Prediction of Freezing of Gait in Parkinson’s Disease Using Wearables and Machine Learning

Prediction of Freezing of Gait in Patients With Parkinson’s Disease by Identifying Impaired Gait Patterns

(2020) Yuqian Zhang et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Deep Learning Approaches for Detecting Freezing of Gait in Parkinson’s Disease Patients through On-Body Acceleration Sensors

(2020) Luis Sigcha et al.   SENSORS

A Synchronized Multi-Unit Wireless Platform for Long-Term Activity Monitoring

(2020) Giuseppe Coviello et al.   Electronics

Wearable Sensors System for an Improved Analysis of Freezing of Gait in Parkinson’s Disease Using Electromyography and Inertial Signals

(2019) Ivan Mazzetta et al.   SENSORS

Prediction of Freezing of Gait in Parkinson’s Disease Using Statistical Inference and Lower–Limb Acceleration Data

(2019) Nader Naghavi et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Clinical and methodological challenges for assessing freezing of gait: Future perspectives

(2019) Martina Mancini et al.   MOVEMENT DISORDERS

Prediction of Gait Freezing in Parkinsonian Patients: A Binary Classification Augmented With Time Series Prediction

(2019) Arash Arami et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Towards Real-Time Prediction of Freezing of Gait in Patients With Parkinson’s Disease: Addressing the Class Imbalance Problem

(2019) Nader Naghavi et al.   SENSORS

Wearable-Sensor-based Detection and Prediction of Freezing of Gait in Parkinson’s Disease: A Review

(2019) Pardoel et al.   SENSORS

Toward a Wearable System for Predicting Freezing of Gait in People Affected by Parkinson's Disease

(2019) Florenc Demrozi et al.   IEEE Journal of Biomedical and Health Informatics

Determining the optimal features in freezing of gait detection through a single waist accelerometer in home environments

(2018) Albert Samà et al.   PATTERN RECOGNITION LETTERS

A Machine Learning Approach to Detecting of Freezing of Gait in Parkinson's Disease Patients

(2018) Yi Xia et al.   Journal of Medical Imaging and Health Informatics

Editorial: New Advanced Wireless Technologies for Objective Monitoring of Motor Symptoms in Parkinson’s Disease

(2018) Fernanda Irrera et al.   Frontiers in Neurology

Early predictors of mortality in parkinsonism and Parkinson disease

(2018) David Bäckström et al.   NEUROLOGY

Freezing of gait and fall detection in Parkinson’s disease using wearable sensors: a systematic review

(2017) Ana Lígia Silva de Lima et al.   JOURNAL OF NEUROLOGY

Identification of Characteristic Motor Patterns Preceding Freezing of Gait in Parkinson’s Disease Using Wearable Sensors

(2017) Luca Palmerini et al.   Frontiers in Neurology

l-DOPA and Freezing of Gait in Parkinson’s Disease: Objective Assessment through a Wearable Wireless System

(2017) Antonio Suppa et al.   Frontiers in Neurology

A smartphone-based architecture to detect and quantify freezing of gait in Parkinson’s disease

(2016) Marianna Capecci et al.   GAIT & POSTURE

Pharmacological treatment in Parkinson's disease: Effects on gait

(2016) Katrijn Smulders et al.   PARKINSONISM & RELATED DISORDERS

Assessing Motor Fluctuations in Parkinson’s Disease Patients Based on a Single Inertial Sensor

(2016) Carlos Pérez-López et al.   SENSORS

Freezing of gait: a practical approach to management

(2015) Jorik Nonnekes et al.   LANCET NEUROLOGY

A robust real-time gait event detection using wireless gyroscope and its application on normal and altered gaits

(2015) Darwin Gouwanda et al.   MEDICAL ENGINEERING & PHYSICS

MDS clinical diagnostic criteria for Parkinson's disease

(2015) Ronald B. Postuma et al.   MOVEMENT DISORDERS

New evidence for gait abnormalities among Parkinson’s disease patients who suffer from freezing of gait: insights using a body-fixed sensor worn for 3 days

(2014) Aner Weiss et al.   JOURNAL OF NEURAL TRANSMISSION

PERFORM: A System for Monitoring, Assessment and Management of Patients with Parkinson’s Disease

(2014) Alexandros Tzallas et al.   SENSORS

Freezing of gait: moving forward on a mysterious clinical phenomenon

(2011) John G Nutt et al.   LANCET NEUROLOGY

An adaptive gyroscope-based algorithm for temporal gait analysis

(2010) Barry R. Greene et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Systematic review of levodopa dose equivalency reporting in Parkinson's disease

(2010) Claire L. Tomlinson et al.   MOVEMENT DISORDERS

Gait freezing in Parkinson's disease and the stride length sequence effect interaction

(2009) R. Chee et al.   BRAIN

Parkinson's disease: clinical features and diagnosis

(2008) J Jankovic   JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY