EEG artifact removal—state-of-the-art and guidelines

JA Urigüen, B Garcia-Zapirain - Journal of neural engineering, 2015 - iopscience.iop.org
This paper presents an extensive review on the artifact removal algorithms used to remove
the main sources of interference encountered in the electroencephalogram (EEG) …

Independent component analysis for biomedical signals

CJ James, CW Hesse - Physiological measurement, 2004 - iopscience.iop.org
Independent component analysis (ICA) is increasing in popularity in the field of biomedical
signal processing. It is generally used when it is required to separate measured multi …

Review of challenges associated with the EEG artifact removal methods

W Mumtaz, S Rasheed, A Irfan - Biomedical Signal Processing and Control, 2021 - Elsevier
Electroencephalography (EEG), as a non-invasive modality, enables the representation of
the underlying neuronal activities as electrical signals with high temporal resolution. In …

Removing electroencephalographic artifacts by blind source separation

TP Jung, S Makeig, C Humphries, TW Lee… - …, 2000 - cambridge.org
Eye movements, eye blinks, cardiac signals, muscle noise, and line noise present serious
problems for electroencephalographic (EEG) interpretation and analysis when rejecting …

Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects

TP Jung, S Makeig, M Westerfield, J Townsend… - Clinical …, 2000 - Elsevier
Objectives: Electrical potentials produced by blinks and eye movements present serious
problems for electroencephalographic (EEG) and event-related potential (ERP) data …

Analyzing and visualizing single-trial event-related potentials

TP Jung, S Makeig, M Westerfield… - Advances in neural …, 1998 - proceedings.neurips.cc
Abstract Event-related potentials (ERPs), are portions of electroencephalo (cid: 173) graphic
(EEG) recordings that are both time-and phase-locked to experimental events. ERPs are …

Extended ICA removes artifacts from electroencephalographic recordings

TP Jung, C Humphries, TW Lee… - Advances in neural …, 1997 - proceedings.neurips.cc
Severe contamination of electroencephalographic (EEG) activity by eye movements, blinks,
muscle, heart and line noise is a serious problem for EEG interpretation and analysis …

Imaging brain dynamics using independent component analysis

TP Jung, S Makeig, MJ McKeown, AJ Bell… - Proceedings of the …, 2001 - ieeexplore.ieee.org
The analysis of electroencephalographic and magnetoencephalographic recordings is
important both for basic brain research and for medical diagnosis and treatment …

Evaluating two‐step PCA of ERP data with geomin, infomax, oblimin, promax, and varimax rotations

J Dien - Psychophysiology, 2010 - Wiley Online Library
Principal components analysis (PCA) can facilitate analysis of event‐related potential (ERP)
components. Geomin, Oblimin, Varimax, Promax, and Infomax (independent components …

Functionally independent components of the late positive event-related potential during visual spatial attention

S Makeig, M Westerfield, TP Jung… - Journal of …, 1999 - Soc Neuroscience
Human event-related potentials (ERPs) were recorded from 10 subjects presented with
visual target and nontarget stimuli at five screen locations and responding to targets …