Multimodal Indoor Localisation for Measuring Mobility in Parkinson's Disease using Transformers. (arXiv:2205.06142v1 [cs.LG])

Parkinson's disease (PD) is a slowly progressive debilitating
neurodegenerative disease which is prominently characterised by motor symptoms.
Indoor localisation, including number and speed of room to room transitions,
provides a proxy outcome which represents mobility and could be used as a
digital biomarker to quantify how mobility changes as this disease progresses.
We use data collected from 10 people with Parkinson's, and 10 controls, each of
whom lived for five days in a smart home with various sensors. In order …

arxiv disease mobility multimodal parkinson's parkinson's disease transformers