A Communication Efficient Framework for Finding Outliers in Wireless Sensor Networks

Dylan McDonald, Stewart Sanchez, S. Madria, F. Erçal
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Abstract

Outlier detection is a well studied problem in various fields. The unique challenges of wireless sensor networks make this problem especially challenging. Sensors can detect outliers for a plethora of reasons and these reasons need to be inferred in real time. Here, we present a new communication technique to find outliers in a wireless sensor network. Communication is minimized through controlling sensor when sensors are allowed to communicate. At the same time, minimal assumptions are made about the nature of the data set as to minimize the loss of generality in the architecture.
无线传感器网络中异常点查找的高效通信框架
离群值检测是一个在各个领域都被广泛研究的问题。无线传感器网络的独特挑战使这个问题尤其具有挑战性。传感器可以检测到异常值,原因很多,这些原因需要实时推断。在这里,我们提出了一种新的通信技术来发现无线传感器网络中的异常值。当传感器允许通信时,通过控制传感器将通信最小化。同时,对数据集的性质做了最小的假设,以尽量减少体系结构中一般性的损失。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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