Title :
Using Indoor Location to Assess the State of Dementia Patients: Results and Experience Report from a Long Term, Real World Study
Author :
Grünerbl, Agnes ; Bahle, Gernot ; Lukowicz, Paul ; Hanser, Friedrich
Author_Institution :
Embedded Syst. Lab., Univ. of Passau, Passau, Germany
Abstract :
The paper describes a year-long experiment dedicated to the development, deployment and evaluation of a system for coarse assessment of the state of dementia patients in a real world nursing home. The system is based on the analysis of users´ motion patterns between broadly defined, semantically meaningful areas of the living space. On a data set recorded from six inhabitants in different stages of dementia during a year (a total of about 900 individual daily traces organized in groups of 14 days) a recognition accuracy of 92% is demonstrated for a two state problem (positive, negative)with 3 subjects having perfect (100%) recognition. For the 3 state problem (positive, normal, negative) we get 80% with one case of perfect recognition. We present an elaborate evaluation of the methods´ performance and describe relevant practical issues involved in the design and deployment in the nursing home.
Keywords :
diseases; geriatrics; neurophysiology; patient care; patient diagnosis; patient monitoring; dementia patient state assessment; indoor location; living space; real world nursing home; user motion patterns; Accuracy; Biomedical monitoring; Dementia; Documentation; Monitoring; Reliability; ambient assisted living; assessment; real-world study; state of dementia;
Conference_Titel :
Intelligent Environments (IE), 2011 7th International Conference on
Conference_Location :
Nottingham
Print_ISBN :
978-1-4577-0830-5
Electronic_ISBN :
978-0-7695-4452-6