Neural decoding of EEG signals with machine learning: a systematic review

M Saeidi, W Karwowski, FV Farahani, K Fiok, R Taiar… - Brain Sciences, 2021 - mdpi.com
Electroencephalography (EEG) is a non-invasive technique used to record the brain's
evoked and induced electrical activity from the scalp. Artificial intelligence, particularly …

EEG-based brain-computer interfaces using motor-imagery: Techniques and challenges

N Padfield, J Zabalza, H Zhao, V Masero, J Ren - Sensors, 2019 - mdpi.com
Electroencephalography (EEG)-based brain-computer interfaces (BCIs), particularly those
using motor-imagery (MI) data, have the potential to become groundbreaking technologies …

Deep common spatial pattern based motor imagery classification with improved objective function

N Yu, R Yang, M Huang - International Journal of Network Dynamics and …, 2022 - sciltp.com
Common spatial pattern (CSP) technique has been very popular in terms of
electroencephalogram (EEG) features extraction in motor imagery (MI)-based brain …

Physical principles of brain–computer interfaces and their applications for rehabilitation, robotics and control of human brain states

AE Hramov, VA Maksimenko, AN Pisarchik - Physics Reports, 2021 - Elsevier
Brain–computer interfaces (BCIs) development is closely related to physics. In this paper, we
review the physical principles of BCIs, and underlying novel approaches for registration …

Sparse Bayesian learning for end-to-end EEG decoding

W Wang, F Qi, DP Wipf, C Cai, T Yu, Y Li… - … on Pattern Analysis …, 2023 - ieeexplore.ieee.org
Decoding brain activity from non-invasive electroencephalography (EEG) is crucial for brain-
computer interfaces (BCIs) and the study of brain disorders. Notably, end-to-end EEG …

Improving the performance of individually calibrated SSVEP-BCI by task-discriminant component analysis

B Liu, X Chen, N Shi, Y Wang, S Gao… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
A brain-computer interface (BCI) provides a direct communication channel between a brain
and an external device. Steady-state visual evoked potential based BCI (SSVEP-BCI) has …