Advanced search
Publication Cover
Computer Methods in Biomechanics and Biomedical Engineering Volume 15, 2012 - Issue 5
Submit an article Journal homepage
1,384
Views
34
CrossRef citations to date
0
Altmetric
Original Articles

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

Bjoern M. Eskofier Human Performance Laboratory, Faculty of Kinesiology, University of Calgary, 2500 University Dr NW, Calgary, AB, Canada, T2N 1N4Correspondence[email protected]
,
Martin Kraus Pattern Recognition Laboratory, Department of Computer Science, University of Erlangen, Martensstrasse 3, 91058, Erlangen, GermanyView further author information
,
Jay T. Worobets Human Performance Laboratory, Faculty of Kinesiology, University of Calgary, 2500 University Dr NW, Calgary, AB, Canada, T2N 1N4View further author information
,
Darren J. Stefanyshyn Human Performance Laboratory, Faculty of Kinesiology, University of Calgary, 2500 University Dr NW, Calgary, AB, Canada, T2N 1N4View further author information
&
Benno M. Nigg Human Performance Laboratory, Faculty of Kinesiology, University of Calgary, 2500 University Dr NW, Calgary, AB, Canada, T2N 1N4View further author information
Pages 467-474 | Received 02 Mar 2010, Accepted 18 Nov 2010, Published online: 02 Feb 2011

Citations (34)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (3)

Shaodi Qian, Sheng-Che Yen, Eric Folmar & Chun-An Chou. (2020) Self-expressive subspace clustering to recognize motion dynamics for chronic ankle instability. IISE Transactions on Healthcare Systems Engineering 10:1, pages 60-73.
Read now
Max R. Paquette, Shelby A. Peel, Brian K. Schilling, Dan A. Melcher & Richard J. Bloomer. (2017) Soreness-related changes in three-dimensional running biomechanics following eccentric knee extensor exercise. European Journal of Sport Science 17:5, pages 546-554.
Read now
Andre Andrade, Marcelo Costa, Leopoldo Paolucci, Antônio Braga, Flavio Pires, Herbert Ugrinowitsch & Hans-Joachim Menzel. (2015) A new training algorithm using artificial neural networks to classify gender-specific dynamic gait patterns. Computer Methods in Biomechanics and Biomedical Engineering 18:4, pages 382-390.
Read now

Articles from other publishers (31)

