A review of Hidden Markov models and Recurrent Neural Networks for event detection and localization in biomedical signals

Y Khalifa, D Mandic, E Sejdić - Information Fusion, 2021 - Elsevier
Biomedical signals carry signature rhythms of complex physiological processes that control
our daily bodily activity. The properties of these rhythms indicate the nature of interaction …

A review of recurrent neural network-based methods in computational physiology

S Mao, E Sejdić - IEEE transactions on neural networks and …, 2022 - ieeexplore.ieee.org
Artificial intelligence and machine learning techniques have progressed dramatically and
become powerful tools required to solve complicated tasks, such as computer vision, speech …

Automatic clinical assessment of swallowing behavior and diagnosis of silent aspiration using wireless multimodal wearable electronics

B Shin, SH Lee, K Kwon, YJ Lee, N Crispe… - Advanced …, 2024 - Wiley Online Library
Dysphagia is more common in conditions such as stroke, Parkinson's disease, and head
and neck cancer. This can lead to pneumonia, choking, malnutrition, and dehydration …

Effects of presbyphagia on oropharyngeal swallowing observed during modified barium swallow studies

KL Garand, J Beall, EG Hill, K Davidson, J Blair… - The journal of nutrition …, 2022 - Springer
Objectives Understanding how aging impacts swallowing can help differentiate typical from
atypical behaviors. This study aimed to quantify age-related swallowing alterations observed …

Pilot study: Magnetic motion analysis for swallowing detection using MEMS cantilever actuators

J Hoffmann, S Roldan-Vasco, K Krüger, F Niekiel… - Sensors, 2023 - mdpi.com
The swallowing process involves complex muscle coordination mechanisms. When
alterations in such mechanisms are produced by neurological conditions or diseases, a …

Non-Invasive sensor-based estimation of anterior-posterior upper esophageal sphincter opening maximal distension

Y Khalifa, AS Mahoney, E Lucatorto… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
Objective: Dysphagia management relies on the evaluation of the temporospatial kinematic
events of swallowing performed in videofluoroscopy (VF) by trained clinicians. The upper …

Elevating Patient Care with Deep Learning: High-Resolution Cervical Auscultation Signals for Swallowing Kinematic Analysis in Nasogastric Tube Patients

F Khodami, AS Mahoney, JL Coyle… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Patients with nasogastric (NG) tubes require careful monitoring due to the potential impact of
the tube on their ability to swallow safely. This study aimed to investigate the utility of high …

Cervical Auscultation for Detecting Oropharyngeal Aspiration in Paediatric and Adult Populations: A Systematic Review and Meta‐Analysis

AC Cron, M David, J Orbell‐Smith… - Clinical …, 2024 - Wiley Online Library
Background Cervical auscultation (CA) involves listening to swallowing and respiratory
sounds and/or vibrations to detect oropharyngeal aspiration (OPA). CA has shown …

Characterizing swallows from people with neurodegenerative diseases using high-resolution cervical auscultation signals and temporal and spatial swallow kinematic …

C Donohue, Y Khalifa, S Mao, S Perera, E Sejdić… - Journal of Speech …, 2021 - ASHA
Purpose The prevalence of dysphagia in patients with neurodegenerative diseases (ND) is
alarmingly high and frequently results in morbidity and accelerated mortality due to …

Improving non-invasive aspiration detection with auxiliary classifier Wasserstein generative adversarial networks

K Shu, S Mao, JL Coyle, E Sejdić - IEEE journal of biomedical …, 2021 - ieeexplore.ieee.org
Aspiration is a serious complication of swallowing disorders. Adequate detection of
aspiration is essential in dysphagia management and treatment. High-resolution cervical …