Search Results for author: Simon Geirnaert

Found 4 papers, 3 papers with code

Stimulus-Informed Generalized Canonical Correlation Analysis for Group Analysis of Neural Responses

1 code implementation31 Jan 2024 Simon Geirnaert, Yuanyuan Yao, Tom Francart, Alexander Bertrand

In this context, generalized canonical correlation analysis (GCCA) is often used as a group analysis technique, which allows the extraction of correlated signal components from the neural activity of multiple subjects attending to the same stimulus.

Brain Computer Interface EEG

Stimulus-Informed Generalized Canonical Correlation Analysis of Stimulus-Following Brain Responses

1 code implementation24 Oct 2022 Simon Geirnaert, Tom Francart, Alexander Bertrand

We show the superiority of the proposed stimulus-informed GCCA method based on the inter-subject correlation between electroencephalography responses of a group of subjects listening to the same speech stimulus, especially for lower amounts of data or smaller groups of subjects.

Brain Computer Interface

Grouped Variable Selection for Generalized Eigenvalue Problems

1 code implementation28 May 2021 Jonathan Dan, Simon Geirnaert, Alexander Bertrand

This group-sparsity allows, for instance, to perform sensor selection for spatio-temporal (instead of purely spatial) filters, and to select variables based on multiple generalized eigenvectors instead of only the dominant one.

Variable Selection

EEG-based Auditory Attention Decoding: Towards Neuro-Steered Hearing Devices

no code implementations11 Aug 2020 Simon Geirnaert, Servaas Vandecappelle, Emina Alickovic, Alain de Cheveigné, Edmund Lalor, Bernd T. Meyer, Sina Miran, Tom Francart, Alexander Bertrand

People suffering from hearing impairment often have difficulties participating in conversations in so-called `cocktail party' scenarios with multiple people talking simultaneously.

EEG Speaker Separation

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