DocumentCode :
2603414
Title :
Data Mining of Life Log for Developing a User model-based Service Application
Author :
Ho, Yihsin ; Sato-Shimokawara, Eri ; Yamaguchi, Toru
Author_Institution :
Grad. Sch. of Syst. Design, Tokyo Metropolitan Univ., Tokyo, Japan
fYear :
2012
fDate :
20-24 Aug. 2012
Firstpage :
757
Lastpage :
760
Abstract :
In this research, the authors aimed to mining Life logs for developing a user model-based service application. Life logs can be constructed by analyzing Motion logs, which are obtained from questionnaires, or motion data collected from sensors. And the user models, which help applications to provide appropriate service, can be constructed by mining these Life logs. To achieve the above goal, first we collect Motion logs. Although Motion logs can be easily obtained from the questionnaires, it is more complicate to extract necessary information from the raw data gathered from sensors. Therefore, we adopted the fuzzy inference and fuzzy membership functions to obtain Motion logs from the raw data of the sensors. Life logs can then be created from Motion logs. Finally, we construct different user models by mining Life logs to support applications providing appropriate service. We also introduce several related applications in this paper. Our research results show the great potential of applying user models-based approach to service applications. By adopting our approach, the services ability and scope of applications in service grid can be further enhanced and expanded.
Keywords :
acceleration measurement; behavioural sciences computing; data mining; fuzzy reasoning; fuzzy set theory; personal computing; sensors; user modelling; acceleration sensors; fuzzy inference; fuzzy membership functions; life log data mining; motion data; motion logs; sensor data; service grid; user model-based service application; Acceleration; Computational modeling; Data mining; Data models; Humans; Robots; Sensors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Automation Science and Engineering (CASE), 2012 IEEE International Conference on
Conference_Location :
Seoul
ISSN :
2161-8070
Print_ISBN :
978-1-4673-0429-0
Type :
conf
DOI :
10.1109/CoASE.2012.6386491
Filename :
6386491
Link To Document :
بازگشت