BIASlab

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.

Research 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.

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Software

At BIASlab, we develop software for fast Bayesian inference. RxInfer is a powerful Julia package that implements probabilistic programming as reactive message passing on factor graphs. It is orders of magnitude faster than traditional Monte Carlo samplers, operates on data streams, and - most importantly - scales fantastically to large models with millions of parameters and data points. We have a range of example use cases, from state estimation in signal processing to adaptive control and intelligent agents. For more information, see . 

Meet some of our Researchers

Recent Publications

Our most recent peer reviewed publications

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