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stat.CO2026
Structured Dimension-Matched Joint Variational Transdimensional Inference
Pingping Yin, Xiyun Jiao
Bayesian model selection couples a discrete model indicator with a model-specific continuous parameter space. We introduce structured dimension-matched variational transdimensional…
stat.CO2026
Using Variational Inference to Improve the Efficiency of MCMC Algorithms
Pingping Yin, Xiyun Jiao
Bayesian statistics makes inference based on Bayes' theorem, but the posterior distribution of unknown parameters is typically analytically intractable. To estimate the posterior,…