Cargando…
Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset
We provide an open access multimodal brain-imaging dataset of simultaneous electroencephalography (EEG) and near-infrared spectroscopy (NIRS) recordings. Twenty-six healthy participants performed three cognitive tasks: 1) n-back (0-, 2- and 3-back), 2) discrimination/selection response task (DSR) an...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5810421/ https://www.ncbi.nlm.nih.gov/pubmed/29437166 http://dx.doi.org/10.1038/sdata.2018.3 |
_version_ | 1783299750431293440 |
---|---|
author | Shin, Jaeyoung von Lühmann, Alexander Kim, Do-Won Mehnert, Jan Hwang, Han-Jeong Müller, Klaus-Robert |
author_facet | Shin, Jaeyoung von Lühmann, Alexander Kim, Do-Won Mehnert, Jan Hwang, Han-Jeong Müller, Klaus-Robert |
author_sort | Shin, Jaeyoung |
collection | PubMed |
description | We provide an open access multimodal brain-imaging dataset of simultaneous electroencephalography (EEG) and near-infrared spectroscopy (NIRS) recordings. Twenty-six healthy participants performed three cognitive tasks: 1) n-back (0-, 2- and 3-back), 2) discrimination/selection response task (DSR) and 3) word generation (WG) tasks. The data provided includes: 1) measured data, 2) demographic data, and 3) basic analysis results. For n-back (dataset A) and DSR tasks (dataset B), event-related potential (ERP) analysis was performed, and spatiotemporal characteristics and classification results for ‘target’ versus ‘non-target’ (dataset A) and symbol ‘O’ versus symbol ‘X’ (dataset B) are provided. Time-frequency analysis was performed to show the EEG spectral power to differentiate the task-relevant activations. Spatiotemporal characteristics of hemodynamic responses are also shown. For the WG task (dataset C), the EEG spectral power and spatiotemporal characteristics of hemodynamic responses are analyzed, and the potential merit of hybrid EEG-NIRS BCIs was validated with respect to classification accuracy. We expect that the dataset provided will facilitate performance evaluation and comparison of many neuroimaging analysis techniques. |
format | Online Article Text |
id | pubmed-5810421 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-58104212018-02-21 Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset Shin, Jaeyoung von Lühmann, Alexander Kim, Do-Won Mehnert, Jan Hwang, Han-Jeong Müller, Klaus-Robert Sci Data Data Descriptor We provide an open access multimodal brain-imaging dataset of simultaneous electroencephalography (EEG) and near-infrared spectroscopy (NIRS) recordings. Twenty-six healthy participants performed three cognitive tasks: 1) n-back (0-, 2- and 3-back), 2) discrimination/selection response task (DSR) and 3) word generation (WG) tasks. The data provided includes: 1) measured data, 2) demographic data, and 3) basic analysis results. For n-back (dataset A) and DSR tasks (dataset B), event-related potential (ERP) analysis was performed, and spatiotemporal characteristics and classification results for ‘target’ versus ‘non-target’ (dataset A) and symbol ‘O’ versus symbol ‘X’ (dataset B) are provided. Time-frequency analysis was performed to show the EEG spectral power to differentiate the task-relevant activations. Spatiotemporal characteristics of hemodynamic responses are also shown. For the WG task (dataset C), the EEG spectral power and spatiotemporal characteristics of hemodynamic responses are analyzed, and the potential merit of hybrid EEG-NIRS BCIs was validated with respect to classification accuracy. We expect that the dataset provided will facilitate performance evaluation and comparison of many neuroimaging analysis techniques. Nature Publishing Group 2018-02-13 /pmc/articles/PMC5810421/ /pubmed/29437166 http://dx.doi.org/10.1038/sdata.2018.3 Text en Copyright © 2018, The Author(s) http://creativecommons.org/licenses/by/4.0/ Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ The Creative Commons Public Domain Dedication waiver http://creativecommons.org/publicdomain/zero/1.0/ applies to the metadata files made available in this article. |
spellingShingle | Data Descriptor Shin, Jaeyoung von Lühmann, Alexander Kim, Do-Won Mehnert, Jan Hwang, Han-Jeong Müller, Klaus-Robert Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset |
title | Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset |
title_full | Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset |
title_fullStr | Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset |
title_full_unstemmed | Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset |
title_short | Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset |
title_sort | simultaneous acquisition of eeg and nirs during cognitive tasks for an open access dataset |
topic | Data Descriptor |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5810421/ https://www.ncbi.nlm.nih.gov/pubmed/29437166 http://dx.doi.org/10.1038/sdata.2018.3 |
work_keys_str_mv | AT shinjaeyoung simultaneousacquisitionofeegandnirsduringcognitivetasksforanopenaccessdataset AT vonluhmannalexander simultaneousacquisitionofeegandnirsduringcognitivetasksforanopenaccessdataset AT kimdowon simultaneousacquisitionofeegandnirsduringcognitivetasksforanopenaccessdataset AT mehnertjan simultaneousacquisitionofeegandnirsduringcognitivetasksforanopenaccessdataset AT hwanghanjeong simultaneousacquisitionofeegandnirsduringcognitivetasksforanopenaccessdataset AT mullerklausrobert simultaneousacquisitionofeegandnirsduringcognitivetasksforanopenaccessdataset |