$\mathcal {CIRFE}$ : A Distributed Random Fields Estimator

The paper presents a communication efficient distributed algorithm, CIRFE of the consensus+innovations type, to estimate a high-dimensional parameter in a multi-agent network, in which each agent is interested in reconstructing only a few components of the parameter. This problem arises, for example, when monitoring the high-dimensional distributed state of a large-scale infrastructure with a netw...