Gait Detection from a Wrist-Worn Sensor Using Machine Learning Methods: A Daily Living Study in Older Adults and People with Parkinson’s Disease

Free-living gait cadence measured by wearable accelerometer: a promising alternative to traditional measures of mobility for assessing fall risk

(2022) Jacek K Urbanek et al.   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

SciKit Digital Health: Python Package for Streamlined Wearable Inertial Sensor Data Processing

(2022) Lukas Adamowicz et al.   JMIR mHealth and uHealth

Virtual exam for Parkinson’s disease enables frequent and reliable remote measurements of motor function

(2022) Maximilien Burq et al.   npj Digital Medicine

The Impact of Environment on Gait Assessment: Considerations from Real-World Gait Analysis in Dementia Subtypes

(2021) Ríona Mc Ardle et al.   SENSORS

Smartwatch inertial sensors continuously monitor real-world motor fluctuations in Parkinson’s disease

(2021) Rob Powers et al.   Science Translational Medicine

Estimation of free-living walking cadence from wrist-worn sensor accelerometry data and its association with SF-36 quality of life scores

(2021) Marta Karas et al.   PHYSIOLOGICAL MEASUREMENT

LSTM and GRU Neural Networks as Models of Dynamical Processes Used in Predictive Control: A Comparison of Models Developed for Two Chemical Reactors

(2021) Krzysztof Zarzycki et al.   SENSORS

Validation of open-source step-counting algorithms for wrist-worn tri-axial accelerometers in cardiovascular patients

(2021) Riccardo Femiano et al.   GAIT & POSTURE

Quantification of Daily-Living Gait Quantity and Quality Using a Wrist-Worn Accelerometer in Huntington's Disease

(2021) Karin Keren et al.   Frontiers in Neurology

A wearable sensor identifies alterations in community ambulation in multiple sclerosis: contributors to real-world gait quality and physical activity

(2020) Shirley Shema-Shiratzky et al.   JOURNAL OF NEUROLOGY

Sensor-Based and Patient-Based Assessment of Daily-Living Physical Activity in People with Parkinson’s Disease: Do Motor Subtypes Play a Role?

(2020) Irina Galperin et al.   SENSORS

Probabilistic Modelling of Gait for Robust Passive Monitoring in Daily Life

(2020) Yordan P. Raykov et al.   IEEE Journal of Biomedical and Health Informatics

Associations between daily-living physical activity and laboratory-based assessments of motor severity in patients with falls and Parkinson's disease

(2019) Irina Galperin et al.   PARKINSONISM & RELATED DISORDERS

Is every-day walking in older adults more analogous to dual-task walking or to usual walking? Elucidating the gaps between gait performance in the lab and during 24/7 monitoring

(2019) Inbar Hillel et al.   European Review of Aging and Physical Activity

A Review of Recurrent Neural Networks: LSTM Cells and Network Architectures

(2019) Yong Yu et al.   NEURAL COMPUTATION

Adaptive empirical pattern transformation (ADEPT) with application to walking stride segmentation

(2019) Marta Karas et al.   BIOSTATISTICS

Real-World Gait Speed Estimation Using Wrist Sensor: A Personalized Approach

(2019) Abolfazl Soltani et al.   IEEE Journal of Biomedical and Health Informatics

The effect of walking speed on quality of gait in older adults

(2018) B. Huijben et al.   GAIT & POSTURE

Statistical machine learning of sleep and physical activity phenotypes from sensor data in 96,220 UK Biobank participants

(2018) Matthew Willetts et al.   Scientific Reports

Deep Residual Bidir-LSTM for Human Activity Recognition Using Wearable Sensors

(2018) Yu Zhao et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Everyday Stepping Quantity and Quality Among Older Adult Fallers With and Without Mild Cognitive Impairment: Initial Evidence for New Motor Markers of Cognitive Deficits?

(2017) Jeffrey M Hausdorff et al.   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

A wrist sensor and algorithm to determine instantaneous walking cadence and speed in daily life walking

(2017) Benedikt Fasel et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Relating wrist accelerometry measures to disability in older adults

(2016) Megan J. Huisingh-Scheetz et al.   ARCHIVES OF GERONTOLOGY AND GERIATRICS

The complexity of daily life walking in older adult community-dwelling fallers and non-fallers

(2016) Espen A.F. Ihlen et al.   JOURNAL OF BIOMECHANICS

Daily-Life Gait Quality as Predictor of Falls in Older People: A 1-Year Prospective Cohort Study

(2016) Kimberley S. van Schooten et al.   PLoS One

Gait Speed Predicts Incident Disability: A Pooled Analysis

(2015) Subashan Perera et al.   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

(2015) Takaya Saito et al.   PLoS One

Automated detection of missteps during community ambulation in patients with Parkinson’s disease: a new approach for quantifying fall risk in the community setting

(2014) Tal Iluz et al.   Journal of NeuroEngineering and Rehabilitation

Objective Assessment of Fall Risk in Parkinson's Disease Using a Body-Fixed Sensor Worn for 3 Days

(2014) Aner Weiss et al.   PLoS One

Total Daily Physical Activity and Longevity in Old Age

(2012) Aron S. Buchman   ARCHIVES OF INTERNAL MEDICINE

Total daily physical activity and the risk of AD and cognitive decline in older adults

(2012) A.S. Buchman et al.   NEUROLOGY

Both coordination and symmetry of arm swing are reduced in Parkinson's disease

(2011) Xuemei Huang et al.   GAIT & POSTURE

Gait Speed and Survival in Older Adults

(2011) Stephanie Studenski   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION