FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4378574690> ?p ?o ?g. }

• W4378574690 abstract "Abstract Sleep disorders are significant health concerns affecting a large population. Related clinical studies face the deficiency in sleep data and challenges in data analysis, which requires enormous human expertise and labor. Moreover, in current clinical practice, sleep data acquisition processes usually cover only one night’s sleep history, which is too short to recognize long-term sleep patterns. To address these challenges, we propose a semi-supervised learning (cluster-then-label) approach for sleep stage classification, integrating clustering algorithms into the supervised learning pipeline. We test the effectiveness of the proposed semi-supervised learning approach on two architectures: an advanced architecture using deep learning for classification and k -means for clustering, and a relatively naive Gaussian-based architecture. Also, we introduce two novel Gaussian transformations to improve the robustness and accuracy of the Gaussian-based architecture: assembled-fixed transformation and neural network based transformation. We reveal the effectiveness of the proposed algorithm via experiments on whole-night electroencephalogram (EEG) data. The experiments demonstrate that the proposed learning strategy improves the accuracy and F1 score over the state-of-the-art baseline on out-of-distribution human subjects. The experiments also confirm that the proposed Gaussian transformations can significantly gain normality to EEG band-power features and in turn facilitate the semi-supervised learning process. This cluster-then-label learning approach, combined with novel Gaussian transformations, can significantly improve the accuracy and efficiency of sleep stage classification, enabling more effective diagnosis of sleep disorders." @default.
• W4378574690 created "2023-05-28" @default.
• W4378574690 creator A5010117375 @default.
• W4378574690 creator A5040799998 @default.
• W4378574690 creator A5067375394 @default.
• W4378574690 creator A5090764785 @default.
• W4378574690 date "2023-05-27" @default.
• W4378574690 modified "2023-09-25" @default.
• W4378574690 title "Gaussian transformation enhanced semi-supervised learning for sleep stage classification" @default.
• W4378574690 cites W1986199749 @default.
• W4378574690 cites W2006321511 @default.
• W4378574690 cites W2013459885 @default.
• W4378574690 cites W2035998833 @default.
• W4378574690 cites W2088478798 @default.
• W4378574690 cites W2115403315 @default.
• W4378574690 cites W2144691514 @default.
• W4378574690 cites W2146746340 @default.
• W4378574690 cites W2153549389 @default.
• W4378574690 cites W2339955186 @default.
• W4378574690 cites W2559819140 @default.
• W4378574690 cites W2604096629 @default.
• W4378574690 cites W2625562650 @default.
• W4378574690 cites W2768975974 @default.
• W4378574690 cites W277238768 @default.
• W4378574690 cites W2793841943 @default.
• W4378574690 cites W2798658180 @default.
• W4378574690 cites W2890222082 @default.
• W4378574690 cites W2894728917 @default.
• W4378574690 cites W2898717010 @default.
• W4378574690 cites W2941679862 @default.
• W4378574690 cites W2958360136 @default.
• W4378574690 cites W2963043696 @default.
• W4378574690 cites W2963625477 @default.
• W4378574690 cites W2981368934 @default.
• W4378574690 cites W2998712190 @default.
• W4378574690 cites W3003725665 @default.
• W4378574690 cites W3034727830 @default.
• W4378574690 cites W3038585207 @default.
• W4378574690 cites W3082394918 @default.
• W4378574690 cites W3091714893 @default.
• W4378574690 cites W3096831136 @default.
• W4378574690 cites W3107499124 @default.
• W4378574690 cites W3109042658 @default.
• W4378574690 cites W3133289359 @default.
• W4378574690 cites W3133961835 @default.
• W4378574690 cites W3152681784 @default.
• W4378574690 cites W3181047621 @default.
• W4378574690 cites W3189951784 @default.
• W4378574690 cites W3198543070 @default.
• W4378574690 cites W3201282232 @default.
• W4378574690 cites W3202935747 @default.
• W4378574690 cites W4220661366 @default.
• W4378574690 cites W4289639938 @default.
• W4378574690 doi "https://doi.org/10.1186/s40537-023-00758-9" @default.
• W4378574690 hasPublicationYear "2023" @default.
• W4378574690 type Work @default.
• W4378574690 citedByCount "0" @default.
• W4378574690 crossrefType "journal-article" @default.
• W4378574690 hasAuthorship W4378574690A5010117375 @default.
• W4378574690 hasAuthorship W4378574690A5040799998 @default.
• W4378574690 hasAuthorship W4378574690A5067375394 @default.
• W4378574690 hasAuthorship W4378574690A5090764785 @default.
• W4378574690 hasBestOaLocation W43785746901 @default.
• W4378574690 hasConcept C104317684 @default.
• W4378574690 hasConcept C108583219 @default.
• W4378574690 hasConcept C118552586 @default.
• W4378574690 hasConcept C119857082 @default.
• W4378574690 hasConcept C121332964 @default.
• W4378574690 hasConcept C136389625 @default.
• W4378574690 hasConcept C153180895 @default.
• W4378574690 hasConcept C154945302 @default.
• W4378574690 hasConcept C163716315 @default.
• W4378574690 hasConcept C185592680 @default.
• W4378574690 hasConcept C2778205975 @default.
• W4378574690 hasConcept C2910364982 @default.
• W4378574690 hasConcept C41008148 @default.
• W4378574690 hasConcept C50644808 @default.
• W4378574690 hasConcept C522805319 @default.
• W4378574690 hasConcept C55493867 @default.
• W4378574690 hasConcept C61326573 @default.
• W4378574690 hasConcept C62520636 @default.
• W4378574690 hasConcept C63479239 @default.
• W4378574690 hasConcept C71924100 @default.
• W4378574690 hasConcept C73555534 @default.
• W4378574690 hasConcept C8038995 @default.
• W4378574690 hasConceptScore W4378574690C104317684 @default.
• W4378574690 hasConceptScore W4378574690C108583219 @default.
• W4378574690 hasConceptScore W4378574690C118552586 @default.
• W4378574690 hasConceptScore W4378574690C119857082 @default.
• W4378574690 hasConceptScore W4378574690C121332964 @default.
• W4378574690 hasConceptScore W4378574690C136389625 @default.
• W4378574690 hasConceptScore W4378574690C153180895 @default.
• W4378574690 hasConceptScore W4378574690C154945302 @default.
• W4378574690 hasConceptScore W4378574690C163716315 @default.
• W4378574690 hasConceptScore W4378574690C185592680 @default.
• W4378574690 hasConceptScore W4378574690C2778205975 @default.
• W4378574690 hasConceptScore W4378574690C2910364982 @default.
• W4378574690 hasConceptScore W4378574690C41008148 @default.
• W4378574690 hasConceptScore W4378574690C50644808 @default.
• W4378574690 hasConceptScore W4378574690C522805319 @default.

• next