Variational Inference of Kalman Filter and Its Application in Wireless Sensor Networks

An improved Kalman filter algorithm by using variational inference (VIKF) is proposed. With variational method, the joint posterior distribution of the states is approximately decomposed into several relatively independent posterior distributions. To avoid the difficulty of high-dimensional integral...

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Bibliographic Details
Main Authors: Zijian Dong, Tiecheng Song
Format: Article
Language:English
Published: Wiley 2013-11-01
Series:International Journal of Distributed Sensor Networks
Online Access:https://doi.org/10.1155/2013/106434
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