A systematic review on deep learning models for sleep stage classification

TR Sri, J Madala, SL Duddukuru… - … on Trends in …, 2022 - ieeexplore.ieee.org
Sleep is a key aspect of the body's recuperation, memory integration and consolidation
processes, as well as a vital part of overall health. Early discovery of sleep related disorders …

Multimodal multiclass machine learning model for automated sleep staging based on time series data

SK Satapathy, D Loganathan - SN Computer Science, 2022 - Springer
Quality sleep is one of the integral parts of the human body, which gives proper rest to the
body. It directly promotes and supports maintaining good health, both physically and …

A deep neural model CNN-LSTM network for automated sleep staging based on a single-channel EEG signal

SK Satapathy, K Shah, S Shah, B Shah… - Soft Computing for …, 2023 - Springer
Sleep plays a vital role in human physiological behaviors. Sleep staging is a critical criterion
for assessing sleep patterns. Therefore, it is essential to develop an automatic sleep staging …

An Interpretable Single-Channel EEG Sleep Staging Model Based on Prototype Matching and Multi-Task Learning

H Zhou, A Liu, S Ding, J Yao, X Chen - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
Sleep staging is an essential technique for evaluating sleep quality. Recently, deep learning-
based sleep staging methods have achieved high performance. However, existing methods …

Development of Efficient Ensemble Model based on Stacking Learning for Automated Sleep Staging

SK Satapathy, HK Kondaveeti… - … on Innovation and …, 2022 - ieeexplore.ieee.org
Sleep plays a vital role in maintaining good physical and mental health. Improper sleep
causes many critical diseases; sleep-related disorders are significant global challenges. The …

Automated Sleep Staging Using Single-Channel EEG Signal Based on Machine Learning Approaches

SK Satapathy, NS Rajput, R Nanda… - Machine Learning and …, 2023 - api.taylorfrancis.com
The human body contains different components, which function with several physiological
processes. It has been seen that most of these physiological processes represent …

A Systematic Review on Latest Approaches of Automated Sleep Staging System Using Machine Intelligence Techniques

SK Satapathy, HK Kondaveeti, D Swain - International Conference on …, 2022 - Springer
Sleep staging plays a vital role in sleep research because sometimes sleep recording errors
may cause severe problems like misinterpretations of the changes in characteristics of the …

Automated decision support system for diagnosing sleep diseases using machine intelligence techniques

SK Satapathy, B Khandelwal, A Garg, AK Bhoi - 2022 - IET
Sleep is one of the human health's most vital yet often underrated components. Sleep
studies are crucial for unearthing various abnormalities associated with sleep, widely …

[PDF][PDF] A Systematic Review on Deep Learning Models for Sleep Stage Classification

VR Siddhartha - researchgate.net
Sleep is a key aspect of the body's recuperation, memory integration and consolidation
processes, as well as a vital part of overall health. Early discovery of sleep related disorders …