Automatic diagnosis of sleep apnea from biomedical signals using artificial intelligence techniques: Methods, challenges, and future works

P Moridian, A Shoeibi, M Khodatars… - … : Data Mining and …, 2022 - Wiley Online Library
Apnea is a sleep disorder that stops or reduces airflow for a short time during sleep. Sleep
apnea may last for a few seconds and happen for many while sleeping. This reduction in …

[HTML][HTML] A powerful paradigm for cardiovascular risk stratification using multiclass, multi-label, and ensemble-based machine learning paradigms: A narrative review

JS Suri, M Bhagawati, S Paul, AD Protogerou… - Diagnostics, 2022 - mdpi.com
Abstract Background and Motivation: Cardiovascular disease (CVD) causes the highest
mortality globally. With escalating healthcare costs, early non-invasive CVD risk assessment …

[Retracted] A Comprehensive Review: Computational Models for Obstructive Sleep Apnea Detection in Biomedical Applications

ES JeyaJothi, J Anitha, S Rani… - BioMed research …, 2022 - Wiley Online Library
Obstructive sleep apnea (OSA) is a sleep disorder characterized by periodic episodes of
partial or complete upper airway obstruction caused by narrowing or collapse of the …

Application of artificial intelligence in the diagnosis of sleep apnea

G Bazoukis, SC Bollepalli, CT Chung, X Li… - Journal of Clinical …, 2023 - jcsm.aasm.org
Study Objectives: Machine learning (ML) models have been employed in the setting of sleep
disorders. This review aims to summarize the existing data about the role of ML techniques …

[HTML][HTML] Expert hypertension detection system featuring pulse plethysmograph signals and hybrid feature selection and reduction scheme

MU Khan, S Aziz, T Akram, F Amjad, K Iqtidar, Y Nam… - Sensors, 2021 - mdpi.com
Hypertension is an antecedent to cardiac disorders. According to the World Health
Organization (WHO), the number of people affected with hypertension will reach around …

[HTML][HTML] Ensemble machine learning model to predict the waterborne syndrome

M Gollapalli - Algorithms, 2022 - mdpi.com
The COVID-19 epidemic has highlighted the significance of sanitization and maintaining
hygienic access to clean water to reduce mortality and morbidity cases worldwide. Diarrhea …

[HTML][HTML] Real-time high-performance laser welding defect detection by combining ACGAN-based data enhancement and multi-model fusion

K Fan, P Peng, H Zhou, L Wang, Z Guo - Sensors, 2021 - mdpi.com
Most of the existing laser welding process monitoring technologies focus on the detection of
post-engineering defects, but in the mass production of electronic equipment, such as laser …

LEMDA: A Novel Feature Engineering Method for Intrusion Detection in IoT Systems

A Ghubaish, Z Yang, A Erbad… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Intrusion detection systems (IDSs) for the Internet of Things (IoT) systems can use AI-based
models to ensure secure communications. IoT systems tend to have many connected …

[HTML][HTML] Sleep apnea detection using multi-error-reduction classification system with multiple bio-signals

X Li, FHF Leung, S Su, SH Ling - Sensors, 2022 - mdpi.com
Introduction: Obstructive sleep apnea (OSA) can cause serious health problems such as
hypertension or cardiovascular disease. The manual detection of apnea is a time …

ViTDFNN: A Vision Transformer Enabled Deep Fuzzy Neural Network for Detecting Sleep Apnea-Hypopnea Syndrome in the Internet of Medical Things

N Ying, H Li, Z Zhang, Y Zhou, H Chen… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Sleep apnea-hypopnea syndrome (SAHS) is a disease that seriously affects human sleep.
Due to its strong concealment and significant harm, it has gradually attracted people's …