On the Quality and Value of Information in Sensor Networks

被引:94
|
作者
Bisdikian, Chatschik
Kaplan, Lance M. [1 ]
Srivastava, Mani B. [2 ]
机构
[1] USA, Res Lab, Adelphi, MD USA
[2] Univ Calif Los Angeles, Los Angeles, CA USA
关键词
Performance; Quality of information; value of information; QoI; VoI; Internet of things; IoT; analytic hierarchy process; AHP; provenance; metadata; information systems; sensor information fusion; MECHANISMS; DECISION;
D O I
10.1145/2489253.2489265
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The increasing use of sensor-derived information from planned, ad-hoc, and/or opportunistically deployed sensor networks provides enhanced visibility to everyday activities and processes, enabling fast-paced data-to-decision in personal, social, civilian, military, and business contexts. The value that information brings to this visibility and ensuing decisions depends on the quality characteristics of the information gathered. In this article, we highlight, refine, and extend upon our past work in the areas of quality and value of information (QoI and VoI) for sensor networks. Specifically, we present and elaborate on our two-layer QoI/VoI definition, where the former relates to context-independent aspects and the latter to context-dependent aspects of an information product. Then, we refine our taxonomy of pertinent QoI and VoI attributes anchored around a simple ontological relationship between the two. Finally, we introduce a framework for scoring and ranking information products based on their VoI attributes using the analytic hierarchy multicriteria decision process, illustrated via a simple example.
引用
收藏
页数:26
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