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Data Descriptor: Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset

Title
Data Descriptor: Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset
Author
신재영
Keywords
BRAIN-COMPUTER INTERFACES; BCI; COMMUNICATION; COMPETITION; OPERATE; IMAGERY
Issue Date
2018-02
Publisher
NATURE PUBLISHING GROUP
Citation
SCIENTIFIC DATA, v. 5, Article no. 180003
Abstract
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.
URI
https://www.nature.com/articles/sdata20183http://repository.hanyang.ac.kr/handle/20.500.11754/117504
ISSN
2052-4463
Appears in Collections:
RESEARCH INSTITUTE[S](부설연구소) > INSTITUTE OF BIOMEDICAL ENGINEERING(의공학연구소) > Articles
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