A Review of Machine Learning Network in Human Motion Biomechanics

Ambulatory Human Gait Phase Detection Using Wearable Inertial Sensors and Hidden Markov Model

(2021) Long Liu et al.   SENSORS

Understanding LSTM Network Behaviour of IMU-Based Locomotion Mode Recognition for Applications in Prostheses and Wearables

(2021) Freddie Sherratt et al.   SENSORS

Prediction and detection of freezing of gait in Parkinson’s disease from plantar pressure data using long short-term memory neural-networks

(2021) Gaurav Shalin et al.   Journal of NeuroEngineering and Rehabilitation

Design and Implementation of Abnormal Behavior Detection Based on Deep Intelligent Analysis Algorithms in Massive Video Surveillance

(2020) Yan Hu   Journal of Grid Computing

Comparison of gait characteristics between clinical and daily life settings in children with cerebral palsy

(2020) Lena Carcreff et al.   Scientific Reports

Artificial Intelligence and Machine Learning Applications in Smart Production: Progress, Trends, and Directions

(2020) Raffaele Cioffi et al.   Sustainability

Gait Recognition via Deep Learning of the Center-of-Pressure Trajectory

(2020) Terrier   Applied Sciences-Basel

A Data-Driven Approach for Detecting Gait Events During Turning in People with Parkinson's Disease and Freezing of Gait

(2020) Benjamin Filtjens et al.   GAIT & POSTURE

Gait pattern analysis and clinical subgroup identification

(2020) Sunghyon Kyeong et al.   MEDICINE

Estimating Lower Extremity Running Gait Kinematics with a Single Accelerometer: A Deep Learning Approach

(2020) Mohsen Gholami et al.   SENSORS

An Unsupervised Data-Driven Model to Classify Gait Patterns in Children with Cerebral Palsy

(2020) Julie Choisne et al.   Journal of Clinical Medicine

Lower Limb Kinematics Trajectory Prediction Using Long Short-Term Memory Neural Networks

(2020) Abdelrahman Zaroug et al.   Frontiers in Bioengineering and Biotechnology

Deep learning approach for prediction of impact peak appearance at ground reaction force signal of running activity

(2020) Anastasiia Girka et al.   COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING

Gait Analysis in Parkinson’s Disease: An Overview of the Most Accurate Markers for Diagnosis and Symptoms Monitoring

(2020) Lazzaro di Biase et al.   SENSORS

CNN-Based Estimation of Sagittal Plane Walking and Running Biomechanics From Measured and Simulated Inertial Sensor Data

(2020) Eva Dorschky et al.   Frontiers in Bioengineering and Biotechnology

Supervised machine learning based gait classification system for early detection and stage classification of Parkinson’s disease

(2020) Balaji E. et al.   APPLIED SOFT COMPUTING

Gait recognition invariant to carried objects using alpha blending generative adversarial networks

(2020) Xiang Li et al.   PATTERN RECOGNITION

Reliability and Repeatability Analysis of Indices to Measure Gait Deterioration in MS Patients during Prolonged Walking

(2020) Juri Taborri et al.   SENSORS

Fast Wearable Sensor–Based Foot–Ground Contact Phase Classification Using a Convolutional Neural Network with Sliding-Window Label Overlapping

(2020) Haneul Jeon et al.   SENSORS

A machine learning-based diagnostic model associated with knee osteoarthritis severity

(2020) Soon Bin Kwon et al.   Scientific Reports

Combining wearable sensor signals, machine learning and biomechanics to estimate tibial bone force and damage during running

(2020) Emily S. Matijevich et al.   HUMAN MOVEMENT SCIENCE

Multidimensional Ground Reaction Forces and Moments From Wearable Sensor Accelerations via Deep Learning

(2020) William R. Johnson et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

A new machine learning based approach to predict Freezing of Gait

(2020) Natasa Kleanthous et al.   PATTERN RECOGNITION LETTERS

Gait-Based Identification Using Deep Recurrent Neural Networks and Acceleration Patterns

(2020) Angel Peinado-Contreras et al.   SENSORS

Normal and Pathological Gait Classification LSTM model

(2019) Margarita Khokhlova et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Pedestrian Stride-Length Estimation Based on LSTM and Denoising Autoencoders

(2019) Qu Wang et al.   SENSORS

Automatic real-time gait event detection in children using deep neural networks

(2019) Łukasz Kidziński et al.   PLoS One

Statistical methods for analysis of Parkinson’s disease gait pattern and classification

