Elaborate synthetic data generation for internet of things services at smart home environment

Rohyoung Myung; Sungmin Choi; Woosung Choi; Heonchang Yu; Daewon Lee; Eunyoung Lee

doi:10.1109/CSCI.2016.0050

Elaborate synthetic data generation for internet of things services at smart home environment

Rohyoung Myung, Sungmin Choi, Woosung Choi, Heonchang Yu, Daewon Lee, Eunyoung Lee

Graduate School of Information Security

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

1 Citation (Scopus)

Abstract

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.

Original language	English
Title of host publication	Proceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	226-229
Number of pages	4
ISBN (Electronic)	9781509055104
DOIs	https://doi.org/10.1109/CSCI.2016.0050
Publication status	Published - 2017 Mar 17
Event	2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016 - Las Vegas, United States Duration: 2016 Dec 15 → 2016 Dec 17

Other

Other	2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016
Country	United States
City	Las Vegas
Period	16/12/15 → 16/12/17

Keywords

data analysis
IoT
Smart home
synthetic data generation

ASJC Scopus subject areas

Computer Science Applications
Information Systems
Health Informatics
Artificial Intelligence
Computer Networks and Communications

Access to Document

10.1109/CSCI.2016.0050

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Cite this

Myung, R., Choi, S., Choi, W., Yu, H., Lee, D., & Lee, E. (2017). Elaborate synthetic data generation for internet of things services at smart home environment. In Proceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016 (pp. 226-229). [7881343] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CSCI.2016.0050

Elaborate synthetic data generation for internet of things services at smart home environment. / Myung, Rohyoung; Choi, Sungmin; Choi, Woosung; Yu, Heonchang; Lee, Daewon; Lee, Eunyoung.

Proceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016. Institute of Electrical and Electronics Engineers Inc., 2017. p. 226-229 7881343.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Myung, R, Choi, S, Choi, W, Yu, H, Lee, D & Lee, E 2017, Elaborate synthetic data generation for internet of things services at smart home environment. in Proceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016., 7881343, Institute of Electrical and Electronics Engineers Inc., pp. 226-229, 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016, Las Vegas, United States, 16/12/15. https://doi.org/10.1109/CSCI.2016.0050

Myung R, Choi S, Choi W, Yu H, Lee D, Lee E. Elaborate synthetic data generation for internet of things services at smart home environment. In Proceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016. Institute of Electrical and Electronics Engineers Inc. 2017. p. 226-229. 7881343 https://doi.org/10.1109/CSCI.2016.0050

Myung, Rohyoung ; Choi, Sungmin ; Choi, Woosung ; Yu, Heonchang ; Lee, Daewon ; Lee, Eunyoung. / Elaborate synthetic data generation for internet of things services at smart home environment. Proceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016. Institute of Electrical and Electronics Engineers Inc., 2017. pp. 226-229

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