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Sleep stage classification using covariance features of multi-channel physiological signals on Riemannian manifolds.

Jiang D, Ma Y, Wang Y. Jiang D, et al. Comput Methods Programs Biomed. 2019 Sep;178:19-30. doi: 10.1016/j.cmpb.2019.06.008. Epub 2019 Jun 10. Comput Methods Programs Biomed. 2019. PMID: 31416548

Automatic sleep stage classification based on a two-channel electrooculogram and one-channel electromyogram.

Li Y, Xu Z, Zhang Y, Cao Z, Chen H. Li Y, et al. Physiol Meas. 2022 Jul 25;43(7). doi: 10.1088/1361-6579/ac6bdb. Physiol Meas. 2022. PMID: 35487205

Sleep stage classification using single-channel EOG.

Rahman MM, Bhuiyan MIH, Hassan AR. Rahman MM, et al. Comput Biol Med. 2018 Nov 1;102:211-220. doi: 10.1016/j.compbiomed.2018.08.022. Epub 2018 Aug 22. Comput Biol Med. 2018. PMID: 30170769

An Automated Wavelet-Based Sleep Scoring Model Using EEG, EMG, and EOG Signals with More Than 8000 Subjects.

Sharma M, Yadav A, Tiwari J, Karabatak M, Yildirim O, Acharya UR. Sharma M, et al. Int J Environ Res Public Health. 2022 Jun 11;19(12):7176. doi: 10.3390/ijerph19127176. Int J Environ Res Public Health. 2022. PMID: 35742426 Free PMC article.

A multi-modal assessment of sleep stages using adaptive Fourier decomposition and machine learning.

Fatimah B, Singhal A, Singh P. Fatimah B, et al. Comput Biol Med. 2022 Sep;148:105877. doi: 10.1016/j.compbiomed.2022.105877. Epub 2022 Jul 14. Comput Biol Med. 2022. PMID: 35853400

Multi-channel EEG-based sleep stage classification with joint collaborative representation and multiple kernel learning.

Shi J, Liu X, Li Y, Zhang Q, Li Y, Ying S. Shi J, et al. J Neurosci Methods. 2015 Oct 30;254:94-101. doi: 10.1016/j.jneumeth.2015.07.006. Epub 2015 Jul 17. J Neurosci Methods. 2015. PMID: 26192325

Multivariate analysis of full-term neonatal polysomnographic data.

Gerla V, Paul K, Lhotska L, Krajca V. Gerla V, et al. IEEE Trans Inf Technol Biomed. 2009 Jan;13(1):104-10. doi: 10.1109/TITB.2008.2007193. IEEE Trans Inf Technol Biomed. 2009. PMID: 19129029

A Novel Multi-Class EEG-Based Sleep Stage Classification System.

Memar P, Faradji F. Memar P, et al. IEEE Trans Neural Syst Rehabil Eng. 2018 Jan;26(1):84-95. doi: 10.1109/TNSRE.2017.2776149. IEEE Trans Neural Syst Rehabil Eng. 2018. PMID: 29324406

Automatic Sleep-Stage Scoring in Healthy and Sleep Disorder Patients Using Optimal Wavelet Filter Bank Technique with EEG Signals.

Sharma M, Tiwari J, Acharya UR. Sharma M, et al. Int J Environ Res Public Health. 2021 Mar 17;18(6):3087. doi: 10.3390/ijerph18063087. Int J Environ Res Public Health. 2021. PMID: 33802799 Free PMC article.

Sleep staging algorithm based on multichannel data adding and multifeature screening.

Huang W, Guo B, Shen Y, Tang X, Zhang T, Li D, Jiang Z. Huang W, et al. Comput Methods Programs Biomed. 2020 Apr;187:105253. doi: 10.1016/j.cmpb.2019.105253. Epub 2019 Nov 30. Comput Methods Programs Biomed. 2020. PMID: 31812884

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