4 citations · 7 across the 6 of their papers we have counts for
7 papers
A Probabilistic Generative Model for Spectral Speech Enhancement
Marco Hidalgo-Araya, Raphaël Trésor, Bart Van Erp +3
Speech enhancement in hearing aids remains a difficult task in nonstationary acoustic environments, mainly because current signal processing algorithms rely on fixed, manually tune…
Spike-Timing-Dependent Plasticity for Bernoulli Message Passing
Sepideh Adamiat, Wouter M. Kouw, Bert de Vries
Bayesian inference provides a principled framework for understanding brain function, while neural activity in the brain is inherently spike-based. This paper bridges these two pers…
Toward Design of Synthetic Active Inference Agents by Mere Mortals
Bert de Vries
The theoretical properties of active inference agents are impressive, but how do we realize effective agents in working hardware and software on edge devices? This is an interestin…
Principled Pruning of Bayesian Neural Networks through Variational Free Energy Minimization
Jim Beckers, Bart van Erp, Ziyue Zhao +2
Bayesian model reduction provides an efficient approach for comparing the performance of all nested sub-models of a model, without re-evaluating any of these sub-models. Until now,…
Reactive Message Passing for Scalable Bayesian Inference
Dmitry Bagaev, Bert de Vries
We introduce Reactive Message Passing (RMP) as a framework for executing schedule-free, robust and scalable message passing-based inference in a factor graph representation of a pr…
A Probabilistic Modeling Approach to One-Shot Gesture Recognition
Anouk van Diepen, Marco Cox, Bert de Vries
Gesture recognition enables a natural extension of the way we currently interact with devices. Commercially available gesture recognition systems are usually pre-trained and offer…
A Bayesian binary classification approach to pure tone audiometry
Marco Cox, Bert de Vries
The pure tone hearing threshold is usually estimated from responses to stimuli at a set of standard frequencies. This paper describes a probabilistic approach to the estimation pro…