Nonparametric Discovery of Contexts and Preferences in Smart Home Environments

Chao Lin Wu, Tsung Chi Chiang, Li Chen Fu, Yi Chong Zeng

研究成果: 書貢獻/報告類型會議論文篇章

1 引文 斯高帕斯(Scopus)

摘要

With the popularity of Internet of Things, lots of resource constrained devices equipped with sensors and actuators are pervasively deployed to compose a smart environment, and Big Data are obtainable for a system to do further analytics thus to achieve human-centric purposes. One such human-centric system is a smart home which analyze Big Data to recognize contexts and their corresponding preferences for service configuration thus to provide context-Aware services. However, since these Big Data are generated in real-Time with huge amount, analytics based on conventional supervised way is not desirable due to the requirement of human efforts. In addition, there are usually multiple inhabitants with multiple combination of contexts in a home environment, and it is difficult to fully collect all these possible context combination as well as their corresponding preferences in advance. Therefore, this paper proposes an unsupervised nonparametric analytics method with a framework for human-centric smart homes to automatically discover contexts and their corresponding service configurations, and the models resulting from the proposed analytics can also be used to determine the preference for a context combination unseen before.

原文英語
主出版物標題Proceedings - 2015 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2015
發行者Institute of Electrical and Electronics Engineers Inc.
頁面2817-2822
頁數6
ISBN(電子)9781479986965
DOIs
出版狀態已發佈 - 2016 一月 12
對外發佈
事件IEEE International Conference on Systems, Man, and Cybernetics, SMC 2015 - Kowloon Tong, 香港
持續時間: 2015 十月 92015 十月 12

出版系列

名字Proceedings - 2015 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2015

其他

其他IEEE International Conference on Systems, Man, and Cybernetics, SMC 2015
國家/地區香港
城市Kowloon Tong
期間2015/10/092015/10/12

ASJC Scopus subject areas

  • 人工智慧
  • 電腦網路與通信
  • 能源工程與電力技術
  • 資訊系統與管理
  • 控制與系統工程

指紋

深入研究「Nonparametric Discovery of Contexts and Preferences in Smart Home Environments」主題。共同形成了獨特的指紋。

引用此