Multi-objective optimization approach for channel selection and cross-subject generalization in RSVP-based BCIs
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Neural Engineering"
DOI: 10.1088/1741-2552/ac0489
Abstract: Objective. Achieving high precision rapid serial visual presentation (RSVP) task often requires many electrode channels to obtain more information. However, the more channels may contain more redundant information and also lead to its limited practical… read more here.
Keywords: cross subject; selection; channel selection; subject generalization ... See more keywords
LDER: A classification framework based on ERP enhancement in RSVP task.
Sign Up to like & getrecommendations! Published in 2023 at "Journal of neural engineering"
DOI: 10.1088/1741-2552/acd95d
Abstract: Objective. Rapid serial visual presentation (RSVP) based on electroencephalography (EEG) has been widely used in the target detection field, which distinguishes target and non-target by detecting event-related potential (ERP) components. However, the classification performance of… read more here.
Keywords: rsvp; rsvp task; framework; classification framework ... See more keywords
BWGAN-GP: An EEG Data Generation Method for Class Imbalance Problem in RSVP Tasks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Neural Systems and Rehabilitation Engineering"
DOI: 10.1109/tnsre.2022.3145515
Abstract: In the rapid serial visual presentation (RSVP) classification task, the data from the target and non-target classes are incredibly imbalanced. These class imbalance problems (CIPs) can hinder the classifier from achieving better performance, especially in… read more here.
Keywords: class imbalance; class; eeg data; method ... See more keywords
Improving the Cross-Subject Performance of the ERP-Based Brain–Computer Interface Using Rapid Serial Visual Presentation and Correlation Analysis Rank
Sign Up to like & getrecommendations! Published in 2020 at "Frontiers in Human Neuroscience"
DOI: 10.3389/fnhum.2020.00296
Abstract: The brain–computer interface (BCI) is a system that is designed to provide communication channels to anyone through a computer. Initially, it was suggested to help the disabled, but actually had been proposed a wider range… read more here.
Keywords: erp; cross subject; bci; computer ... See more keywords