157 citations · 285 across the 16 of their papers we have counts for
3 papers · 1 filter
Riemannian geometry-based decoding of the directional focus of auditory attention using EEG
Simon Geirnaert, Tom Francart, Alexander Bertrand
Auditory attention decoding (AAD) algorithms decode the auditory attention from electroencephalography (EEG) signals that capture the listener's neural activity. Such AAD methods a…
Change Point Detection in Time Series Data using Autoencoders with a Time-Invariant Representation
Tim De Ryck, Maarten De Vos, Alexander Bertrand
Change point detection (CPD) aims to locate abrupt property changes in time series data. Recent CPD methods demonstrated the potential of using deep learning techniques, but often…
EEG-based Auditory Attention Decoding: Towards Neuro-Steered Hearing Devices
Simon Geirnaert, Servaas Vandecappelle, Emina Alickovic +6
People suffering from hearing impairment often have difficulties participating in conversations in so-called `cocktail party' scenarios with multiple people talking simultaneously.…