DocumentCode
1622639
Title
A smart reminder system for complex human activities
Author
Chaminda, Hapugahage Thilak ; Klyuev, Vitaly ; Naruse, Keitaro
Author_Institution
Dept. of Comput. & Inf. Syst., Univ. of Aizu, Fukushima, Japan
fYear
2012
Firstpage
235
Lastpage
240
Abstract
A significant number of elders live with memory impairment issues, as a result of the normal aging process. Therefore various kinds of supporting systems have been developed to help the elders, who have mild memory problems. In this paper we propose a Smart Reminder System for reminding forgotten complex activities, in home environment. Subjected complex activities are the activities, which should be completed as originally intended, after they are initiated. Due to strong relationship among initiation and conclusion activities, those activities are called as “Coupling Activities” in this paper. Reminders for forgotten Coupling Activities are predicted according to the user´s current behaviour, current location and past activity patterns. Therefore wearable sensors are used to gather required data for identifying user´s context. A reason for forgetting also is predicted with the reminder. Reminders are predicted with minimum supervision of the user, as the system learns the user´s dynamic behaviour by itself. Proposed Smart Reminder System could achieve 80% average accuracy rate for reminder prediction in a system evaluation, which was done using four subjects.
Keywords
geriatrics; handicapped aids; home computing; complex human activities; coupling activities; home environment; memory impairment issues; normal aging process; smart reminder system; Accuracy; Algorithm design and analysis; Arrays; Artificial neural networks; Couplings; Humans; Prediction algorithms; Coupling activities; Health care; Human activity recognition; Reminder systems; Smart home; Smart system;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Communication Technology (ICACT), 2012 14th International Conference on
Conference_Location
PyeongChang
ISSN
1738-9445
Print_ISBN
978-1-4673-0150-3
Type
conf
Filename
6174656
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