Enhanced swarm optimization for feature selection in electroencephalogram classification: investigating visibility graph and persistent homology-based features

The analysis of high-dimensional, nonlinear electroencephalogram (EEG) remains challenging, particularly for non-medical EEG, which shows only subtle distinctions between data classes, compared to medical EEG. This study proposed a novel persistent homology (PH) pipeline by incorporating visibility...

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Prif Awduron:	Carey Yu-Fan Ling, Piau Phang, Siaw-Hong Liew
Fformat:	Artigo
Iaith:	Inglês
Cyhoeddwyd:	PeerJ Inc. 2026-02-01
Cyfres:	PeerJ Computer Science
Pynciau:	EEG Persistent homology Visibility graph Binary particle swarm optimization Feature engineering Classification
Mynediad Ar-lein:	https://peerj.com/articles/cs-3617.pdf
Tagiau:	Ychwanegu Tag Dim Tagiau, Byddwch y cyntaf i dagio'r cofnod hwn!