FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386071461> ?p ?o ?g. }

• W4386071461 endingPage "3427" @default.
• W4386071461 startingPage "3417" @default.
• W4386071461 abstract "Mental workload can be monitored in real time, which helps us improve work efficiency by maintaining an appropriate workload level. Based on previous studies, we have known that features, such as band power and brain connectivity, can be utilized to classify the levels of mental workload. As band power and brain connectivity represent different but complementary information related to mental workload, it is helpful to integrate them together for workload classification. Although deep learning models have been utilized for workload classification based on EEG, the classification performance is not satisfactory. This is because the current models cannot well tackle variances in the features extracted from non-stationary EEG. In order to address this problem, we, in this study, proposed a novel deep learning model, called latent space coding capsule network (LSCCN). The features of band power and brain connectivity were fused and then modelled in a latent space. The subsequent convolutional and capsule modules were used for workload classification. The proposed LSCCN was compared to the state-of-the-art methods. The results demonstrated that the proposed LSCCN was superior to the compared methods. LSCCN achieved a higher testing accuracy with a relatively smaller standard deviation, indicating a more reliable classification across participants. In addition, we explored the distribution of the features and found that top discriminative features were localized in the frontal, parietal, and occipital regions. This study not only provides a novel deep learning model but also informs further studies in workload classification and promotes practical usage of workload monitoring." @default.
• W4386071461 created "2023-08-23" @default.
• W4386071461 creator A5018676117 @default.
• W4386071461 creator A5038853591 @default.
• W4386071461 creator A5051873635 @default.
• W4386071461 creator A5080347335 @default.
• W4386071461 date "2023-01-01" @default.
• W4386071461 modified "2023-10-16" @default.
• W4386071461 title "Latent Space Coding Capsule Network for Mental Workload Classification" @default.
• W4386071461 cites W1978157802 @default.
• W4386071461 cites W2001365758 @default.
• W4386071461 cites W2004868509 @default.
• W4386071461 cites W2030992811 @default.
• W4386071461 cites W2053334546 @default.
• W4386071461 cites W2078446903 @default.
• W4386071461 cites W2080966898 @default.
• W4386071461 cites W2081244659 @default.
• W4386071461 cites W2109582949 @default.
• W4386071461 cites W2114837027 @default.
• W4386071461 cites W2115415799 @default.
• W4386071461 cites W2119570247 @default.
• W4386071461 cites W2122311608 @default.
• W4386071461 cites W2128263036 @default.
• W4386071461 cites W2157080893 @default.
• W4386071461 cites W2157289187 @default.
• W4386071461 cites W2273836968 @default.
• W4386071461 cites W2283875974 @default.
• W4386071461 cites W2310186433 @default.
• W4386071461 cites W2321552821 @default.
• W4386071461 cites W2544026297 @default.
• W4386071461 cites W2556610651 @default.
• W4386071461 cites W2579611607 @default.
• W4386071461 cites W2605473201 @default.
• W4386071461 cites W2610184357 @default.
• W4386071461 cites W2614801503 @default.
• W4386071461 cites W2774752647 @default.
• W4386071461 cites W2799761007 @default.
• W4386071461 cites W2896841774 @default.
• W4386071461 cites W2941752771 @default.
• W4386071461 cites W2949938173 @default.
• W4386071461 cites W2955569539 @default.
• W4386071461 cites W2966222953 @default.
• W4386071461 cites W2981121490 @default.
• W4386071461 cites W2986984881 @default.
• W4386071461 cites W3005457155 @default.
• W4386071461 cites W3018166431 @default.
• W4386071461 cites W3040262915 @default.
• W4386071461 cites W3044186523 @default.
• W4386071461 cites W3081651508 @default.
• W4386071461 cites W3111234528 @default.
• W4386071461 cites W3164347092 @default.
• W4386071461 cites W3213957078 @default.
• W4386071461 cites W3214662938 @default.
• W4386071461 cites W4226426128 @default.
• W4386071461 cites W4300171920 @default.
• W4386071461 cites W4316660615 @default.
• W4386071461 doi "https://doi.org/10.1109/tnsre.2023.3307481" @default.
• W4386071461 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37607136" @default.
• W4386071461 hasPublicationYear "2023" @default.
• W4386071461 type Work @default.
• W4386071461 citedByCount "0" @default.
• W4386071461 crossrefType "journal-article" @default.
• W4386071461 hasAuthorship W4386071461A5018676117 @default.
• W4386071461 hasAuthorship W4386071461A5038853591 @default.
• W4386071461 hasAuthorship W4386071461A5051873635 @default.
• W4386071461 hasAuthorship W4386071461A5080347335 @default.
• W4386071461 hasBestOaLocation W43860714611 @default.
• W4386071461 hasConcept C105795698 @default.
• W4386071461 hasConcept C108583219 @default.
• W4386071461 hasConcept C111919701 @default.
• W4386071461 hasConcept C119857082 @default.
• W4386071461 hasConcept C153180895 @default.
• W4386071461 hasConcept C154945302 @default.
• W4386071461 hasConcept C179518139 @default.
• W4386071461 hasConcept C2778476105 @default.
• W4386071461 hasConcept C33923547 @default.
• W4386071461 hasConcept C41008148 @default.
• W4386071461 hasConcept C97931131 @default.
• W4386071461 hasConceptScore W4386071461C105795698 @default.
• W4386071461 hasConceptScore W4386071461C108583219 @default.
• W4386071461 hasConceptScore W4386071461C111919701 @default.
• W4386071461 hasConceptScore W4386071461C119857082 @default.
• W4386071461 hasConceptScore W4386071461C153180895 @default.
• W4386071461 hasConceptScore W4386071461C154945302 @default.
• W4386071461 hasConceptScore W4386071461C179518139 @default.
• W4386071461 hasConceptScore W4386071461C2778476105 @default.
• W4386071461 hasConceptScore W4386071461C33923547 @default.
• W4386071461 hasConceptScore W4386071461C41008148 @default.
• W4386071461 hasConceptScore W4386071461C97931131 @default.
• W4386071461 hasFunder F4320321001 @default.
• W4386071461 hasFunder F4320337111 @default.
• W4386071461 hasLocation W43860714611 @default.
• W4386071461 hasLocation W43860714612 @default.
• W4386071461 hasOpenAccess W4386071461 @default.
• W4386071461 hasPrimaryLocation W43860714611 @default.
• W4386071461 hasRelatedWork W1972656095 @default.
• W4386071461 hasRelatedWork W2024160000 @default.
• W4386071461 hasRelatedWork W2061273563 @default.

• next