Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386932654> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W4386932654 endingPage "36" @default.
- W4386932654 startingPage "25" @default.
- W4386932654 abstract "Brain-computer interfaces (BCIs) are innovative systems that allow individuals to communicate with external devices without physical movements. These systems commonly use Event-Related Potentials (ERPs), particularly P300, as the signal control. However, despite their wide acceptance, there are still issues to be resolved, such as inter- and intra-subject variability. To address this challenge, we propose a novel approach based on post-processing the output of a Recurrent Neural Network using a Post-Recurrent Module (PRM). The PRM processes the temporal information extracted from the recurrent layer to make the final decision. This work shows that simple approaches, such as a reduce-max operation or a logistic regression layer, can improve the balanced accuracy by more than 9 $$%$$ compared to state-of-the-art results. Our findings also contribute to the interpretability of RNNs since we have deepened the internal mechanisms of the model through an extensive analysis of the PRM layer. Overall, this study enhances the performance of ERP-based BCIs." @default.
- W4386932654 created "2023-09-22" @default.
- W4386932654 creator A5027784805 @default.
- W4386932654 creator A5034298577 @default.
- W4386932654 creator A5052972201 @default.
- W4386932654 creator A5058325976 @default.
- W4386932654 date "2023-01-01" @default.
- W4386932654 modified "2023-10-16" @default.
- W4386932654 title "Enhancing P300 Detection in Brain-Computer Interfaces with Interpretable Post-processing of Recurrent Neural Networks" @default.
- W4386932654 cites W1968435421 @default.
- W4386932654 cites W2046007199 @default.
- W4386932654 cites W2064675550 @default.
- W4386932654 cites W2094017272 @default.
- W4386932654 cites W2098536759 @default.
- W4386932654 cites W2110485445 @default.
- W4386932654 cites W2789889256 @default.
- W4386932654 cites W2997639969 @default.
- W4386932654 cites W3016583793 @default.
- W4386932654 cites W3032967638 @default.
- W4386932654 cites W3102003537 @default.
- W4386932654 cites W3194731878 @default.
- W4386932654 cites W3201018110 @default.
- W4386932654 cites W4378761569 @default.
- W4386932654 doi "https://doi.org/10.1007/978-3-031-44223-0_3" @default.
- W4386932654 hasPublicationYear "2023" @default.
- W4386932654 type Work @default.
- W4386932654 citedByCount "0" @default.
- W4386932654 crossrefType "book-chapter" @default.
- W4386932654 hasAuthorship W4386932654A5027784805 @default.
- W4386932654 hasAuthorship W4386932654A5034298577 @default.
- W4386932654 hasAuthorship W4386932654A5052972201 @default.
- W4386932654 hasAuthorship W4386932654A5058325976 @default.
- W4386932654 hasConcept C119857082 @default.
- W4386932654 hasConcept C147168706 @default.
- W4386932654 hasConcept C154945302 @default.
- W4386932654 hasConcept C169760540 @default.
- W4386932654 hasConcept C173201364 @default.
- W4386932654 hasConcept C178790620 @default.
- W4386932654 hasConcept C185592680 @default.
- W4386932654 hasConcept C2779227376 @default.
- W4386932654 hasConcept C2781067378 @default.
- W4386932654 hasConcept C41008148 @default.
- W4386932654 hasConcept C50644808 @default.
- W4386932654 hasConcept C522805319 @default.
- W4386932654 hasConcept C86803240 @default.
- W4386932654 hasConceptScore W4386932654C119857082 @default.
- W4386932654 hasConceptScore W4386932654C147168706 @default.
- W4386932654 hasConceptScore W4386932654C154945302 @default.
- W4386932654 hasConceptScore W4386932654C169760540 @default.
- W4386932654 hasConceptScore W4386932654C173201364 @default.
- W4386932654 hasConceptScore W4386932654C178790620 @default.
- W4386932654 hasConceptScore W4386932654C185592680 @default.
- W4386932654 hasConceptScore W4386932654C2779227376 @default.
- W4386932654 hasConceptScore W4386932654C2781067378 @default.
- W4386932654 hasConceptScore W4386932654C41008148 @default.
- W4386932654 hasConceptScore W4386932654C50644808 @default.
- W4386932654 hasConceptScore W4386932654C522805319 @default.
- W4386932654 hasConceptScore W4386932654C86803240 @default.
- W4386932654 hasLocation W43869326541 @default.
- W4386932654 hasOpenAccess W4386932654 @default.
- W4386932654 hasPrimaryLocation W43869326541 @default.
- W4386932654 hasRelatedWork W3006943036 @default.
- W4386932654 hasRelatedWork W4200511449 @default.
- W4386932654 hasRelatedWork W4206534706 @default.
- W4386932654 hasRelatedWork W4229079080 @default.
- W4386932654 hasRelatedWork W4281386417 @default.
- W4386932654 hasRelatedWork W4299487748 @default.
- W4386932654 hasRelatedWork W4327831767 @default.
- W4386932654 hasRelatedWork W4385957992 @default.
- W4386932654 hasRelatedWork W4385965371 @default.
- W4386932654 hasRelatedWork W4386025632 @default.
- W4386932654 isParatext "false" @default.
- W4386932654 isRetracted "false" @default.
- W4386932654 workType "book-chapter" @default.