Distributed Bayesian Estimation of Continuous Variables Over Time-Varying Directed Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Control Systems Letters"
DOI: 10.1109/lcsys.2022.3167654
Abstract: This letter presents a distributed Bayesian estimation algorithm for time-varying directed sensor networks. We consider a network of sensing agents aiming to estimate continuous variables of interest using direct observations as well as communication across… read more here.
Keywords: continuous variables; distributed bayesian; varying directed; bayesian estimation ... See more keywords
Distributed Bayesian Inference in Massive Spatial Data
Sign Up to like & getrecommendations! Published in 2023 at "Statistical Science"
DOI: 10.1214/22-sts868
Abstract: Gaussian process (GP) regression is computationally expensive in spatial applications involving massive data. Various methods address this limitation, including a small number of Bayesian methods based on distributed computations (or the divide-and-conquer strategy). Focusing on… read more here.
Keywords: distributed bayesian; inference massive; posterior distribution; massive spatial ... See more keywords