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Nonparametric decentralized detection using kernel methods

Published in IEEE Transactions on Signal Processing • Oct 18, 2005
Authors:
XuanLong Nguyen
,
Martin J. Wainwright
,
Michael I. Jordan

Abstract

We consider the problem of decentralized detection under constraints on the number of bits that can be transmitted by each sensor. In contrast to most previous work, in which the joint distribution of sensor observations is assumed to be known, we address the problem when only a set of empirical sam...

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