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Posted by szhivotovsky on May 16, 2023 in Guest Blogger
Overview AI for automated sleep staging is considered mature ... its way to commercial sleep evaluation systems. Systems underpinned by deep learning require large datasets ... a broad sample of sleep stages the machine seeks ...
Posted by szhivotovsky on October 17, 2023 in Guest Blogger
Overview The Greifswald Sleep Stage Classifier (GSSC) is a highly accurate, deep learning-based automatic sleep stage classifier that priortises ... applications and recording environments. Sleep staging can be performed ... neural network to infer sleep stage on the basis ...
Posted by szhivotovsky on September 1, 2023 in Guest Blogger
Overview Obstructive sleep apnea (OSA) affects more ... remaining undiagnosed. Although home sleep test solutions have existed ... of 39% for home sleep tests. Previous academic attempts ...
Posted by szhivotovsky on October 25, 2023 in Guest Blogger
... efforts aimed at standardizing sleep scoring procedures, with the ... EEG derivations, to detailed sleep scoring rules according to age. Automated sleep scoring systems - e.g. highly performing deep learning (DL) algorithms - ... show that a DL-based sleep scoring algorithm may not ...
Posted by szhivotovsky on July 17, 2023 in Guest Blogger
... a realistic assessment of sleep stage classification (SSC) models ... Most of the proposed deep learning-based models assume access ... data. We examined existing sleep stage classification models, evaluated ...