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stat.ML2025
Variational Inference with Mixtures of Isotropic Gaussians
Marguerite Petit-Talamon, Marc Lambert, Anna Korba
Variational inference (VI) is a popular approach in Bayesian inference, that looks for the best approximation of the posterior distribution within a parametric family, minimizing a…
stat.ML2023★ 1 cited
Variational Gaussian approximation of the Kushner optimal filter
Marc Lambert, Silvère Bonnabel, Francis Bach
In estimation theory, the Kushner equation provides the evolution of the probability density of the state of a dynamical system given continuous-time observations. Building upon ou…