Fast post-process Bayesian inference with Variational Sparse Bayesian Quadrature

1 code implementation • 9 Mar 2023 • Chengkun Li, Grégoire Clarté, Martin Jørgensen, Luigi Acerbi

We propose the framework of post-process Bayesian inference as a means to obtain a quick posterior approximation from existing target density evaluations, with no further model calls.

Active Learning Bayesian Inference +1

A Phylogenetic Model of the Evolution of Discrete Matrices for the Joint Inference of Lexical and Phonological Language Histories

1 code implementation • 24 Jun 2022 • Grégoire Clarté, Robin J. Ryder

We propose a model of the evolution of a matrix along a phylogenetic tree, in which transformations affect either entire rows or columns of the matrix.