Parallel factor analysis (PARAFAC) is a powerful tool for detecting latent components in human electroencephalogram (EEG) in the time-space-frequency domain. As an essential …
Nonnegative Tucker decomposition (NTD) is a robust method used for nonnegative multilinear feature extraction from nonnegative multi-way arrays. The standard version of …
Objective: Removing ocular artefacts due to eye blinks and movement is an essential preprocessing step in an electroencephalogram (EEG) analysis. Most ocular correction …
Objective. In this paper, we propose a new tensor decomposition to extract event-related potentials (ERP) by adding a physiologically meaningful constraint to the Tucker …
Non-negative Tucker decomposition is a well-known higher order tensor decomposition method, where non-negativity is imposed on higher order Tucker decomposition. This paper …
S Seifpour, A Šatka - Brain Sciences, 2023 - mdpi.com
Functional dissociation of brain neural activity induced by opening or closing the eyes has been well established. However, how the temporal dynamics of the underlying neuronal …
The Tucker model is a tensor decomposition method for multi-way data analysis. However, its application in the area of multi-channel electroencephalogram (EEG) is rare and often …
L Yang, H Chen, Y Ke, M Li, L Huang… - EURASIP Journal on …, 2021 - Springer
The monitoring of mechanical equipment systems contains an increasing number of complex content, expanding from traditional time, and frequency information to three …
Many brain processes in health and disease are associated with modulation of narrowband brain oscillations (NBOs) in the scalp-recorded EEG, which exhibit specific frequency …