Context Awareness Computing in Smart Spaces Using Stochastic Analysis of Sensor Data

被引:3
|
作者
Lee, Jae Woong [1 ]
Helal, Sumi [2 ]
机构
[1] SUNY Coll Oswego, Dept Comp Sci, Oswego, NY 13126 USA
[2] Univ Lancaster, Sch Comp & Commun, Lancaster, England
关键词
Smart spaces; Context awareness computing; Sensors; Conditional probability table; K-means clustering; Principal component analysis; ACTIVITY RECOGNITION;
D O I
10.1007/978-3-030-11051-2_1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In building a smart space, it becomes more critical to develop a recognition system which enables to be aware of contexts, since the appropriate services can be provided under the accurate recognition. As services satisfying for desires of individual human residents are more demanding, the necessity for more sophisticated recognition algorithms is increasing. This paper proposes an approach to discover the current context by stochastically analyzing data obtained from sensors deployed in the smart space. The approach proceeds in two phases, which is to build context models and to find one context model matching the current state space, however we mainly focus on the phase building context models. Experimental validation supports the approach and approved validity.
引用
收藏
页码:3 / 9
页数:7
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