Literature DB >> 26737199

Real-time EEG Source-mapping Toolbox (REST): Online ICA and source localization.

Luca Pion-Tonachini, Sheng-Hsiou Hsu, Scott Makeig, Tzyy-Ping Jung, Gert Cauwenberghs.   

Abstract

The Electroencephalogram (EEG) is a noninvasive functional brain activity recording method that shows promise for becoming a 3-D cortical imaging modality with high temporal resolution. Currently, most of the tools developed for EEG analysis focus mainly on offline processing. This study introduces and demonstrates the Real-time EEG Source-mapping Toolbox (REST), an extension to the widely distributed EEGLAB environment. REST allows blind source separation of EEG data in real-time using Online Recursive Independent Component Analysis (ORICA), plus near real-time localization of separated sources. Two source localization methods are available to fit equivalent current dipoles or estimate spatial source distributions of selected sources. Selected measures of raw EEG data or component activations (e.g. time series of the data, spectral changes over time, equivalent current dipoles, etc.) can be visualized in near real-time. Finally, this study demonstrates the accuracy and functionality of REST with data from two experiments and discusses some relevant applications.

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Mesh:

Year:  2015        PMID: 26737199      PMCID: PMC5973783          DOI: 10.1109/EMBC.2015.7319299

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  15 in total

1.  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

Review 2.  Mining event-related brain dynamics.

Authors:  Scott Makeig; Stefan Debener; Julie Onton; Arnaud Delorme
Journal:  Trends Cogn Sci       Date:  2004-05       Impact factor: 20.229

3.  Bayesian model averaging in EEG/MEG imaging.

Authors:  Nelson J Trujillo-Barreto; Eduardo Aubert-Vázquez; Pedro A Valdés-Sosa
Journal:  Neuroimage       Date:  2004-04       Impact factor: 6.556

4.  EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis.

Authors:  Arnaud Delorme; Scott Makeig
Journal:  J Neurosci Methods       Date:  2004-03-15       Impact factor: 2.390

5.  Combined ICA-LORETA analysis of mismatch negativity.

Authors:  J Marco-Pallarés; C Grau; G Ruffini
Journal:  Neuroimage       Date:  2005-01-26       Impact factor: 6.556

6.  BCILAB: a platform for brain-computer interface development.

Authors:  Christian Andreas Kothe; Scott Makeig
Journal:  J Neural Eng       Date:  2013-08-28       Impact factor: 5.379

7.  Independent component analysis using an extended infomax algorithm for mixed subgaussian and supergaussian sources.

Authors:  T W Lee; M Girolami; T J Sejnowski
Journal:  Neural Comput       Date:  1999-02-15       Impact factor: 2.026

8.  Online recursive independent component analysis for real-time source separation of high-density EEG.

Authors:  Sheng-Hsiou Hsu; Tim Mullen; Tzyy-Ping Jung; Gert Cauwenberghs
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2014

9.  OpenMEEG: opensource software for quasistatic bioelectromagnetics.

Authors:  Alexandre Gramfort; Théodore Papadopoulo; Emmanuel Olivi; Maureen Clerc
Journal:  Biomed Eng Online       Date:  2010-09-06       Impact factor: 2.819

10.  Independent EEG sources are dipolar.

Authors:  Arnaud Delorme; Jason Palmer; Julie Onton; Robert Oostenveld; Scott Makeig
Journal:  PLoS One       Date:  2012-02-15       Impact factor: 3.240

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  5 in total

1.  ICLabel: An automated electroencephalographic independent component classifier, dataset, and website.

Authors:  Luca Pion-Tonachini; Ken Kreutz-Delgado; Scott Makeig
Journal:  Neuroimage       Date:  2019-05-16       Impact factor: 6.556

2.  Real-Time Adaptive EEG Source Separation Using Online Recursive Independent Component Analysis.

Authors:  Sheng-Hsiou Hsu; Tim R Mullen; Tzyy-Ping Jung; Gert Cauwenberghs
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2015-12-17       Impact factor: 3.802

3.  Attenuated mismatch negativity in patients with first-episode antipsychotic-naive schizophrenia using a source-resolved method.

Authors:  M Randau; B Oranje; M Miyakoshi; S Makeig; B Fagerlund; B Glenthøj; N Bak
Journal:  Neuroimage Clin       Date:  2019-03-12       Impact factor: 4.881

4.  Detecting acute pain signals from human EEG.

Authors:  Guanghao Sun; Zhenfu Wen; Deborah Ok; Lisa Doan; Jing Wang; Zhe Sage Chen
Journal:  J Neurosci Methods       Date:  2020-09-30       Impact factor: 2.390

5.  Prediction of gait intention from pre-movement EEG signals: a feasibility study.

Authors:  S M Shafiul Hasan; Masudur R Siddiquee; Roozbeh Atri; Rodrigo Ramon; J Sebastian Marquez; Ou Bai
Journal:  J Neuroeng Rehabil       Date:  2020-04-16       Impact factor: 4.262

  5 in total

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