Matches in SemOpenAlex for { <https://semopenalex.org/work/W4308609989> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W4308609989 abstract "Atrial fibrillation (AF) is the most common cardiac arrhythmia and associated with a high risk for serious conditions like stroke. The use of wearable devices embedded with automatic and timely AF assessment from electrocardiograms (ECGs) has shown to be promising in preventing life-threatening situations. Although deep neural networks have demonstrated superiority in model performance, their use on wearable devices is limited by the trade-off between model performance and complexity. In this work, we propose to use lightweight convolutional neural networks (CNNs) with parameterised hypercomplex (PH) layers for AF detection based on ECGs. The proposed approach trains small-scale CNNs, thus overcoming the limited computing resources on wearable devices. We show comparable performance to corresponding real-valued CNNs on two publicly available ECG datasets using significantly fewer model parameters. PH models are more flexible than other hypercomplex neural networks and can operate on any number of input ECG leads." @default.
- W4308609989 created "2022-11-13" @default.
- W4308609989 creator A5030128722 @default.
- W4308609989 creator A5071005771 @default.
- W4308609989 creator A5074427964 @default.
- W4308609989 date "2022-10-27" @default.
- W4308609989 modified "2023-09-26" @default.
- W4308609989 title "Efficient ECG-based Atrial Fibrillation Detection via Parameterised Hypercomplex Neural Networks" @default.
- W4308609989 doi "https://doi.org/10.48550/arxiv.2211.02678" @default.
- W4308609989 hasPublicationYear "2022" @default.
- W4308609989 type Work @default.
- W4308609989 citedByCount "0" @default.
- W4308609989 crossrefType "posted-content" @default.
- W4308609989 hasAuthorship W4308609989A5030128722 @default.
- W4308609989 hasAuthorship W4308609989A5071005771 @default.
- W4308609989 hasAuthorship W4308609989A5074427964 @default.
- W4308609989 hasBestOaLocation W43086099891 @default.
- W4308609989 hasConcept C119857082 @default.
- W4308609989 hasConcept C149635348 @default.
- W4308609989 hasConcept C150594956 @default.
- W4308609989 hasConcept C153180895 @default.
- W4308609989 hasConcept C154945302 @default.
- W4308609989 hasConcept C164705383 @default.
- W4308609989 hasConcept C200127275 @default.
- W4308609989 hasConcept C203249530 @default.
- W4308609989 hasConcept C2524010 @default.
- W4308609989 hasConcept C2779161974 @default.
- W4308609989 hasConcept C2988455589 @default.
- W4308609989 hasConcept C33923547 @default.
- W4308609989 hasConcept C41008148 @default.
- W4308609989 hasConcept C50644808 @default.
- W4308609989 hasConcept C54290928 @default.
- W4308609989 hasConcept C71924100 @default.
- W4308609989 hasConcept C81363708 @default.
- W4308609989 hasConceptScore W4308609989C119857082 @default.
- W4308609989 hasConceptScore W4308609989C149635348 @default.
- W4308609989 hasConceptScore W4308609989C150594956 @default.
- W4308609989 hasConceptScore W4308609989C153180895 @default.
- W4308609989 hasConceptScore W4308609989C154945302 @default.
- W4308609989 hasConceptScore W4308609989C164705383 @default.
- W4308609989 hasConceptScore W4308609989C200127275 @default.
- W4308609989 hasConceptScore W4308609989C203249530 @default.
- W4308609989 hasConceptScore W4308609989C2524010 @default.
- W4308609989 hasConceptScore W4308609989C2779161974 @default.
- W4308609989 hasConceptScore W4308609989C2988455589 @default.
- W4308609989 hasConceptScore W4308609989C33923547 @default.
- W4308609989 hasConceptScore W4308609989C41008148 @default.
- W4308609989 hasConceptScore W4308609989C50644808 @default.
- W4308609989 hasConceptScore W4308609989C54290928 @default.
- W4308609989 hasConceptScore W4308609989C71924100 @default.
- W4308609989 hasConceptScore W4308609989C81363708 @default.
- W4308609989 hasLocation W43086099891 @default.
- W4308609989 hasOpenAccess W4308609989 @default.
- W4308609989 hasPrimaryLocation W43086099891 @default.
- W4308609989 hasRelatedWork W2767651786 @default.
- W4308609989 hasRelatedWork W2912288872 @default.
- W4308609989 hasRelatedWork W2979464955 @default.
- W4308609989 hasRelatedWork W3021430260 @default.
- W4308609989 hasRelatedWork W3027997911 @default.
- W4308609989 hasRelatedWork W3132457161 @default.
- W4308609989 hasRelatedWork W4285152067 @default.
- W4308609989 hasRelatedWork W4287776258 @default.
- W4308609989 hasRelatedWork W4386169648 @default.
- W4308609989 hasRelatedWork W564581980 @default.
- W4308609989 isParatext "false" @default.
- W4308609989 isRetracted "false" @default.
- W4308609989 workType "article" @default.