Sleep Stress Level Classification through Machine Learning Algorithms

A Batabyal, V Singh, MK Gourisaria… - 2022 OITS International …, 2022 - ieeexplore.ieee.org
Nowadays, chronic insomnia is a critical problem of homo-sapiens. An increase in workload
and tension in life led to the development of sleep stress. Sleep stress can damage human …

Enhancing accuracy of sleep disorder with logistic regression model

T Soni, D Gupta, M Uppal - 2023 IEEE 2nd International …, 2023 - ieeexplore.ieee.org
Now-a-days, sleeping disorder are a topic of concern among the youth and person with
different health problems. It is important to note that sleep problems are not a recent …

Human Stress Detection Based on Sleeping Habits Using Machine Learning Algorithms

JG Jayawickrama, R Rupasingha - 2023 3rd International …, 2023 - ieeexplore.ieee.org
Stress is a mental or emotional state brought on by demanding or unavoidable
circumstances, also referred to as stressors. In order to prevent any unfavorable occurrences …

Impact of Stress on Sleep Levels: A Comparative Machine Learning Study Based on Wearable Data

R Barati, L Duffett-Leger, M Moshirpour… - 2023 International …, 2023 - ieeexplore.ieee.org
Inadequate sleep is a significant factor in chronic conditions such as cardiovascular disease,
diabetes, and mental health disorders, and includes not just sleep duration but also the …

[PDF][PDF] Prediction of Sleep health status, visualization and analysis of data

YS Taspinar, I Cinar - 11th International Conference on Advanced …, 2023 - researchgate.net
Sleep, as an indispensable element of human life, is accepted as one of the main sources of
health, vitality and productivity. There are many factors that affect sleep health. Stress level …

Applying Machine Learning Algorithms for the Classification of Sleep Disorders

T Alshammari - IEEE Access, 2024 - ieeexplore.ieee.org
Sleep disorder classification is crucial in improving human quality of life. Sleep disorders
and apnoea can have a significant influence on human health. Sleep-stage classification by …

[PDF][PDF] Sleep stage classification for prediction of human sleep disorders by using machine learning approach

MA Rakhonde, K Wagh, RV Mante - International Journal of …, 2020 - researchgate.net
Sleep is a fundamental need of human body. In order to maintain health, sufficient sleep is
must. Efficiency of sleep is based on sleep stages. Sleep stage classification is required to …

Deep learning for sleep stages classification: modified rectified linear unit activation function and modified orthogonal weight initialisation

A Bhusal, A Alsadoon, PWC Prasad, N Alsalami… - Multimedia Tools and …, 2022 - Springer
Each stage of sleep can affect human health, and not getting enough sleep at any stage may
lead to sleep disorder like parasomnia, apnea, insomnia, etc. Sleep-related diseases could …

Analysis and Identification of Sleep Apnea by availing Random Forest and SVM

P Asha, V Sabarish, V Vishnu… - … on Circuit Power …, 2023 - ieeexplore.ieee.org
Sleep problems have been the subject of extensive research throughout history. One of the
significant sleep disorders that endanger human life is sleep apnea, which we commonly …

Human Stress Detection in and Through Sleep using Artificial Intelligence

UH Vardhan, PS Femi, A Kala - 2023 4th International …, 2023 - ieeexplore.ieee.org
In recent times, significant research is carried out in the fields of psychology and computer
science regarding the detection and modeling of stress. The foremost step in identifying …