Deep Learning to Predict Falls in Older Adults Based on Daily-Life Trunk Accelerometry

Machine learning algorithms based on signals from a single wearable inertial sensor can detect surface- and age-related differences in walking

(2018) B. Hu et al.   JOURNAL OF BIOMECHANICS

Continuous measuring of the indoor walking speed of older adults living alone

(2017) A. Nait Aicha et al.   Journal of Ambient Intelligence and Humanized Computing

A Medium-Scale Distributed System for Computer Science Research: Infrastructure for the Long Term

(2016) Henri Bal et al.   COMPUTER

Continuous Monitoring of Turning Mobility and Its Association to Falls and Cognitive Function: A Pilot Study

(2016) Martina Mancini et al.   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition

(2016) Francisco Ordóñez et al.   SENSORS

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

Ambulatory Fall-Risk Assessment: Amount and Quality of Daily-Life Gait Predict Falls in Older Adults

(2015) Kimberley S. van Schooten et al.   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

Deep learning

(2015) Yann LeCun et al.   NATURE

In-Home Activity Recognition: Bayesian Inference for Hidden Markov Models

(2014) Francisco Javier Ordonez et al.   IEEE PERVASIVE COMPUTING

Is the Timed Up and Go test a useful predictor of risk of falls in community dwelling older adults: a systematic review and meta- analysis

(2014) Emma Barry et al.   BMC Geriatrics

Review of fall risk assessment in geriatric populations using inertial sensors

(2013) Jennifer Howcroft et al.   Journal of NeuroEngineering and Rehabilitation

Risk factors for falls among older adults: A review of the literature

(2013) Anne Felicia Ambrose et al.   MATURITAS

Detection of gait and postures using a miniaturised triaxial accelerometer-based system: Accuracy in community-dwelling older adults

(2010) B. Dijkstra et al.   AGE AND AGEING

Risk Factors for Falls in Community-dwelling Older People

(2010) Silvia Deandrea et al.   EPIDEMIOLOGY