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Variational Bayes on Manifolds

cs.LG · 2019-08-08 · conditional · novelty 6.0

A manifold-based variational Bayes algorithm with natural-gradient updates is shown to converge at O(1/sqrt(T)) for non-convex ELBOs and faster under retraction-convexity, with Gaussian and Wishart implementations.

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  • Variational Bayes on Manifolds cs.LG · 2019-08-08 · conditional · none · ref 8

    A manifold-based variational Bayes algorithm with natural-gradient updates is shown to converge at O(1/sqrt(T)) for non-convex ELBOs and faster under retraction-convexity, with Gaussian and Wishart implementations.