TY - GEN
T1 - Elaborate synthetic data generation for internet of things services at smart home environment
AU - Myung, Rohyoung
AU - Choi, Sungmin
AU - Choi, Woosung
AU - Yu, Heonchang
AU - Lee, Daewon
AU - Lee, Eunyoung
N1 - Funding Information:
This research was supported by Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Science, ICT and Future Planning (NRF-2015R1C1A2A01054813).
Publisher Copyright:
© 2016 IEEE.
PY - 2017/3/17
Y1 - 2017/3/17
N2 - The advent of IoT caused vigorous development of multiple services in diverse industry areas. Especially, smart home services have high accessibility than other services since they are based on everyday home appliances, so they gained special attention of application developers. Those services generate a large volume of data: it not only helps service providers to provide services more efficiently, but also helps them to guarantee Service Level Agreement (SLA) of those services. In this paper, we apply time dependency and usage continuity of daily appliances, and correlation between different services to model behavior patterns of service users and generate reliable synthetic data based on their real log data.
AB - The advent of IoT caused vigorous development of multiple services in diverse industry areas. Especially, smart home services have high accessibility than other services since they are based on everyday home appliances, so they gained special attention of application developers. Those services generate a large volume of data: it not only helps service providers to provide services more efficiently, but also helps them to guarantee Service Level Agreement (SLA) of those services. In this paper, we apply time dependency and usage continuity of daily appliances, and correlation between different services to model behavior patterns of service users and generate reliable synthetic data based on their real log data.
KW - IoT
KW - Smart home
KW - data analysis
KW - synthetic data generation
UR - http://www.scopus.com/inward/record.url?scp=85017326961&partnerID=8YFLogxK
U2 - 10.1109/CSCI.2016.0050
DO - 10.1109/CSCI.2016.0050
M3 - Conference contribution
AN - SCOPUS:85017326961
T3 - Proceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016
SP - 226
EP - 229
BT - Proceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016
A2 - Yang, Mary
A2 - Arabnia, Hamid R.
A2 - Deligiannidis, Leonidas
A2 - Deligiannidis, Leonidas
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016
Y2 - 15 December 2016 through 17 December 2016
ER -