Sports biomechanics
Machine learning-based classification of ice hockey skating tasks using kinematic data.
Oussama Jlassi, Ethan W C Wilkie, Matthew Kelly, Philippe J Renaud, David J Pearsall, Shawn M Robbins, Philippe C Dixon
Published: 202510.1080/14763141.2025.2569580
Abstract
This study evaluates the ability of body segment kinematic data to identify skating tasks in ice hockey using machine learning models and compares the performance of models trained on different body segments. We employed XGBoost, Support Vector Machi…
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