Extraction and Evaluation of EEG Covariates and Their Influence on GLM Model

Author:

Piorecka Vaclava1,Cerny Filip1,Piorecky Marek1,Koudelka Vlastimil2,Horacek Jiri3,Buskova Jitka3,Brunovsky Martin3,Koprivova Jana3

Affiliation:

1. Department of Biomedical Technology,Faculty of Biomedical Engineering, CTU in Prague, Czech Republic and National Institute of Mental Health, Czech Republic

2. National Institute of Mental Health, Czech Republic

3. National Institute of Mental Health, Czech Republic and Third Faculty of Medicine, Charles University, Czech Republic

Funder

Grant Agency of the Czech Technical University in Prague

Czech Science Foundation

Czech Ministry of Education, Youth and Sports

Publisher

ACM

Reference20 articles.

1. Abreu R , Leal A and Figueiredo P. EEG-Informed fMRI: A Review of Data Analysis Methods. Frontiers in Human Neuroscience [online] . 2018 , 12 [cit. 2020-03-27]. ISSN 1662-5161. DOI:10.3389/fnhum.2018.00029 10.3389/fnhum.2018.00029 Abreu R, Leal A and Figueiredo P. EEG-Informed fMRI: A Review of Data Analysis Methods. Frontiers in Human Neuroscience [online]. 2018, 12 [cit. 2020-03-27]. ISSN 1662-5161. DOI:10.3389/fnhum.2018.00029

2. Subasi A and Ismail Gursoy M. EEG signal classification using PCA , ICA, LDA and support vector machines. Expert Systems with Applications. 2010 , vol. 37 , n. 12, pp. 8659 - 8666 . ISSN 09574174. DOI: 10.1016/j.eswa.2010.06.065. 10.1016/j.eswa.2010.06.065 Subasi A and Ismail Gursoy M. EEG signal classification using PCA, ICA, LDA and support vector machines. Expert Systems with Applications. 2010, vol. 37, n. 12, pp. 8659-8666. ISSN 09574174. DOI: 10.1016/j.eswa.2010.06.065.

3. A Review of Multitaper Spectral Analysis

4. Portnova G V , Tetereva A , Balaev V , Atanov M , Skiteva L , Ushakov V , Ivanitsky A and Martynova O. Correlation of BOLD Signal with Linear and Nonlinear Patterns of EEG in Resting State EEG-Informed fMRI. Frontiers in Human Neuroscience. 2018-1-9 , vol. 11 . ISSN 1662-5161. DOI: 10.3389/fnhum.2017.00654. 10.3389/fnhum.2017.00654 Portnova G V, Tetereva A, Balaev V, Atanov M, Skiteva L, Ushakov V, Ivanitsky A and Martynova O. Correlation of BOLD Signal with Linear and Nonlinear Patterns of EEG in Resting State EEG-Informed fMRI. Frontiers in Human Neuroscience. 2018-1-9, vol. 11. ISSN 1662-5161. DOI: 10.3389/fnhum.2017.00654.

5. Exploring task-related variability in fMRI data using fluctuations in power spectrum of simultaneously acquired EEG

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