Distributed Recursive Gaussian Processes for RSS Map Applied to Target Tracking

We propose a distributed recursive Gaussian process (drGP) regression framework for building received-signal-strength (RSS) map. The proposed framework adopts independent mobile devices in prescribed local areas to construct local RSS maps through recursive computation of the posterior distribution...

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Bibliographic Details
Published in:	IEEE journal of selected topics in signal processing Vol. 11; no. 3; pp. 492 - 503
Main Authors:	Feng Yin, Gunnarsson, Fredrik
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.04.2017 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Approximation algorithms Big Data Complexity Distributed algorithm Fingerprinting Gaussian process Gaussian processes Kernel Mobile communication particle filtering recursive algorithm Recursive functions RSS fingerprinting Signal processing algorithms Tracking Training
ISSN:	1932-4553, 1941-0484
Online Access:	Get full text
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