Datao Xu, Huiyu Zhou, Wenjing Quan, Xinyan Jiang, Minjun Liang, Shudong Li, Ukadike Chris Ugbolue, Julien S. Baker, Fekete Gusztav, Xin Ma, Li Chen & Yaodong Gu. (2024) A new method proposed for realizing human gait pattern recognition: Inspirations for the application of sports and clinical gait analysis. Gait & Posture 107, pages 293-305.
Crossref
Bjoern M. Eskofier & Jochen Klucken. (2023) Predictive Models for Health Deterioration: Understanding Disease Pathways for Personalized Medicine. Annual Review of Biomedical Engineering 25:1, pages 131-156.
Crossref
Edith Pulido Herrera, Andrés F Ruiz Olaya & Daniel A Sierra Bueno. (2023) Semi-supervised approach to identify steps, shoes, and gender of older adults under semi-naturalistic conditions using a waist-worn inertial sensor. Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine 237:3, pages 327-335.
Crossref
Tobias Wunsch & Hermann Schwameder. 2023. Bewegung, Training, Leistung und Gesundheit. Bewegung, Training, Leistung und Gesundheit 133 152 .
Steffen Willwacher, Markus Kurz, Johanna Robbin, Matthias Thelen, Joseph Hamill, Luke Kelly & Patrick Mai. (2022) Running-Related Biomechanical Risk Factors for Overuse Injuries in Distance Runners: A Systematic Review Considering Injury Specificity and the Potentials for Future Research. Sports Medicine 52:8, pages 1863-1877.
Crossref
Patrick Mai, Leon Robertz, Johanna Robbin, Matthias Thelen, Markus Kurz, Matthieu B. Trudeau, Gillian Weir, Joseph Hamill & Steffen Willwacher. (2022) An analytical framework to understand individual running-related injury risk response patterns to footwear. Proceedings of the Institution of Mechanical Engineers, Part P: Journal of Sports Engineering and Technology, pages 175433712211000.
Crossref
Liangliang Xiang, Yaodong Gu, Qichang Mei, Alan Wang, Vickie Shim & Justin Fernandez. (2022) Automatic Classification of Barefoot and Shod Populations Based on the Foot Metrics and Plantar Pressure Patterns. Frontiers in Bioengineering and Biotechnology 10.
Crossref
Carla Quintão, Ricardo Vigário, Maria Marta Santos, Ana Luísa Gomes, Mamede de Carvalho, Susana Pinto & Hugo Gamboa. (2021) Surface electromyography for testing motor dysfunction in amyotrophic lateral sclerosis. Neurophysiologie Clinique 51:5, pages 454-465.
Crossref
Tobias Wunsch & Hermann Schwameder. 2020. Bewegung, Training, Leistung und Gesundheit. Bewegung, Training, Leistung und Gesundheit 1 20 .
Cassidy Schreiber & James Becker. (2020) Performance on the Single-Legged Step Down and Running Mechanics. Journal of Athletic Training 55:12, pages 1277-1284.
Crossref
Carlo Dindorf, Wolfgang Teufl, Bertram Taetz, Gabriele Bleser & Michael Fröhlich. (2020) Interpretability of Input Representations for Gait Classification in Patients after Total Hip Arthroplasty. Sensors 20:16, pages 4385.
Crossref
Wei Zeng, Shiek Abdullah Ismail & Evangelos Pappas. (2019) Detecting the presence of anterior cruciate ligament injury based on gait dynamics disparity and neural networks. Artificial Intelligence Review 53:5, pages 3153-3176.
Crossref
C. Nathan Vannatta, Becky L. Heinert & Thomas W. Kernozek. (2020) Biomechanical risk factors for running-related injury differ by sample population: A systematic review and meta-analysis. Clinical Biomechanics 75, pages 104991.
Crossref
Francisco Javier Mejia, Jose Isidro Garcia & Celia E. Hurtado. (2019) Model-Based Design of Body Motion Sensing Technology using Systems Modeling Language and Coloured Petri Nets. Model-Based Design of Body Motion Sensing Technology using Systems Modeling Language and Coloured Petri Nets.
Wei Zeng, Shiek Abdullah Ismail, Yoong Ping Lim, Richard Smith & Evangelos Pappas. (2018) Classification of Gait Patterns Using Kinematic and Kinetic Features, Gait Dynamics and Neural Networks in Patients with Unilateral Anterior Cruciate Ligament Deficiency. Neural Processing Letters 50:1, pages 887-909.
Crossref
Rafaila Grigoriou, Thomas Nikodelis, Dimitris Kugiumtzis & Iraklis Kollias. (2019) Classification methods can identify external constrains in swimming. Journal of Biomechanics 82, pages 381-386.
Crossref
Djordje Slijepcevic, Matthias Zeppelzauer, Anna-Maria Gorgas, Caterine Schwab, Michael Schuller, Arnold Baca, Christian Breiteneder & Brian Horsak. (2018) Automatic Classification of Functional Gait Disorders. IEEE Journal of Biomedical and Health Informatics 22:5, pages 1653-1661.
Crossref
Angkoon Phinyomark, Giovanni Petri, Esther Ibáñez-Marcelo, Sean T. Osis & Reed Ferber. (2017) Analysis of Big Data in Gait Biomechanics: Current Trends and Future Directions. Journal of Medical and Biological Engineering 38:2, pages 244-260.
Crossref
Mohammadreza Abtahi, Nicholas P. Constant, Joshua V. Gyllinsky, Brandon Paesang, Susan E. D’Andrea, Umer Akbar & Kunal Mankodiya. 2018. Wearable Technology in Medicine and Health Care. Wearable Technology in Medicine and Health Care 173 192 .
Sean T. Osis, Dylan Kobsar, Ryan J. Leigh, Charles A.J. Macaulay & Reed Ferber. (2017) An expert system feedback tool improves the reliability of clinical gait kinematics for older adults with lower limb osteoarthritis. Gait & Posture 58, pages 261-267.
Crossref
Max R. Paquette & Daniel A. Melcher. (2017) Impact of a Long Run on Injury-Related Biomechanics with Relation to Weekly Mileage in Trained Male Runners. Journal of Applied Biomechanics 33:3, pages 216-221.
Crossref
Christina M. Williams, Jeffrey B. Flora & Khan M. Iftekharuddin. Gender classification of running subjects using full-body kinematics. Gender classification of running subjects using full-body kinematics.
Nicholas Tam, Janie L. Astephen Wilson, Devon R. Coetzee, Leanri van Pletsen & Ross Tucker. (2016) Loading rate increases during barefoot running in habitually shod runners: Individual responses to an unfamiliar condition. Gait & Posture 46, pages 47-52.
Crossref
Josef Christian, Josef Kröll, Gerda Strutzenberger, Nathalie Alexander, Michael Ofner & Hermann Schwameder. (2016) Computer aided analysis of gait patterns in patients with acute anterior cruciate ligament injury. Clinical Biomechanics 33, pages 55-60.
Crossref
Angkoon Phinyomark, Sean T. Osis, Blayne A. Hettinga & Reed Ferber. 2016. XIV Mediterranean Conference on Medical and Biological Engineering and Computing 2016. XIV Mediterranean Conference on Medical and Biological Engineering and Computing 2016 586 591 .
Angkoon Phinyomark, Sean T. Osis, Dylan Kobsar, Blayne A. Hettinga, Ryan Leigh & Reed Ferber. 2016. XIV Mediterranean Conference on Medical and Biological Engineering and Computing 2016. XIV Mediterranean Conference on Medical and Biological Engineering and Computing 2016 580 585 .
Stefan Hoerzer, Vinzenz von Tscharner, Christian Jacob & Benno M. Nigg. (2015) Defining functional groups based on running kinematics using Self-Organizing Maps and Support Vector Machines. Journal of Biomechanics 48:10, pages 2072-2079.
Crossref
Angkoon Phinyomark, Blayne A. Hettinga, Sean T. Osis & Reed Ferber. (2014) Gender and Age-Related Differences in Bilateral Lower Extremity Mechanics during Treadmill Running. PLoS ONE 9:8, pages e105246.
Crossref
Bjoern M. Eskofier, Ed Musho & Heiko Schlarb. (2013) Pattern classification of foot strike type using body worn accelerometers. Pattern classification of foot strike type using body worn accelerometers.
Jochen Klucken, Jens Barth, Patrick Kugler, Johannes Schlachetzki, Thore Henze, Franz Marxreiter, Zacharias Kohl, Ralph Steidl, Joachim Hornegger, Bjoern Eskofier & Juergen Winkler. (2013) Unbiased and Mobile Gait Analysis Detects Motor Impairment in Parkinson's Disease. PLoS ONE 8:2, pages e56956.
Crossref
Bjoern Eskofier, Patrick Kugler, Daniel Melzer & Pascal Kuehner. (2012) Embedded Classification of the Perceived Fatigue State of Runners: Towards a Body Sensor Network for Assessing the Fatigue State during Running. Embedded Classification of the Perceived Fatigue State of Runners: Towards a Body Sensor Network for Assessing the Fatigue State during Running.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.