Article

From Neurons to Networks: A Holistic Review of Electroencephalography (EEG) from Neurophysiological Foundations to Advanced Decoding

2025-12-30

Abstract excerpt

Electroencephalography (EEG) has transitioned from a subjective observational method into a data-intensive analytical field that utilises sophisticated algorithms and mathematical modeling. This progression encompasses developments in signal preprocessing, artifact removal, and feature extraction techniques including time-domain, frequency-domain, time-frequency, and nonlinear complexity measures. To provide a hol...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 1d1347b4-bd98-5650-8ce9-322a9f21b283
DOI: 10.20944/preprints202512.2620.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

From Neurons to Networks: A Holistic Review of Electroencephalography (EEG) from Neurophysiological Foundations to Advanced DecodingDOI 10.20944/preprints202512.2620.v1Read

A Fused Power Spectrum based Feature Selection to Identify Schizophrenia from EEG Signals using Deep Learning Models - An Experimental StudySemantic proximity Read

A Novel Three-dimensional Multilayer Electroencephalography ParadigmSemantic proximity Read

EEG Classification for Neurological Disorders Using Frequency Band DecilesSemantic proximity Read

KAN-EEG: Towards Replacing Backbone-MLP for an Effective Seizure Detection SystemSemantic proximity Read

Deep Learning-Based EEG Seizure Classification Using Comparative Time–Frequency Spectral RepresentationsSemantic proximity Read

Tiny dLIF: A Dendritic Spiking Neural Network Enabling a Time-Domain Energy-Efficient Seizure Detection SystemSemantic proximity Read

COALIA: a computational model of human EEG for consciousness researchSemantic proximity Read

Dissociating physiological ripples and epileptiform discharges with vision transformersSemantic proximity Read

Neural shape mediation analysisSemantic proximity Read

Novel Cyclic Homogeneous Oscillation Detection Method for High Accuracy and Specific Characterization of Neural DynamicsSemantic proximity Read

An iterative search algorithm to identify oscillatory dynamics in neurophysiological time seriesSemantic proximity Read

Transformer-based EEG Source Imaging Enables Robust Localization of Pathological High-Frequency Oscillations in EpilepsySemantic proximity Read