hybrid is an R package computing the marginal likelihood based on the hybrid approximation methodology (Chuu et. al., 2021).
Eric Chuu, Debdeep Pati, and Anirban Bhattacharya. A hybrid approximation to the marginal likelihood. In AISTATS, 2021.
Link to paper: https://arxiv.org/abs/2102.12976
We provide the implementation for the following:
(1) vanilla hybrid approximation
(2) hybrid-ep approximation
Currently, this package is available to be built locally in R.
To build this package on the command line, run the following commands after cloning this repository:
R CMD build hybrid
R CMD INSTALL hybrid_1.0.tar.gz
See this demo for an illustration of how to use this package in practice. The source code for this example can be found here.