Consensus-based Distributed Quantile Estimation in Sensor Networks.
Abstract
A quantile is defined as a value below which random draws from a given distribution falls with a given probability. In a centralized setting where the cumulative distribution function (CDF) is unknown, the empirical CDF (ECDF) can be used to estimate such quantiles after aggregating the data. In a fully distributed sensor network, however, it is challenging to estimate quantiles. This is because each sensor node observes local measurement data...
Paper Details
Title
Consensus-based Distributed Quantile Estimation in Sensor Networks.
Published Date
May 1, 2018
Journal
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