Single-source to single-target cross-subject motor imagery classification based on multisubdomain adaptation network

Y Chen, R Yang, M Huang, Z Wang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In the electroencephalography (EEG) based cross-subject motor imagery (MI) classification
task, the device and subject problems can cause the time-related data distribution shift …

[HTML][HTML] Selective subject pooling strategy to improve model generalization for a motor imagery BCI

K Won, M Kwon, M Ahn, SC Jun - Sensors, 2021 - mdpi.com
Brain–computer interfaces (BCIs) facilitate communication for people who cannot move their
own body. A BCI system requires a lengthy calibration phase to produce a reasonable …

BIO‐inspired fuzzy inference system—For physiological signal analysis

R Suppiah, N Kim, K Abidi… - IET Cyber‐Systems and …, 2023 - Wiley Online Library
When a person's neuromuscular system is affected by an injury or disease, Activities‐for‐
Daily‐Living (ADL), such as grip**, turning, and walking, are impaired …

Confidence-aware subject-to-subject transfer learning for brain-computer interface

DK Han, S Musellim, DY Kim… - 2022 10th International …, 2022 - ieeexplore.ieee.org
The inter/intra-subject variability of electroencephalography (EEG) makes the practical use
of the brain-computer interface (BCI) difficult. In general, the BCI system requires a …

A Novel Event-Related Desynchronization/Synchronization with Gamma Peak EEG model for Motor State Identification

R Suppiah, A Sharma, N Kim… - … on Computational Science …, 2021 - ieeexplore.ieee.org
Electroencephalography (EEG) is one of the imperative physiological signals for therapeutic
and rehabilitative robotic control. The EEG features in time-domain, frequency-domain, and …

A Stepwise Discriminant Analysis and FBCSP Feature Selection Strategy for EEG MI Recognition.

YH Meng, YR Su, D Li, JF Nan… - International Journal of …, 2024 - search.ebscohost.com
Accurate decoding of brain intentions is a pivotal technology within Brain-Computer
Interface (BCI) systems that rely on Motor Imagery (MI). The effective extraction of …