Illustration of the classification task.

<p>The rows in the sub-figures represent the data of a transition. Blue squares represent steps before a walk mode transition, gray squares represent steps after a walk mode transition. The sub-figures show samples obtained by sliding a moving window of size two (red frames) from left to right...

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Glavni avtor:	Martina Hasenjäger (11857781) (author)
Drugi avtorji:	Christiane B. Wiebel-Herboth (10326094) (author)
Izdano:	2025
Teme:	Medicine Physiology Ecology Sociology Science Policy Biological Sciences not elsewhere classified world urban environments three walk modes random forest classifier matthews &# 8217 increasing forecasting horizons urban walking track natural human walking walk mode transitions imu motion data although prediction performance gait parameters provided utilizing gaze behavior gaze behavior changes transitions involving ramps predict movement transitions mcc ), declined gait behavior gait parameters level walking gaze data gaze behavior predicting transitions challenging transitions gaze parameters gaze information combining gaze successful goal significantly improve results showed reliable results previous findings participants directed improve predictions greater impact great detail four steps expected challenge directed locomotion correlation coefficient classification accuracy chance level balance control average mcc
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Illustration of the classification task.

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