On the approximation accuracy of Gaussian variational inference
From MaRDI portal
Publication:6621528
DOI10.1214/24-aos2393MaRDI QIDQ6621528
Philippe Rigollet, Anya E. Katsevich
Publication date: 18 October 2024
Published in: The Annals of Statistics (Search for Journal in Brave)
Cites Work
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Asymptotic normality and valid inference for Gaussian variational approximation
- Asymptotic normality of posterior distributions for exponential families when the number of parameters tends to infinity.
- Consistency of variational Bayes inference for estimation and model selection in mixtures
- Bayesian nonparametrics
- The Bernstein-von Mises theorem under misspecification
- Infinite-dimensional gradient-based descent for alpha-divergence minimisation
- Non-asymptotic error estimates for the Laplace approximation in Bayesian inverse problems
- Concentration of tempered posteriors and of their variational approximations
- Convergence rates of variational posterior distributions
- Theoretical and computational guarantees of mean field variational inference for community detection
- A Bayesian Edgeworth expansion by Stein's identity
- Markov Chain Monte Carlo Convergence Diagnostics: A Comparative Review
- Quantitative estimates of the convergence of the empirical covariance matrix in log-concave ensembles
- Accurate Approximations for Posterior Moments and Marginal Densities
- Asymptotic Statistics
- Expectation Propagation in the Large Data Limit
- The Best Rank-1 Approximation of a Symmetric Tensor and Related Spherical Optimization Problems
- Frequentist Consistency of Variational Bayes
- About a solvable mean field model of a Gaussian spin glass
- Asymptotic Expansions Associated with Posterior Distributions
- Scalable and accurate variational Bayes for high-dimensional binary regression models
- On Gaussian spin glass with P-wise interactions
- Aging of spherical spin glasses
- Dimension Free Nonasymptotic Bounds on the Accuracy of High-Dimensional Laplace Approximation
This page was built for publication: On the approximation accuracy of Gaussian variational inference