Literature DB >> 20824156

Imaging Brain Dynamics Using Independent Component Analysis.

Tzyy-Ping Jung1, Scott Makeig, Martin J McKeown, Anthony J Bell, Te-Won Lee, Terrence J Sejnowski.   

Abstract

The analysis of electroencephalographic (EEG) and magnetoencephalographic (MEG) recordings is important both for basic brain research and for medical diagnosis and treatment. Independent component analysis (ICA) is an effective method for removing artifacts and separating sources of the brain signals from these recordings. A similar approach is proving useful for analyzing functional magnetic resonance brain imaging (fMRI) data. In this paper, we outline the assumptions underlying ICA and demonstrate its application to a variety of electrical and hemodynamic recordings from the human brain.

Entities:  

Year:  2001        PMID: 20824156      PMCID: PMC2932458          DOI: 10.1109/5.939827

Source DB:  PubMed          Journal:  Proc IEEE Inst Electr Electron Eng        ISSN: 0018-9219            Impact factor:   10.961


  44 in total

1.  Functionally independent components of early event-related potentials in a visual spatial attention task.

Authors:  S Makeig; M Westerfield; J Townsend; T P Jung; E Courchesne; T J Sejnowski
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  1999-07-29       Impact factor: 6.237

2.  Independent component analysis for EEG source localization.

Authors:  L Zhukov; D Weinstein; C Johnson
Journal:  IEEE Eng Med Biol Mag       Date:  2000 May-Jun

3.  A natural basis for efficient brain-actuated control.

Authors:  S Makeig; S Enghoff; T P Jung; T J Sejnowski
Journal:  IEEE Trans Rehabil Eng       Date:  2000-06

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

Authors:  T P Jung; S Makeig; M Westerfield; J Townsend; E Courchesne; T J Sejnowski
Journal:  Clin Neurophysiol       Date:  2000-10       Impact factor: 3.708

5.  Modes or models: a critique on independent component analysis for fMRI.

Authors:  K J Friston
Journal:  Trends Cogn Sci       Date:  1998-10-01       Impact factor: 20.229

6.  Effects of voluntary movements on early auditory brain responses.

Authors:  S Makeig; M M Müller; B Rockstroh
Journal:  Exp Brain Res       Date:  1996-08       Impact factor: 1.972

7.  Cortical ensemble activity increasingly predicts behaviour outcomes during learning of a motor task.

Authors:  M Laubach; J Wessberg; M A Nicolelis
Journal:  Nature       Date:  2000-06-01       Impact factor: 49.962

8.  Dynamic cortical activity in the human brain reveals motor equivalence.

Authors:  J A Kelso; A Fuchs; R Lancaster; T Holroyd; D Cheyne; H Weinberg
Journal:  Nature       Date:  1998-04-23       Impact factor: 49.962

9.  Isolation of epileptiform discharges from unaveraged EEG by independent component analysis.

Authors:  K Kobayashi; C J James; T Nakahori; T Akiyama; J Gotman
Journal:  Clin Neurophysiol       Date:  1999-10       Impact factor: 3.708

10.  An information-maximization approach to blind separation and blind deconvolution.

Authors:  A J Bell; T J Sejnowski
Journal:  Neural Comput       Date:  1995-11       Impact factor: 2.026

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  101 in total

1.  Analysis and visualization of single-trial event-related potentials.

Authors:  T P Jung; S Makeig; M Westerfield; J Townsend; E Courchesne; T J Sejnowski
Journal:  Hum Brain Mapp       Date:  2001-11       Impact factor: 5.038

2.  Neuroelectromagnetic forward head modeling toolbox.

Authors:  Zeynep Akalin Acar; Scott Makeig
Journal:  J Neurosci Methods       Date:  2010-05-08       Impact factor: 2.390

3.  A split-merge-based region-growing method for fMRI activation detection.

Authors:  Yingli Lu; Tianzi Jiang; Yufeng Zang
Journal:  Hum Brain Mapp       Date:  2004-08       Impact factor: 5.038

4.  Dynamic changes of ICA-derived EEG functional connectivity in the resting state.

Authors:  Jean-Lon Chen; Tomas Ros; John H Gruzelier
Journal:  Hum Brain Mapp       Date:  2012-02-17       Impact factor: 5.038

5.  EEG signal analysis: a survey.

Authors:  D Puthankattil Subha; Paul K Joseph; Rajendra Acharya U; Choo Min Lim
Journal:  J Med Syst       Date:  2010-04       Impact factor: 4.460

6.  The neural circuits that generate tics in Tourette's syndrome.

Authors:  Zhishun Wang; Tiago V Maia; Rachel Marsh; Tiziano Colibazzi; Andrew Gerber; Bradley S Peterson
Journal:  Am J Psychiatry       Date:  2011-09-28       Impact factor: 18.112

7.  Extraction of gastric slow waves from electrogastrograms: combining independent component analysis and adaptive signal enhancement.

Authors:  H Liang
Journal:  Med Biol Eng Comput       Date:  2005-03       Impact factor: 2.602

8.  Removal of eye blinking artifact from the electro-encephalogram, incorporating a new constrained blind source separation algorithm.

Authors:  L Shoker; S Sanei; W Wang; J A Chambers
Journal:  Med Biol Eng Comput       Date:  2005-03       Impact factor: 2.602

9.  Localizing cortical sources of event-related potentials in infants' covert orienting.

Authors:  John E Richards
Journal:  Dev Sci       Date:  2005-05

10.  Disruption of sensory gating by moderate alcohol doses.

Authors:  Alfredo L Sklar; Sara Jo Nixon
Journal:  Psychopharmacology (Berl)       Date:  2014-05-07       Impact factor: 4.530

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