Title
Estimating older people's physical functioning with automated health monitoring technologies at home: feature correlations and multivariate analysis
Abstract
As person's functional capacity determines partly one's independency and quality of life, it should be observed and monitored. We calculated different features from actigraphy, bed sensor, pedometer, weight scale and blood pressure monitor over time period varying between one and two weeks. These features' connections to typical functional capacity tests such as ADL, balance and muscle strength were studied. No single feature was connected to all the functioning measures which again suggest importance of screening multiple health data sources. Created multivariate model to estimate holistic functional status has statistically significant correlation with ADL and two lower limb muscle strength tests, and almost statistically significant correlation with balance and walk tests.
Year
DOI
Venue
2011
10.1007/978-3-642-27916-4_11
GPC Workshops
Keywords
Field
DocType
functional capacity,different feature,physical functioning,older people,holistic functional status,typical functional capacity test,muscle strength,multivariate analysis,automated health monitoring technology,significant correlation,lower limb muscle strength,bed sensor,functioning measure,blood pressure monitor,feature correlation
Actigraphy,Pedometer,Quality of life,Simulation,Multivariate statistics,Computer science,Lower limb muscle,Correlation,Physical medicine and rehabilitation,Muscle strength,Multivariate analysis,Distributed computing
Conference
Citations 
PageRank 
References 
2
0.37
2
Authors
3
Name
Order
Citations
PageRank
Juho Merilahti1617.75
Juha Pärkkä251044.81
I Korhonen335143.76