FASTER: Fully Automated Statistical Thresholding for EEG artifact Rejection

Journal of Neuroscience Methods
H NolanR B Reilly

Abstract

Electroencephalogram (EEG) data are typically contaminated with artifacts (e.g., by eye movements). The effect of artifacts can be attenuated by deleting data with amplitudes over a certain value, for example. Independent component analysis (ICA) separates EEG data into neural activity and artifact; once identified, artifactual components can be deleted from the data. Often, artifact rejection algorithms require supervision (e.g., training using canonical artifacts). Many artifact rejection methods are time consuming when applied to high-density EEG data. We describe FASTER (Fully Automated Statistical Thresholding for EEG artifact Rejection). Parameters were estimated for various aspects of data (e.g., channel variance) in both the EEG time series and in the independent components of the EEG: outliers were detected and removed. FASTER was tested on both simulated EEG (n=47) and real EEG (n=47) data on 128-, 64-, and 32-scalp electrode arrays. FASTER was compared to supervised artifact detection by experts and to a variant of the Statistical Control for Dense Arrays of Sensors (SCADS) method. FASTER had >90% sensitivity and specificity for detection of contaminated channels, eye movement and EMG artifacts, linear trends and whi...Continue Reading

References

Nov 1, 1995·Neural Computation·A J Bell, T J Sejnowski
Mar 25, 2000·Psychophysiology·T P JungT J Sejnowski
Mar 31, 2000·Neurophysiologie clinique = Clinical neurophysiology·R J Croft, R J Barry
Aug 10, 2000·Psychophysiology·M JunghöferB Rockstroh
Mar 29, 2001·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·R Oostenveld, P Praamstra
Mar 18, 2003·Nature Neuroscience·Todd C HandyMichael S Gazzaniga
Mar 29, 2003·International Journal of Psychophysiology : Official Journal of the International Organization of Psychophysiology·D V MorettiC Babiloni
Nov 8, 2006·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·A SchlöglG Pfurtscheller

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Citations

Aug 13, 2013·PloS One·Matt CraddockMatthias M Müller
Apr 2, 2014·Neural Computation·A LleraH J Kappen
Mar 19, 2014·Accident; Analysis and Prevention·Angel CorreaDaniel Sanabria
Jun 12, 2013·Schizophrenia Bulletin·Judith M FordDaniel H Mathalon
Oct 1, 2014·Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences·Tobias Larsen, John P O'Doherty
Dec 3, 2014·Neurophysiologie clinique = Clinical neurophysiology·M M HartmannT Kluge
Jan 19, 2016·Journal of Neuroscience Methods·Alain de Cheveigné
Jan 23, 2016·Frontiers in Human Neuroscience·Kevin Nathan, Jose L Contreras-Vidal
Nov 13, 2015·Computer Methods and Programs in Biomedicine·Won-Du ChangChang-Hwan Im
Jan 13, 2016·NeuroImage·Tobias Katus, Matthias M Müller
Dec 18, 2015·Cortex; a Journal Devoted to the Study of the Nervous System and Behavior·Antonio SchettinoMatthias M Müller
Sep 29, 2012·Medical Engineering & Physics·Simon O'ReganWilliam Marnane
Jan 1, 2016·Alzheimer's Research & Therapy·Florian HatzPeter Fuhr
Dec 24, 2015·Journal of Cognitive Neuroscience·Matthias M MüllerChristian Keitel
Oct 21, 2015·Journal of Neuroscience Methods·Rodolfo AbreuPatrícia Figueiredo
Nov 22, 2015·Journal of Neuroscience Methods·Dorothée Coppieters 't WallantChristophe Phillips
Dec 30, 2014·Annals of Clinical and Translational Neurology·Habib BousleimanPeter Fuhr
Dec 3, 2014·Developmental Science·Hannah L PinchamR M Pasco Fearon
Aug 19, 2014·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Ian DalyGernot Muller-Putz
Apr 2, 2014·IEEE Transactions on Bio-medical Engineering·Lei DingYoon-Hee Cha
Oct 11, 2012·IEEE Journal of Biomedical and Health Informatics·G HigginsE Jones
Jul 23, 2014·Psychophysiology·Laura FrølichMorten Mørup
Nov 22, 2014·IEEE Journal of Biomedical and Health Informatics·Yuan ZouRoozbeh Jafari
May 6, 2016·Frontiers in Psychology·B Alexander DiazKlaus Linkenkaer-Hansen
Feb 14, 2015·Child Development·Samantha Taylor-Colls, R M Pasco Fearon
Jan 16, 2014·NeuroImage·Jun WangJudith M Ford
Jun 22, 2013·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·F HatzP Fuhr

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