Title
Wearable Monitoring for the Detection of Nocturnal Agitation in Dementia.
Abstract
Nocturnal agitation is one of the symptoms exhibited by dementia patients. Diagnosing and monitoring the evolution of agitation is difficult because patient monitoring requires a doctor, nurse or caregiver observing patients for extended periods of time. In this work, we propose to use an automatic monitoring system based on wearable technology that complements the caregiver’s work. The proposed system uses a wrist wearable device to record agitation data, which are subsequently classified through machine learning techniques as quantifiable indexes of nocturnal agitation. Preliminary tests performed with volunteers showed that the classification of recorded movements between nocturnal agitation or quiet periods was successful in 78.86% of the cases. This proof of concept demonstrates the feasibility of using wearable technology to monitor nocturnal agitation.
Year
DOI
Venue
2016
10.5220/0005938500630069
PECCS
Keywords
Field
DocType
Wearable Computers, Pervasive Health, Support Vector Machines, Nocturnal Agitation, Accelerometry
Nocturnal,Monitoring system,Remote patient monitoring,Computer science,Wearable computer,Simulation,Real-time computing,Physical medicine and rehabilitation,Wearable technology,Dementia
Conference
Citations 
PageRank 
References 
1
0.36
0
Authors
3
Name
Order
Citations
PageRank
Ana Cristina Marcén110.36
Jesus Carro211.04
Violeta Monasterio3173.73