(2019) Anup Nandy   MULTIMEDIA TOOLS AND APPLICATIONS

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

(2019) Yong Yu et al.   NEURAL COMPUTATION

Learning view invariant gait features with Two-Stream GAN

(2019) Yanyun Wang et al.   NEUROCOMPUTING

Classification of Gait Type Based on Deep Learning Using Various Sensors with Smart Insole

(2019) Sung-Sin Lee et al.   SENSORS

Gait Analysis for Post-Stroke Hemiparetic Patient by Multi-Features Fusion Method

(2019) Mengxuan Li et al.   SENSORS

Gait metric learning siamese network exploiting dual of spatio-temporal 3D-CNN intra and LSTM based inter gait-cycle-segment features

(2019) Daksh Thapar et al.   PATTERN RECOGNITION LETTERS

A comprehensive study on gait biometrics using a joint CNN-based method

(2019) Yuqi Zhang et al.   PATTERN RECOGNITION

Metabolic cost calculations of gait using musculoskeletal energy models, a comparison study

(2019) Anne D. Koelewijn et al.   PLoS One

PSO-SVM-based gait phase classification during human walking on unstructured terrains: Application in lower-limb exoskeleton

(2019) Jiajia Zheng et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE

Recurrent Neural Network for Inertial Gait User Recognition in Smartphones

(2019) Fernandez-Lopez et al.   SENSORS

A Survey of Behavioral Biometric Gait Recognition: Current Success and Future Perspectives

(2019) Jasvinder Pal Singh et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Using gait analysis’ parameters to classify Parkinsonism: A data mining approach

(2019) Carlo Ricciardi et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Time series classification using a modified LSTM approach from accelerometer-based data: A comparative study for gait cycle detection

(2019) Hui Xing Tan et al.   GAIT & POSTURE

Gait recognition using multichannel convolution neural networks

(2019) Xiuhui Wang et al.   NEURAL COMPUTING & APPLICATIONS

Real-Time Monitoring of Chemical Composition in Nickel-Based Laser Cladding Layer by Emission Spectroscopy Analysis

(2019) Siyu Wang et al.   Materials

Observational Gait Assessment Scales in Patients with Walking Disorders: Systematic Review

(2019) Carmen Ridao-Fernández et al.   Biomed Research International

Diabetic Gait Is Not Just Slow Gait: Gait Compensations in Diabetic Neuropathy

(2019) Adrienne D. Henderson et al.   Journal of Diabetes Research

Gait-based identification for elderly users in wearable healthcare systems

(2019) Fangmin Sun et al.   Information Fusion

Gait Quality Assessment in Survivors from Severe Traumatic Brain Injury: An Instrumented Approach Based on Inertial Sensors

(2019) Valeria Belluscio et al.   SENSORS

Deep Learning for Fall Risk Assessment With Inertial Sensors: Utilizing Domain Knowledge in Spatio-Temporal Gait Parameters

(2019) Can Tunca et al.   IEEE Journal of Biomedical and Health Informatics

Do spatiotemporal parameters and gait variability differ across the lifespan of healthy adults? A systematic review

(2018) Nolan Herssens et al.   GAIT & POSTURE

Multi-task GANs for View-Specific Feature Learning in Gait Recognition

(2018) Yiwei He et al.   IEEE Transactions on Information Forensics and Security

Adaptive Bayesian inference system for recognition of walking activities and prediction of gait events using wearable sensors

(2018) Uriel Martinez-Hernandez et al.   NEURAL NETWORKS

Inverse dynamics of mechanical multibody systems: An improved algorithm that ensures consistency between kinematics and external forces

(2018) Herre Faber et al.   PLoS One

Bayesian classification of falls risk

(2018) Matthew Martinez et al.   GAIT & POSTURE

Cardiopulmonary Responses During Clinical and Laboratory Gait Assessments in People With Chronic Stroke

(2018) Jane L Woodward et al.   PHYSICAL THERAPY

Gait Type Analysis Using Dynamic Bayesian Networks

(2018) Patrick Kozlow et al.   SENSORS

Gait Speed and 1‐Year Mortality Following Cardiac Surgery: A Landmark Analysis From the Society of Thoracic Surgeons Adult Cardiac Surgery Database

(2018) Jonathan Afilalo et al.   Journal of the American Heart Association

GaitGANv2: Invariant gait feature extraction using generative adversarial networks

(2018) Shiqi Yu et al.   PATTERN RECOGNITION

Clinical gait evaluation of patients with knee osteoarthritis

(2017) Jun Sun et al.   GAIT & POSTURE

Long-Term Recurrent Convolutional Networks for Visual Recognition and Description

(2017) Jeff Donahue et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Instrumented gait analysis: a measure of gait improvement by a wheeled walker in hospitalized geriatric patients

