Matches in SemOpenAlex for { <https://semopenalex.org/work/W4367190776> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4367190776 abstract "Recent work in XAI for eye tracking data has evaluated the suitability of feature attribution methods to explain the output of deep neural sequence models for the task of oculomotric biometric identification. These methods provide saliency maps to highlight important input features of a specific eye gaze sequence. However, to date, its localization analysis has been lacking a quantitative approach across entire datasets. In this work, we employ established gaze event detection algorithms for fixations and saccades and quantitatively evaluate the impact of these events by determining their concept influence. Input features that belong to saccades are shown to be substantially more important than features that belong to fixations. By dissecting saccade events into sub-events, we are able to show that gaze samples that are close to the saccadic peak velocity are most influential. We further investigate the effect of event properties like saccadic amplitude or fixational dispersion on the resulting concept influence." @default.
- W4367190776 created "2023-04-28" @default.
- W4367190776 creator A5007427935 @default.
- W4367190776 creator A5017608155 @default.
- W4367190776 creator A5025151670 @default.
- W4367190776 creator A5027461703 @default.
- W4367190776 creator A5059678042 @default.
- W4367190776 creator A5085872778 @default.
- W4367190776 date "2023-05-30" @default.
- W4367190776 modified "2023-10-01" @default.
- W4367190776 title "Bridging the Gap: Gaze Events as Interpretable Concepts to Explain Deep Neural Sequence Models" @default.
- W4367190776 cites W1787224781 @default.
- W4367190776 cites W2007163867 @default.
- W4367190776 cites W2078279227 @default.
- W4367190776 cites W2139551810 @default.
- W4367190776 cites W2195388612 @default.
- W4367190776 cites W2288826045 @default.
- W4367190776 cites W2405531384 @default.
- W4367190776 cites W2657631929 @default.
- W4367190776 cites W2800279828 @default.
- W4367190776 cites W2912581782 @default.
- W4367190776 cites W2997591727 @default.
- W4367190776 cites W3110182042 @default.
- W4367190776 cites W3153158691 @default.
- W4367190776 cites W3197263558 @default.
- W4367190776 cites W3204795127 @default.
- W4367190776 cites W4292968994 @default.
- W4367190776 cites W4366731953 @default.
- W4367190776 doi "https://doi.org/10.1145/3588015.3588412" @default.
- W4367190776 hasPublicationYear "2023" @default.
- W4367190776 type Work @default.
- W4367190776 citedByCount "0" @default.
- W4367190776 crossrefType "proceedings-article" @default.
- W4367190776 hasAuthorship W4367190776A5007427935 @default.
- W4367190776 hasAuthorship W4367190776A5017608155 @default.
- W4367190776 hasAuthorship W4367190776A5025151670 @default.
- W4367190776 hasAuthorship W4367190776A5027461703 @default.
- W4367190776 hasAuthorship W4367190776A5059678042 @default.
- W4367190776 hasAuthorship W4367190776A5085872778 @default.
- W4367190776 hasBestOaLocation W43671907761 @default.
- W4367190776 hasConcept C11054436 @default.
- W4367190776 hasConcept C153050134 @default.
- W4367190776 hasConcept C153180895 @default.
- W4367190776 hasConcept C154945302 @default.
- W4367190776 hasConcept C184297639 @default.
- W4367190776 hasConcept C2779524336 @default.
- W4367190776 hasConcept C2779916870 @default.
- W4367190776 hasConcept C31972630 @default.
- W4367190776 hasConcept C41008148 @default.
- W4367190776 hasConcept C56461940 @default.
- W4367190776 hasConceptScore W4367190776C11054436 @default.
- W4367190776 hasConceptScore W4367190776C153050134 @default.
- W4367190776 hasConceptScore W4367190776C153180895 @default.
- W4367190776 hasConceptScore W4367190776C154945302 @default.
- W4367190776 hasConceptScore W4367190776C184297639 @default.
- W4367190776 hasConceptScore W4367190776C2779524336 @default.
- W4367190776 hasConceptScore W4367190776C2779916870 @default.
- W4367190776 hasConceptScore W4367190776C31972630 @default.
- W4367190776 hasConceptScore W4367190776C41008148 @default.
- W4367190776 hasConceptScore W4367190776C56461940 @default.
- W4367190776 hasLocation W43671907761 @default.
- W4367190776 hasLocation W43671907762 @default.
- W4367190776 hasOpenAccess W4367190776 @default.
- W4367190776 hasPrimaryLocation W43671907761 @default.
- W4367190776 hasRelatedWork W2024399806 @default.
- W4367190776 hasRelatedWork W2096291964 @default.
- W4367190776 hasRelatedWork W2100881624 @default.
- W4367190776 hasRelatedWork W2263803560 @default.
- W4367190776 hasRelatedWork W2523629012 @default.
- W4367190776 hasRelatedWork W2611779633 @default.
- W4367190776 hasRelatedWork W2660729756 @default.
- W4367190776 hasRelatedWork W3152595336 @default.
- W4367190776 hasRelatedWork W3195746324 @default.
- W4367190776 hasRelatedWork W4281668548 @default.
- W4367190776 isParatext "false" @default.
- W4367190776 isRetracted "false" @default.
- W4367190776 workType "article" @default.