Skip to main content
. 2025 Aug 13;25(16):5030. doi: 10.3390/s25165030
AI Artificial intelligence
(A)NN (Artificial) neural network
ANOVA Analysis of Variance
BCI Brain–computer interface
CNN Convolutional neural network
(D)CSP (Disperse) Common Spatial Pattern
CTR Continuous-trajectory reconstruction
DCA Discriminant Correlation Analysis
DL Deep learning
DSP Digital Signal Processor
DWT Discrete Wavelet Transform
EEG Electroencephalography
EEG-BCI Electroencephalogram-based brain–computer interface
(E)EMD (Ensemble) empirical mode decomposition
EMG Electromyography
ERD Event-related desynchronization
ERS Event-related synchronization
FBCSP Filter Bank Common Spatial Pattern
FC Functional connectivity
FFT Fast Fourier Transform
FMRI Functional Magnetic Resonance Imaging
FNIRS Functional Near-Infrared Spectroscopy
HMI Human–machine interface
HOS Higher-Order Statistics
HRI Human–robot interaction
IEEE Institute of Electrical and Electronics Engineers
KNN K-Nearest Neighbors
LDA Linear Discriminant Analysis
LSTM Long short-term memory
MCU Microcontroller unit
MDF Multidomain feature
MEG Magnetoencephalography
MI Motor imagery
MI-BCI Motor imagery brain–computer interface
ML Machine learning
MLP Multilayer perceptron
MOABB Mother of All BCI Benchmarks
MRCP Magnetic Resonance Cholangiopancreatography
OCS Optimal channel set
PCC Pearson’s correlation coefficient
PLV Phase-locking value
PRISMA Preferred Reporting Items for Systematic Reviews and Meta-Analyses
PSO Particle swarm optimization
RF Random Forest
RFE Recursive feature elimination
RLLFC Riemannian Local Linear Feature Construction
RNN Recurrent neural network
RWOS-ELM Regularized weighted online sequential extreme learning machine
SMLR Sparse multinomial logistic regression
SMLR-SVM Sparse multinomial logistic regression Support Vector Machine
SNR Signal-to-noise ratio
SVM Support Vector Machine
TBI Traumatic brain injury
TCS Traditional channel set
ViT Vision Transformer
VR Virtual reality
WPD Wavelet packet decomposition
WPT Wavelet packet transform
WT Wavelet transform