Matches in SemOpenAlex for { <https://semopenalex.org/work/W4295135655> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W4295135655 endingPage "26" @default.
- W4295135655 startingPage "14" @default.
- W4295135655 abstract "AbstractIn 2021 a 6-week clinical pilot was deployed to evaluate the effect of the Therapeutic Horse Riding Treatment (THRT) on the state of health of the recruited patients. Among all the clinical measures deployed to evaluate the effectiveness of the intervention, this work is focused on the sleep quality assessment. All the patients recruited have been worn with a WearOS® smartwatch 24 hours per day for the whole timeline, having the native sleep tracking app activated (SleepApp), with the further smartwatch 24 hours per day for the whole timeline, having the native sleep tracking app activated (SleepApp), with the further goal of analysing the effect of the intervention on the sleep quality of each patient. Nevertheless, before analysing this effect, it is essential to evaluate the accuracy of the sleep information computed by the SleepApp.Thus, the main goal of this work is to estimate the accuracy of the sleep stages labels were obtained with the study smartwatch SleepApp. The proposed method is based on the supervised domain adaptation paradigm, where the source domain is the sleep dataset (SrcDataset) obtained with the smartwatch used in the pilot (SrcWatch), and the target domain is a dataset (TarDataset) available in a public repository, obtained as a combination of data from another smartwatch model (TarWatch) and the sleep stages obtained using PolySomnoGraphy (PSG) are considered as ground truth.Finally, several classification machine learning models will be trained with the SrcDataset to obtain a sleep stages classification model tested on the TarDataset to evaluate the precision of the SleepApp sleep stages labels. The results show that although the best model trained with the SrcDataset sports a pretty good CV performance, the results obtained validating the former model but with the TarDataset are quite poor." @default.
- W4295135655 created "2022-09-11" @default.
- W4295135655 creator A5007296541 @default.
- W4295135655 creator A5012418321 @default.
- W4295135655 creator A5061870929 @default.
- W4295135655 creator A5067035120 @default.
- W4295135655 creator A5079651092 @default.
- W4295135655 date "2022-01-01" @default.
- W4295135655 modified "2023-09-27" @default.
- W4295135655 title "Smartwatch Sleep-Tracking Services Precision Evaluation Using Supervised Domain Adaptation" @default.
- W4295135655 cites W1480376833 @default.
- W4295135655 cites W1812375793 @default.
- W4295135655 cites W181561750 @default.
- W4295135655 cites W2003596486 @default.
- W4295135655 cites W2765638029 @default.
- W4295135655 cites W2795990770 @default.
- W4295135655 cites W2911964244 @default.
- W4295135655 cites W2937191485 @default.
- W4295135655 cites W2981784774 @default.
- W4295135655 cites W3127423251 @default.
- W4295135655 cites W3146182229 @default.
- W4295135655 doi "https://doi.org/10.1007/978-3-031-15471-3_2" @default.
- W4295135655 hasPublicationYear "2022" @default.
- W4295135655 type Work @default.
- W4295135655 citedByCount "0" @default.
- W4295135655 crossrefType "book-chapter" @default.
- W4295135655 hasAuthorship W4295135655A5007296541 @default.
- W4295135655 hasAuthorship W4295135655A5012418321 @default.
- W4295135655 hasAuthorship W4295135655A5061870929 @default.
- W4295135655 hasAuthorship W4295135655A5067035120 @default.
- W4295135655 hasAuthorship W4295135655A5079651092 @default.
- W4295135655 hasConcept C105795698 @default.
- W4295135655 hasConcept C111919701 @default.
- W4295135655 hasConcept C118552586 @default.
- W4295135655 hasConcept C119857082 @default.
- W4295135655 hasConcept C121687571 @default.
- W4295135655 hasConcept C134306372 @default.
- W4295135655 hasConcept C149635348 @default.
- W4295135655 hasConcept C150594956 @default.
- W4295135655 hasConcept C154945302 @default.
- W4295135655 hasConcept C2775841894 @default.
- W4295135655 hasConcept C2778205975 @default.
- W4295135655 hasConcept C29794715 @default.
- W4295135655 hasConcept C33923547 @default.
- W4295135655 hasConcept C36503486 @default.
- W4295135655 hasConcept C41008148 @default.
- W4295135655 hasConcept C4438859 @default.
- W4295135655 hasConcept C522805319 @default.
- W4295135655 hasConcept C71924100 @default.
- W4295135655 hasConceptScore W4295135655C105795698 @default.
- W4295135655 hasConceptScore W4295135655C111919701 @default.
- W4295135655 hasConceptScore W4295135655C118552586 @default.
- W4295135655 hasConceptScore W4295135655C119857082 @default.
- W4295135655 hasConceptScore W4295135655C121687571 @default.
- W4295135655 hasConceptScore W4295135655C134306372 @default.
- W4295135655 hasConceptScore W4295135655C149635348 @default.
- W4295135655 hasConceptScore W4295135655C150594956 @default.
- W4295135655 hasConceptScore W4295135655C154945302 @default.
- W4295135655 hasConceptScore W4295135655C2775841894 @default.
- W4295135655 hasConceptScore W4295135655C2778205975 @default.
- W4295135655 hasConceptScore W4295135655C29794715 @default.
- W4295135655 hasConceptScore W4295135655C33923547 @default.
- W4295135655 hasConceptScore W4295135655C36503486 @default.
- W4295135655 hasConceptScore W4295135655C41008148 @default.
- W4295135655 hasConceptScore W4295135655C4438859 @default.
- W4295135655 hasConceptScore W4295135655C522805319 @default.
- W4295135655 hasConceptScore W4295135655C71924100 @default.
- W4295135655 hasLocation W42951356551 @default.
- W4295135655 hasOpenAccess W4295135655 @default.
- W4295135655 hasPrimaryLocation W42951356551 @default.
- W4295135655 hasRelatedWork W3135542633 @default.
- W4295135655 hasRelatedWork W3170211675 @default.
- W4295135655 hasRelatedWork W3183285726 @default.
- W4295135655 hasRelatedWork W3201415729 @default.
- W4295135655 hasRelatedWork W3209425741 @default.
- W4295135655 hasRelatedWork W3217425495 @default.
- W4295135655 hasRelatedWork W4200415919 @default.
- W4295135655 hasRelatedWork W4226054578 @default.
- W4295135655 hasRelatedWork W4293763814 @default.
- W4295135655 hasRelatedWork W4295135655 @default.
- W4295135655 isParatext "false" @default.
- W4295135655 isRetracted "false" @default.
- W4295135655 workType "book-chapter" @default.