Selecting Clinically Relevant Gait Characteristics for Classification of Early Parkinson’s Disease: A Comprehensive Machine Learning Approach

Subtle gait and balance impairments occur in idiopathic rapid eye movement sleep behavior disorder

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Gait and tremor investigation using machine learning techniques for the diagnosis of Parkinson disease

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Tensor Decomposition of Gait Dynamics in Parkinson's Disease

(2018) Tuan D. Pham et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Model-based and Model-free Machine Learning Techniques for Diagnostic Prediction and Classification of Clinical Outcomes in Parkinson’s Disease

(2018) Chao Gao et al.   Scientific Reports

IMU-based Classification of Parkinson's Disease from Gait: a Sensitivity Analysis on Sensor Location and Feature Selection

(2018)   IEEE Journal of Biomedical and Health Informatics

Global, regional, and national burden of Parkinson's disease, 1990–2016: a systematic analysis for the Global Burden of Disease Study 2016

(2018) E. Ray Dorsey et al.   LANCET NEUROLOGY

Application of Wearable Inertial Sensors and A New Test Battery for Distinguishing Retrospective Fallers from Non-fallers among Community-dwelling Older People

(2018) Hai Qiu et al.   Scientific Reports

Metric learning for Parkinsonian identification from IMU gait measurements

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Selection of gait parameters for differential diagnostics of patients with de novo Parkinson’s disease

(2017) Milica Djurić-Jovičić et al.   NEUROLOGICAL RESEARCH

Vertical ground reaction force marker for Parkinson’s disease

(2017) Md Nafiul Alam et al.   PLoS One

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

Accuracy of clinical diagnosis of Parkinson disease

(2016) Giovanni Rizzo et al.   NEUROLOGY

Validation of an Accelerometer to Quantify a Comprehensive Battery of Gait Characteristics in Healthy Older Adults and Parkinson's Disease: Toward Clinical and at Home Use

(2016) Silvia Del Din et al.   IEEE Journal of Biomedical and Health Informatics

Classification of gait rhythm signals between patients with neuro-degenerative diseases and normal subjects: Experiments with statistical features and different classification models

(2015) Yi Xia et al.   Biomedical Signal Processing and Control

Automated classification of neurological disorders of gait using spatio-temporal gait parameters

(2015) Cauchy Pradhan et al.   JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY

MDS clinical diagnostic criteria for Parkinson's disease

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

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

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

Moving forward on gait measurement: Toward a more refined approach

(2013) Sue Lord et al.   MOVEMENT DISORDERS

How to identify tremor dominant and postural instability/gait difficulty groups with the movement disorder society unified Parkinson's disease rating scale: Comparison with the unified Parkinson's disease rating scale

(2013) Glenn T. Stebbins et al.   MOVEMENT DISORDERS

Subtle gait changes in patients with REM sleep behavior disorder

(2013) Eric M. McDade et al.   MOVEMENT DISORDERS

The spectrum of nonmotor symptoms in early Parkinson disease

(2013) T. K. Khoo et al.   NEUROLOGY

Unbiased and Mobile Gait Analysis Detects Motor Impairment in Parkinson's Disease

(2013) Jochen Klucken et al.   PLoS One

Is gait variability reliable in older adults and Parkinson's disease? Towards an optimal testing protocol

(2012) Brook Galna et al.   GAIT & POSTURE

Independent Domains of Gait in Older Adults and Associated Motor and Nonmotor Attributes: Validation of a Factor Analysis Approach

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Gait alterations in healthy carriers of the LRRK2 G2019S mutation

(2011) Anat Mirelman et al.   ANNALS OF NEUROLOGY

Trunk accelerometry reveals postural instability in untreated Parkinson’s disease

(2011) Martina Mancini et al.   PARKINSONISM & RELATED DISORDERS

Reliability of the new freezing of gait questionnaire: Agreement between patients with Parkinson's disease and their carers

(2009) Alice Nieuwboer et al.   GAIT & POSTURE

Comparison among probabilistic neural network, support vector machine and logistic regression for evaluating the effect of subthalamic stimulation in Parkinson disease on ground reaction force during gait

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Conditional Variable Importance for Random Forests

(2008) Carolin Strobl et al.   BMC BIOINFORMATICS

Parkinson's disease: clinical features and diagnosis

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Gait Dysfunction in Mild Cognitive Impairment Syndromes

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