Identification of the Onset of Dementia of Older Adults in the Age of Internet of Things

被引:16
作者
Ahamed, Farhad [1 ]
Shahrestani, Seyed [1 ]
Cheung, Hon [1 ]
机构
[1] Western Sydney Univ, Sch Comp Engn & Math, Sydney, NSW, Australia
来源
2018 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND DATA ENGINEERING (ICMLDE 2018) | 2018年
关键词
Dementia; Internet of Things; Machine Learning; PEOPLE;
D O I
10.1109/iCMLDE.2018.00011
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Detecting early onset dementia can reduce the rate of deterioration of cognitive ability in the elderly. By collecting data of daily life in older adults using smart devices, machine learning can detect anomalies in the daily or weekly routine. Additionally, smart connected devices can help to identify dementia symptoms in the behaviour of older adults who live independently. This can alleviate the fear and concerns of the older adults and caregiver, and through self-management, can gradually increase their overall quality of life. This paper develops these ideas.
引用
收藏
页码:1 / 7
页数:7
相关论文
共 27 条
[1]  
A. s. Association, 2018, WHAT IS DEM
[2]  
[Anonymous], 2016, Journal of Network Communications and Emerging Technologies (JNCET)
[3]   The Internet of Things: A survey [J].
Atzori, Luigi ;
Iera, Antonio ;
Morabito, Giacomo .
COMPUTER NETWORKS, 2010, 54 (15) :2787-2805
[4]  
Australian Bureau of Statistics, 2012, POPULATION PROJECTIO
[5]   Recognition of Activities of Daily Living for Smart Home Environments [J].
Avgerinakis, Konstantinos ;
Briassouli, Alexia ;
Kompatsiaris, Ioannis .
NINTH INTERNATIONAL CONFERENCE ON INTELLIGENT ENVIRONMENTS (IE 2013), 2013, :173-180
[6]   Review of Effects of Physical Activity on Strength, Balance, Mobility and ADL Performance in Elderly Subjects with Dementia [J].
Blankevoort, Christiaan G. ;
van Heuvelen, Marieke J. G. ;
Boersma, Froukje ;
Luning, Helga ;
de Jong, Jeltsje ;
Scherder, Erik J. A. .
DEMENTIA AND GERIATRIC COGNITIVE DISORDERS, 2010, 30 (05) :392-402
[7]   ASSOCIATION BETWEEN QUANTITATIVE MEASURES OF DEMENTIA AND OF SENILE CHANGE IN CEREBRAL GREY MATTER OF ELDERLY SUBJECTS [J].
BLESSED, G ;
TOMLINSON, BE ;
ROTH, M .
BRITISH JOURNAL OF PSYCHIATRY, 1968, 114 (512) :797-+
[8]   Behavioural and psychological symptoms of dementia: a seven-tiered model of service delivery [J].
Brodaty, H ;
Draper, BM ;
Low, LF .
MEDICAL JOURNAL OF AUSTRALIA, 2003, 178 (05) :231-234
[9]  
Cerejeira J, 2012, Front Neurol, V3, P73, DOI 10.3389/fneur.2012.00073
[10]  
Dasgupta P. B., 2017, ARXIV171010198