dc.contributor.author | Kang, Taeho | |
dc.contributor.author | Chen, Yiyu | |
dc.contributor.author | Fazli, Siamac | |
dc.contributor.author | Wallraven, Christian | |
dc.date.accessioned | 2021-02-10T10:21:31Z | |
dc.date.available | 2021-02-10T10:21:31Z | |
dc.date.issued | 2020-09-10 | |
dc.identifier.citation | Kang, T., Chen, Y., Fazli, S., & Wallraven, C. (2020). EEG-Based Prediction of Successful Memory Formation During Vocabulary Learning. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 28(11), 2377–2389. https://doi.org/10.1109/tnsre.2020.3023116 | en_US |
dc.identifier.issn | 1534-4320 | |
dc.identifier.issn | 1558-0210 | |
dc.identifier.uri | https://doi.org/10.1109/TNSRE.2020.3023116 | |
dc.identifier.uri | https://ieeexplore.ieee.org/document/9193957 | |
dc.identifier.uri | http://nur.nu.edu.kz/handle/123456789/5297 | |
dc.description.abstract | Previous Electroencephalography (EEG) and neuroimaging studies have found differences between brain signals for subsequently remembered and forgotten items during learning of items - it has even been shown that single trial prediction of memorization success is possible with a few target items. There has been little attempt, however, in validating the findings in an application-oriented context involving longer test spans with realistic learning materials encompassing more items. Hence, the present study investigates subsequent memory prediction within the application context of foreign-vocabulary learning. We employed an off-line, EEG-based paradigm in which Korean participants without prior German language experience learned 900 German words in paired-associate form. Our results using convolutional neural networks optimized for EEG-signal analysis show that above-chance classification is possible in this context allowing us to predict during learning which of the words would be successfully remembered later. | en_US |
dc.language.iso | en | en_US |
dc.publisher | Institute of Electrical and Electronics Engineers | en_US |
dc.relation.ispartofseries | IEEE Transactions on Neural Systems and Rehabilitation Engineering;28(11), 2377–2389 | |
dc.rights | Attribution-NonCommercial-ShareAlike 3.0 United States | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-sa/3.0/us/ | * |
dc.subject | Electroencephalography (EEG) | en_US |
dc.subject | learning | en_US |
dc.subject | subsequent memory prediction | en_US |
dc.subject | BCI | en_US |
dc.subject | EEG | en_US |
dc.subject | Research Subject Categories::TECHNOLOGY | en_US |
dc.title | EEG-BASED PREDICTION OF SUCCESSFUL MEMORY FORMATION DURING VOCABULARY LEARNING | en_US |
dc.type | Article | en_US |
workflow.import.source | science |
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