Analysis of Big Data in Gait Biomechanics: Current Trends and Future Directions

Gender differences in gait kinematics for patients with knee osteoarthritis

(2016) Angkoon Phinyomark et al.   BMC MUSCULOSKELETAL DISORDERS

Determination of patellofemoral pain sub-groups and development of a method for predicting treatment outcome using running gait kinematics

(2016) Ricky Watari et al.   CLINICAL BIOMECHANICS

Two’s company, three (or more) is a simplex

(2016) Chad Giusti et al.   JOURNAL OF COMPUTATIONAL NEUROSCIENCE

Clonal evolution of glioblastoma under therapy

(2016) Jiguang Wang et al.   NATURE GENETICS

Do intermediate- and higher-order principal components contain useful information to detect subtle changes in lower extremity biomechanics during running?

(2015) Angkoon Phinyomark et al.   HUMAN MOVEMENT SCIENCE

Defining functional groups based on running kinematics using Self-Organizing Maps and Support Vector Machines

(2015) Stefan Hoerzer et al.   JOURNAL OF BIOMECHANICS

Kinematic gait patterns in healthy runners: A hierarchical cluster analysis

(2015) Angkoon Phinyomark et al.   JOURNAL OF BIOMECHANICS

Clique topology reveals intrinsic geometric structure in neural correlations

(2015) Chad Giusti et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Gender differences in gait kinematics in runners with iliotibial band syndrome

(2015) A. Phinyomark et al.   SCANDINAVIAN JOURNAL OF MEDICINE & SCIENCE IN SPORTS

Cell type classifiers for breast cancer microscopic images based on fractal dimension texture analysis of image color layers

(2015) Sirinapa Jitaree et al.   SCANNING

Topological data analysis for discovery in preclinical spinal cord injury and traumatic brain injury

(2015) Jessica L. Nielson et al.   Nature Communications

Topological data analysis of contagion maps for examining spreading processes on networks

(2015) Dane Taylor et al.   Nature Communications

Gait Biomechanics and Patient-Reported Function as Predictors of Response to a Hip Strengthening Exercise Intervention in Patients with Knee Osteoarthritis

(2015) Dylan Kobsar et al.   PLoS One

APPLICATIONS OF VARIANCE FRACTAL DIMENSION: A SURVEY

(2014) ANGKOON PHINYOMARK et al.   FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY

Predicting timing of foot strike during running, independent of striking technique, using principal component analysis of joint angles

(2014) Sean T. Osis et al.   JOURNAL OF BIOMECHANICS

Homological scaffolds of brain functional networks

(2014) G. Petri et al.   Journal of the Royal Society Interface

Gender and Age-Related Differences in Bilateral Lower Extremity Mechanics during Treadmill Running

(2014) Angkoon Phinyomark et al.   PLoS One

Categorization of gait patterns in adults with cerebral palsy: A clustering approach

(2013) Nicolas Roche et al.   GAIT & POSTURE

A Comprehensive Assessment of Gait Accelerometry Signals in Time, Frequency and Time-Frequency Domains

(2013) Ervin Sejdic et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

The influence of iliotibial band syndrome history on running biomechanics examined via principal components analysis

(2013) Eric Foch et al.   JOURNAL OF BIOMECHANICS

Interpreting principal components in biomechanics: Representative extremes and single component reconstruction

(2013) Scott C.E. Brandon et al.   JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY

Persistent Homology of Collaboration Networks

(2013) C. J. Carstens et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

The biomechanical variables involved in the aetiology of iliotibial band syndrome in distance runners – A systematic review of the literature

(2013) Maryke Louw et al.   PHYSICAL THERAPY IN SPORT

Topological Strata of Weighted Complex Networks

(2013) Giovanni Petri et al.   PLoS One

Subspace Identification and Classification of Healthy Human Gait

(2013) Vinzenz von Tscharner et al.   PLoS One

Topology of viral evolution

(2013) J. M. Chan et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Extracting insights from the shape of complex data using topology

(2013) P. Y. Lum et al.   Scientific Reports

Discrimination of gender-, speed-, and shoe-dependent movement patterns in runners using full-body kinematics

(2012) Christian Maurer et al.   GAIT & POSTURE

Shoe midsole hardness, sex and age effects on lower extremity kinematics during running

(2012) Benno M. Nigg et al.   JOURNAL OF BIOMECHANICS

IDENTIFICATION OF KNEE FRONTAL PLANE KINEMATIC PATTERNS IN NORMAL GAIT BY PRINCIPAL COMPONENT ANALYSIS

(2012) NEILA MEZGHANI et al.   Journal of Mechanics in Medicine and Biology

Application of Linear Discriminant Analysis in Dimensionality Reduction for Hand Motion Classification

(2012) A. Phinyomark et al.   Measurement Science Review

The variability problem of normal human walking

(2012) Erik B. Simonsen et al.   MEDICAL ENGINEERING & PHYSICS

Pattern classification of kinematic and kinetic running data to distinguish gender, shod/barefoot and injury groups with feature ranking

(2011) Bjoern M. Eskofier et al.   COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING

Marker-based classification of young–elderly gait pattern differences via direct PCA feature extraction and SVMs

(2011) Bjoern M. Eskofier et al.   COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING

ELECTROMYOGRAPHY (EMG) SIGNAL CLASSIFICATION BASED ON DETRENDED FLUCTUATION ANALYSIS

(2011) ANGKOON PHINYOMARK et al.   FLUCTUATION AND NOISE LETTERS

Gait pattern classification in children with Charcot–Marie–Tooth disease type 1A

(2011) M. Ferrarin et al.   GAIT & POSTURE

Critical Exponent Analysis Applied to Surface EMG Signals for Gesture Recognition

(2011) Angkoon Phinyomark et al.   Metrology and Measurement Systems

Topology based data analysis identifies a subgroup of breast cancers with a unique mutational profile and excellent survival

(2011) M. Nicolau et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Measures of dynamic stability: Detecting differences between walking overground and on a compliant surface

(2010) Matthew David Chang et al.   HUMAN MOVEMENT SCIENCE

Support vector machines for detecting age-related changes in running kinematics

(2010) Reginaldo K. Fukuchi et al.   JOURNAL OF BIOMECHANICS

Validation of a Measure of Smoothness of Walking

(2010) J. S. Brach et al.   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

Topology and data

(2009) Gunnar Carlsson   BULLETIN OF THE AMERICAN MATHEMATICAL SOCIETY

Meaningful change in measures of gait variability in older adults

(2009) Jennifer S. Brach et al.   GAIT & POSTURE

Gait analysis to classify external load conditions using linear discriminant analysis

(2009) Minhyung Lee et al.   HUMAN MOVEMENT SCIENCE

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

The application of support vector machines for detecting recovery from knee replacement surgery using spatio-temporal gait parameters

(2008) Pazit Levinger et al.   GAIT & POSTURE

Statistical precision and sensitivity of measures of dynamic gait stability

(2008) Sjoerd M. Bruijn et al.   JOURNAL OF NEUROSCIENCE METHODS

Gait pattern categorization of stroke participants with equinus deformity of the foot

(2007) Sharon Kinsella et al.   GAIT & POSTURE