Channel Contribution in Deep Learning Based Automatic Sleep Scoring—How Many Channels Do We Need?

Machine learning based sleep scoring methods aim to automate the process of annotating polysomnograms with sleep stages. Although sleep signals of multiple modalities and channels should contain more information according to sleep guidelines, most multi-channel multi-modal models in the literature s...

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Bibliographic Details
Main Authors: Changqing Lu, Shreyasi Pathak, Gwenn Englebienne, Christin Seifert
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Transactions on Neural Systems and Rehabilitation Engineering
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9970748/