Toward free-living walking speed estimation using Gaussian Process-based Regression with on-body accelerometers and gyroscopes

Vathsangam, Harshvardhan and Emken, Adar and Spruijt-Metz, Donna and Sukhatme, Gaurav S. (2010) Toward free-living walking speed estimation using Gaussian Process-based Regression with on-body accelerometers and gyroscopes. In: 4th International ICST Conference on Pervasive Computing Technologies for Healthcare.

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Abstract

Walking speed is an important determinant of energy expenditure. We present the use of Gaussian Process-based Regression (GPR), a non-linear, non-parametric regression framework to estimate walking speed using data obtained from a single on-body sensor worn on the right hip. We compare the performan

Item Type: Conference or Workshop Item (UNSPECIFIED)
Date Deposited: 04 Mar 2026 09:00
Last Modified: 18 Apr 2026 08:34
URI: http://eprints.eai.eu/id/eprint/2889

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