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math.ST2026
Convergence Rates of Ordering, Testing and Estimation Procedures for Graphons With Fast Boundary Decay Rates
Jeannette Janssen, Na Lin, Aaron Smith
In latent-position random graph models (LPMs), latent vertex positions are sampled from some distribution on a latent space , then edges of an observed grap…
math.ST2014★ 35 cited
Ergodicity of Approximate MCMC Chains with Applications to Large Data Sets
Natesh S. Pillai, Aaron Smith
In many modern applications, difficulty in evaluating the posterior density makes performing even a single MCMC step slow. This difficulty can be caused by intractable likelihood f…