(2017) Samuel Schülein et al.   Journal of NeuroEngineering and Rehabilitation

Wearable Device-Based Gait Recognition Using Angle Embedded Gait Dynamic Images and a Convolutional Neural Network

(2017) Yongjia Zhao et al.   SENSORS

Sensor-Based Gait Parameter Extraction With Deep Convolutional Neural Networks

(2017) Julius Hannink et al.   IEEE Journal of Biomedical and Health Informatics

Using the confidence interval confidently

(2017) Avijit Hazra   Journal of Thoracic Disease

Diabetic Neuropathy and Gait: A Review

(2017) Uazman Alam et al.   Diabetes Therapy

Diabetic Neuropathy and Gait: A Review

(2017) Uazman Alam et al.   Diabetes Therapy

A Machine Learning Framework for Gait Classification Using Inertial Sensors: Application to Elderly, Post-Stroke and Huntington’s Disease Patients

(2016) Andrea Mannini et al.   SENSORS

Reducing the width of confidence intervals for the difference between two population means by inverting adaptive tests

(2016) Thomas W O’Gorman   STATISTICAL METHODS IN MEDICAL RESEARCH

Gait disorders in adults and the elderly

(2016) Walter Pirker et al.   WIENER KLINISCHE WOCHENSCHRIFT

Abnormal Gait Behavior Detection for Elderly Based on Enhanced Wigner-Ville Analysis and Cloud Incremental SVM Learning

(2016) Jian Luo et al.   Journal of Sensors

An exploratory investigation of changes in gait parameters with age in elderly Japanese women

(2016) Irma Nur Afiah et al.   SpringerPlus

Bayesian classification and analysis of gait disorders using image and depth sensors of Microsoft Kinect

(2015) Aleš Procházka et al.   DIGITAL SIGNAL PROCESSING

Human motion based intent recognition using a deep dynamic neural model

(2015) Zhibin Yu et al.   ROBOTICS AND AUTONOMOUS SYSTEMS

An elaborate data set on human gait and the effect of mechanical perturbations

(2015) Jason K. Moore et al.   PeerJ

HMM for Classification of Parkinson’s Disease Based on the Raw Gait Data

(2014) Abed Khorasani et al.   JOURNAL OF MEDICAL SYSTEMS

Analysis of knee flexion characteristics and how they alter with the onset of knee osteoarthritis: a case control study

(2013) Ian McCarthy et al.   BMC MUSCULOSKELETAL DISORDERS

Methods of Running Gait Analysis

(2013) Brian K. Higginson   Current Sports Medicine Reports

Gait Analysis for Poststroke Rehabilitation

(2013) Sylvie Nadeau et al.   Physical Medicine and Rehabilitation Clinics of North America

A dynamic Bayesian network for estimating the risk of falls from real gait data

(2012) German Cuaya et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Kinematic and dynamic gait compensations resulting from knee instability in a rat model of osteoarthritis

(2012) Kyle D Allen et al.   ARTHRITIS RESEARCH & THERAPY

The Trajectory of Gait Speed Preceding Mild Cognitive Impairment

(2010) Teresa Buracchio et al.   ARCHIVES OF NEUROLOGY

Hand gesture recognition based on dynamic Bayesian network framework

(2010) Heung-Il Suk et al.   PATTERN RECOGNITION

Machine Learning Methods for Classifying Human Physical Activity from On-Body Accelerometers

(2010) Andrea Mannini et al.   SENSORS

Gait Analysis in Patients With Parkinson's Disease Off Dopaminergic Therapy

(2009) Martin Švehlík et al.   ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION

Differences in gait parameters between healthy subjects and persons with moderate and severe knee osteoarthritis: A result of altered walking speed?

(2009) Joseph A. Zeni et al.   CLINICAL BIOMECHANICS

Automatic Recognition of Gait Patterns Exhibiting Patellofemoral Pain Syndrome Using a Support Vector Machine Approach

(2009) D.T.H. Lai et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Observational gait analysis in traumatic brain injury: Accuracy of clinical judgment

(2008) Gavin Williams et al.   GAIT & POSTURE

A Comparison of Feature Extraction Methods for the Classification of Dynamic Activities From Accelerometer Data

(2008) S.J. Preece et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

The effect of increasing inertia upon vertical ground reaction forces and temporal kinematics during locomotion

(2008) J. K. De Witt et al.   JOURNAL OF EXPERIMENTAL BIOLOGY

The effects of gravity on human walking: a new test of the dynamic similarity hypothesis using a predictive model

(2008) D. A. Raichlen   JOURNAL OF EXPERIMENTAL BIOLOGY