A birth-death process MCMC sampler dynamically adjusts the restricted search space for DAG posterior inference to reduce total variation distance error compared to fixed restrictions.
Perturbations of Markov chains.arXiv preprint arXiv:2404.10251,
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Two MCMC algorithms for latent position models with almost O(|E|) and O(|V|) running times plus stronger accuracy guarantees than Rastelli et al. (2024).
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Restricted Search Space Graph MCMC via Birth-Death Processes
A birth-death process MCMC sampler dynamically adjusts the restricted search space for DAG posterior inference to reduce total variation distance error compared to fixed restrictions.