Towards real-time prediction of freezing of gait in patients with Parkinson's disease: addressing the class imbalance problem

N Naghavi, A Miller, E Wade - Sensors, 2019 - mdpi.com
Freezing of gait (FoG) is a common motor symptom in patients with Parkinson's disease
(PD). FoG impairs gait initiation and walking and increases fall risk. Intelligent external …

Towards real-time prediction of freezing of gait in patients with Parkinson's disease: a novel deep one-class classifier

N Naghavi, E Wade - IEEE Journal of Biomedical and Health …, 2021 - ieeexplore.ieee.org
Freezing of gait (FoG) is a common motor dysfunction in individuals with Parkinson's
disease. FoG impairs walking and is associated with increased fall risk. On-demand external …

Predicting state transition in freezing of gait via acceleration measurements for controlled cueing in Parkinson's disease

A Halder, R Singh, A Suri… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Freezing of gait (FoG) leads to imbalance and falls in Parkinson's disease. Cues potentially
prevent FoG occurrence and unfreeze the patient from FoG. Although FoG detection and its …

Grouping successive freezing of gait episodes has neutral to detrimental effect on freeze detection and prediction in Parkinson's disease

S Pardoel, G Shalin, ED Lemaire, J Kofman, J Nantel - Plos one, 2021 - journals.plos.org
Freezing of gait (FOG) is an intermittent walking disturbance experienced by people with
Parkinson's disease (PD). Wearable FOG identification systems can improve gait and …

Feature learning for detection and prediction of freezing of gait in Parkinson's disease

S Mazilu, A Calatroni, E Gazit, D Roggen… - Machine Learning and …, 2013 - Springer
Freezing of gait (FoG) is a common gait impairment among patients with advanced
Parkinson's disease. FoG is associated with falls and negatively impact the patient's quality …

Prediction of freezing of gait in Parkinson's disease using statistical inference and lower–limb acceleration data

N Naghavi, E Wade - IEEE transactions on neural systems and …, 2019 - ieeexplore.ieee.org
The freezing of gait (FoG) is a common type of motor dysfunction in advanced Parkinson's
disease (PD) associated with falls. Over the last decade, a significant amount of studies has …

Predicting freezing of gait in patients with Parkinson's disease by combination of Manually-Selected and deep learning features

H Sun, Q Ye, Y Xia - Biomedical Signal Processing and Control, 2024 - Elsevier
Freezing of gait (FoG) is a serious gait disorder commonly seen in patients with advanced
Parkinson's disease (PD). It is of great interest to pre-judge the occurrence of FoG before its …

Prediction of freezing of gait in patients with Parkinson's disease by identifying impaired gait patterns

Y Zhang, W Yan, Y Yao, J Bint Ahmed… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Freezing of gait (FoG) prediction, combined with rhythmic laser cues, may help Parkinson's
disease (PD) patients overcome FoG episodes. This study aimed to utilize the impaired gait …

Using wearable sensors and machine learning to automatically detect freezing of gait during a FOG-provoking test

T Reches, M Dagan, T Herman, E Gazit, NA Gouskova… - Sensors, 2020 - mdpi.com
Freezing of gait (FOG) is a debilitating motor phenomenon that is common among
individuals with advanced Parkinson's disease. Objective and sensitive measures are …

Deep learning for freezing of gait detection in Parkinson's disease patients in their homes using a waist-worn inertial measurement unit

J Camps, A Sama, M Martín, D Rodriguez-Martin… - Knowledge-Based …, 2018 - Elsevier
Among Parkinson's disease (PD) motor symptoms, freezing of gait (FOG) may be the most
incapacitating. FOG episodes may result in falls and reduce patients' quality of life. Accurate …