctoral candidate (PhD)
-
A Model-Based Approach to Synthetic Data Set Generation for Patient-Ventilator Waveforms for Machine Learning and Educational Use
Diepen, A. V., Bakkes, T. H. G. F., de Bie, A. J. R., Turco, S., Bouwman, R. A., Woerlee, P. H. & Mischi, M., 29 Mar 2021, In: arXiv. 2021, 19 p., 2103.15684.Research output: Contribution to journal › Article › Academic
File -
Message passing-based Inference for time-varying autoregressive models
Podusenko, A., Kouw, W. M. & de Vries, B., Jun 2021, In: Entropy. 23, 6, 32 p., 683.Research output: Contribution to journal › Article › Academic › peer-review
Open Access -
On Sequential Bayesian Optimization with Pairwise Comparison
Ignatenko, T., Kondrashov, K., Cox, M. & Vries, B. D., 24 Mar 2021, In: arXiv. 2021, 14 p., 2103.13192.Research output: Contribution to journal › Article › Academic
Open AccessFile
Datasets
-
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
Prizes
-
Nominated for the KNVI Scriptie Prijs voor Informatica en Informatiekunde
van Diepen, Anouk (Recipient), 2017
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
Activities
- 4 Conference
-
Annual IEEE EMBS Benelux Chapter Symposium
Anouk van Diepen (Participant)
28 Nov 2019Activity: Participating in or organising an event types › Conference › Scientific
-
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
-
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
-
A factor graph approach to Gaussian process preference learning
Author: Schoonderbeek, M., 31 Oct 2014Supervisor: de Vries, A. (Supervisor 1)
Student thesis: Master
-
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