Stability of mental motor-imagery classification in EEG depends on the choice of classifier model and experiment design, but not on signal preprocessing
Sign Up to like & getrecommendations! Published in 2023 at "Frontiers in Computational Neuroscience"
DOI: 10.3389/fncom.2023.1142948
Abstract: Introduction Modern consciousness research has developed diagnostic tests to improve the diagnostic accuracy of different states of consciousness via electroencephalography (EEG)-based mental motor imagery (MI), which is still challenging and lacks a consensus on how… read more here.
Keywords: classification; motor; model; signal preprocessing ... See more keywords
Signal Preprocessing, Decomposition and Feature Extraction Methods in EEG-Based BCIs
Sign Up to like & getrecommendations! Published in 2025 at "Applied Sciences"
DOI: 10.3390/app152212075
Abstract: Brain–Computer Interface (BCI) technology facilitates direct communication between the human brain and external devices by interpreting brain wave patterns associated with specific motor imagery tasks, which are derived from EEG signals. Although BCIs allow applications… read more here.
Keywords: feature extraction; decomposition; feature; signal preprocessing ... See more keywords