Browsing by Keywords "Machine learning classifiers"

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Classifying daily and sports activities invariantly to the positioning of wearable motion sensor units

Barshan, Billur; Yurtman, Aras (IEEE, 2020)

We propose techniques that achieve invariance to the positioning of wearable motion sensor units on the body for the recognition of daily and sports activities. Using two sequence sets based on the sensory data allows each ...
Position invariance for wearables: interchangeability and single-unit usage via machine learning

Yurtman, Aras; Barshan, Billur; Redif, S. (IEEE, 2021)

We propose a new methodology to attain invariance to the positioning of body-worn motion-sensor units for recognizing everyday and sports activities. We first consider random interchangeability of the sensor units so ...