Automated detection of sleep stages using deep learning techniques: A systematic review of the last decade (2010–2020)

HW Loh, CP Ooi, J Vicnesh, SL Oh, O Faust… - Applied Sciences, 2020 - mdpi.com
Sleep is vital for one's general well-being, but it is often neglected, which has led to an
increase in sleep disorders worldwide. Indicators of sleep disorders, such as sleep …

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 …

A modified ant Lion optimization method and its application for instance reduction problem in balanced and imbalanced data

LM El Bakrawy, MA Cifci, S Kausar, S Hussain… - Axioms, 2022 - mdpi.com
Instance reduction is a pre-processing step devised to improve the task of classification.
Instance reduction algorithms search for a reduced set of instances to mitigate the low …

Design of adaptive-robust controller for multi-state synchronization of chaotic systems with unknown and time-varying delays and its application in secure …

AA Kekha Javan, A Shoeibi, A Zare, N Hosseini Izadi… - Sensors, 2021 - mdpi.com
In this paper, the multi-state synchronization of chaotic systems with non-identical, unknown,
and time-varying delay in the presence of external perturbations and parametric …

Classification with a deferral option and low-trust filtering for automated seizure detection

T Becker, K Vandecasteele, C Chatzichristos… - Sensors, 2021 - mdpi.com
Wearable technology will become available and allow prolonged electroencephalography
(EEG) monitoring in the home environment of patients with epilepsy. Neurologists analyse …

Differentiating Epileptic and Psychogenic Non-Epileptic Seizures Using Machine Learning Analysis of EEG Plot Images

S Fussner, A Boyne, A Han, LA Nakhleh, Z Haneef - Sensors, 2024 - mdpi.com
The treatment of epilepsy, the second most common chronic neurological disorder, is often
complicated by the failure of patients to respond to medication. Treatment failure with anti …

[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 …