Adaptive Change-Point Detection for Studying Human Locomotion

• Published in: 2021 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Vol. 2021; pp. 2020 - 2024
• Main Authors: Jung, Sylvain, Oudre, Laurent, Truong, Charles, Dorveaux, Eric, Gorintin, Louis, Vayatis, Nicolas, Ricard, Damien
• Format: Conference Proceeding Journal Article
• Language: English
• Published: United States IEEE 01.11.2021
• Subjects: Algorithms; Biology; Gait; Healthy Volunteers; Humans; Locomotion; Optimization; Pathology; Protocols; Stability analysis; Training; Visualization

This paper presents an innovative method to analyze inertial signals recorded in a semi-controlled environment. It uses an adaptive and supervised change point detection procedure to decompose the signals into homogeneous segments, allowing a refined analysis of the successive phases within a gait p...