research
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07/01/2022
Rapidly Mixing Multiple-try Metropolis Algorithms for Model Selection Problems
The multiple-try Metropolis (MTM) algorithm is an extension of the Metro...
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02/10/2022
Order-based Structure Learning without Score Equivalence
We consider the structure learning problem with all node variables havin...
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01/11/2021
Complexity analysis of Bayesian learning of high-dimensional DAG models and their equivalence classes
We consider MCMC methods for learning equivalence classes of sparse Gaus...
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04/17/2020