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EEG

31 articles

Motor imagery classification performance enhancement with EEG data augmentation via wasserstein generative adversarial networks science Evaluation of PainWaive: a consumer-grade EEG headset for remote EEG monitoring and neurofeedback research in chronic pain science Motor imagery EEG signal classification using SAGAN-based data augmentation and ResNet-18 for brain–computer interface applications science Phase aligned EEG source space features for distinguishing Alzheimer’s disease from frontotemporal dementia science EEG network features and APOE ε4 for amyloid classification in mild cognitive impairment science An integrated deep learning framework for EEG-based sleep disorder detection science Progressive decline in EEG low frequency spectral power during overnight sleep science Large-scale EEG reveals shared and distinct neural oscillatory features across major psychiatric disorders science Eye-state-dependent reorganization of EEG microstates in a pediatric transdiagnostic cohort science Schizophrenia classification from multichannel EEG using EEGNet with SHAP and Grad-CAM science Closed-loop EEG feedback pacing alters task load during digital learning science EEG-based Alzheimer’s disease detection using two-branch multi-scale deep learning with integrated gradients-guided channel selection science Impulsivity, cognitive inflexibility, and brain network dysregulation in etomidate use disorder: A clinical and EEG microstate study science An enhanced model-based EEG source imaging method captures dynamic changes during motor skill learning science Spatial-temporal graph convolutional attentional network for motor imagery EEG classification science Personalized prediction of response to selective serotonin reuptake inhibitors (SSRIs) treatment for major depression disorder using deep learning networks from connectivity maps of EEG science Attention with variational autoencoder enabled one-dimensional convolutional memory network for emotion recognition using EEG and speech signals science Spatiotemporal encoding signatures of covert speech revealed by source-localized EEG and fMRI science An explainable EEG connectome framework for frequency-resolved analysis of functional connectivity alterations in Parkinson’s disease science Dogs pay more attention to consonants than vowels when we speak science Information-theoretical channel selection to enable efficient single-channel EEG-based epileptic seizure detection in ambulatory monitoring science Fabrication and performance assessment of a new dry in-ear EEG sensor for brain monitoring science Contrastive learning based multi-scale spatio-temporal-spectral network for patient-specific EEG seizure prediction science Bridging data scarcity and explainability in EEG based Alzheimer’s prediction using cGAN augmented GATv2-LSTM networks science EEG activity during a vigilance task reveals distinct frequency band patterns in gifted children science An explainable multi-modal graph learning framework with attention-based GCN-GAT for EEG-based depression detection science PRSEPTransformer-EEG: source-space sLORETA and residual transformers for robust motor imagery and execution EEG decoding science EEG based brain computer interface using multinomial regressive transformer learning for chronic neuropathic pain detection science EEG functional connectivity as a prognostic biomarker of adaptive function in autistic people science Frequency-aware transformer networks for robust and generalizable EEG-based seizure detection science Learning aligned EEG representations with subject-specific encoders science