Machine learning for large-scale wearable sensor data in Parkinson's disease: Concepts, promises, pitfalls, and futures

A Q-backpropagated time delay neural network for diagnosing severity of gait disturbances in Parkinson’s disease

(2016) Y. Nancy Jane et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Probabilistic machine learning and artificial intelligence

(2015) Zoubin Ghahramani   NATURE

Detecting and monitoring the symptoms of Parkinson's disease using smartphones: A pilot study

(2015) S. Arora et al.   PARKINSONISM & RELATED DISORDERS

Parkinson’s Disease Subtypes in the Oxford Parkinson Disease Centre (OPDC) Discovery Cohort

(2015) Michael Lawton et al.   Journal of Parkinsons Disease

Analyzing Activity Behavior and Movement in a Naturalistic Environment Using Smart Home Techniques

(2015) Diane J. Cook et al.   IEEE Journal of Biomedical and Health Informatics

Classification of Parkinson's Disease Gait Using Spatial-Temporal Gait Features

(2015) Ferdous Wahid et al.   IEEE Journal of Biomedical and Health Informatics

The factor structure of the UPDRS motor scores changes during early Parkinson's disease

(2014) Brage Brakedal et al.   PARKINSONISM & RELATED DISORDERS

Finger Tapping Clinimetric Score Prediction in Parkinson's Disease Using Low-Cost Accelerometers

(2013) Julien Stamatakis et al.   Computational Intelligence and Neuroscience

Automatic detection of freezing of gait events in patients with Parkinson's disease

(2012) Evanthia E. Tripoliti et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Assessment of Tremor Activity in the Parkinson’s Disease Using a Set of Wearable Sensors

(2012) G. Rigas et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Dirichlet process mixture models for unsupervised clustering of symptoms in Parkinson's disease

(2012) Nicole White et al.   JOURNAL OF APPLIED STATISTICS

Using Mobile Phones for Activity Recognition in Parkinson’s Patients

(2012) Mark V. Albert et al.   Frontiers in Neurology

A web application for follow-up of results from a mobile device test battery for Parkinson's disease patients

(2011) Mevludin Memedi et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Ambulatory Monitoring of Activities and Motor Symptoms in Parkinson's Disease

(2010) Daphne G M Zwartjes et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Monitoring Motor Fluctuations in Patients With Parkinson's Disease Using Wearable Sensors

(2009) S. Patel et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Suitability of Dysphonia Measurements for Telemonitoring of Parkinson's Disease

(2008) M.A. Little et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING