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

Accelerometry-based recognition of the placement sites of a wearable sensor

(2015) Andrea Mannini et al.   Pervasive and Mobile Computing

Estimation of step-by-step spatio-temporal parameters of normal and impaired gait using shank-mounted magneto-inertial sensors: application to elderly, hemiparetic, parkinsonian and choreic gait

(2014) Diana Trojaniello et al.   Journal of NeuroEngineering and Rehabilitation

Experimental evaluation of accuracy and repeatability of a novel body-to-sensor calibration procedure for inertial sensor-based gait analysis

(2014) Eduardo Palermo et al.   MEASUREMENT

Walking speed estimation using foot-mounted inertial sensors: Comparing machine learning and strap-down integration methods

(2014) Andrea Mannini et al.   MEDICAL ENGINEERING & PHYSICS

A Novel HMM Distributed Classifier for the Detection of Gait Phases by Means of a Wearable Inertial Sensor Network

(2014) Juri Taborri et al.   SENSORS

Online Decoding of Hidden Markov Models for Gait Event Detection Using Foot-Mounted Gyroscopes

(2014) Andrea Mannini et al.   IEEE Journal of Biomedical and Health Informatics

Activity Recognition Using a Single Accelerometer Placed at the Wrist or Ankle

(2013) ANDREA MANNINI et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

Tracking motor impairments in the progression of Huntington's disease

(2013) Jeffery D. Long et al.   MOVEMENT DISORDERS

Classification of gait disturbances: Distinguishing between continuous and episodic changes

(2013) Nir Giladi et al.   MOVEMENT DISORDERS

Gait Detection in Children with and without Hemiplegia Using Single-Axis Wearable Gyroscopes

(2013) Nicole Abaid et al.   PLoS One

Gait phase detection and discrimination between walking–jogging activities using hidden Markov models applied to foot motion data from a gyroscope

(2012) Andrea Mannini et al.   GAIT & POSTURE

Estimation of spatio-temporal parameters for post-stroke hemiparetic gait using inertial sensors

(2012) Shuozhi Yang et al.   GAIT & POSTURE

Analysis of gait and balance through a single triaxial accelerometer in presymptomatic and symptomatic Huntington's disease

(2012) Anthony Dalton et al.   GAIT & POSTURE

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

A spot check for assessing static orientation consistency of inertial and magnetic sensing units

(2011) Pietro Picerno et al.   GAIT & POSTURE

Gait phase analysis based on a Hidden Markov Model

(2011) Joonbum Bae et al.   MECHATRONICS

Automatic recognition of gait-related health problems in the elderly using machine learning

(2011) Bogdan Pogorelc et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Accelerometry-Based Classification of Human Activities Using Markov Modeling

(2011) Andrea Mannini et al.   Computational Intelligence and Neuroscience

Wearable Sensors and Systems

(2010) Paolo Bonato   IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE

Methods for gait event detection and analysis in ambulatory systems

(2010) Jan Rueterbories et al.   MEDICAL ENGINEERING & PHYSICS

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

(2010) Andrea Mannini et al.   SENSORS

A Method for Extracting Temporal Parameters Based on Hidden Markov Models in Body Sensor Networks With Inertial Sensors

(2009) E. Guenterberg et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Functional calibration procedure for 3D knee joint angle description using inertial sensors

(2009) J. Favre et al.   JOURNAL OF BIOMECHANICS

Physical Activity in the United States Measured by Accelerometer

(2009) RICHARD P. TROIANO et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

Avoiding non-independence in fMRI data analysis: Leave one subject out

(2009) Michael Esterman et al.   NEUROIMAGE

Joint kinematics estimate using wearable inertial and magnetic sensing modules

(2008) Pietro Picerno et al.   GAIT & POSTURE

Variability in spatiotemporal step characteristics and its relationship to walking performance post-stroke

(2008) Chitralakshmi K. Balasubramanian et al.   GAIT & POSTURE

A hidden Markov model-based stride segmentation technique applied to equine inertial sensor trunk movement data

(2007) Thilo Pfau et al.   JOURNAL OF BIOMECHANICS

Extracting a diagnostic gait signature

(2007) Heba Lakany   PATTERN RECOGNITION