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Found 3 papers, 1 papers with code
MFNets: Data efficient all-at-once learning of multifidelity surrogates as directed networks of information sources
We present an approach for constructing a surrogate from ensembles of information sources of varying cost and accuracy.
Efficient MCMC Sampling for Bayesian Matrix Factorization by Breaking Posterior Symmetries
This choice of prior leads to simple implementations; however it also causes symmetries in the posterior distribution that can severely reduce the efficiency of Markov-chain Monte-Carlo (MCMC) sampling approaches.
Bayesian System ID: Optimal management of parameter, model, and measurement uncertainty
We evaluate the robustness of a probabilistic formulation of system identification (ID) to sparse, noisy, and indirect data.
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