Balancing Spectral, Temporal and Spatial Information for EEG-based Alzheimer's Disease Classification

arXiv:2402.13523v1 Announce Type: cross
Abstract: The prospect of future treatment warrants the development of cost-effective screening for Alzheimer's disease (AD). A promising candidate in this regard is electroencephalography (EEG), as it is one of the most economic imaging modalities. Recent efforts in EEG analysis have shifted towards leveraging spatial information, employing novel frameworks such as graph signal processing or graph neural networks. Here, we systematically investigate the importance of spatial information relative to spectral or temporal information by varying the …

abstract alzheimer's analysis arxiv classification cost cs.lg development disease economic eeg eess.sp future imaging information q-bio.nc regard screening spatial temporal treatment type