Sparse Hamiltonian Flows

This repository contains code used to generate experiment results in Bayesian inference via sparse Hamiltonian flows.

The Julia package that contains the implementation of sparse Hamiltonian flows can be found here.

• To generate plots for Synthetic Gaussian, execute
  • examples/synthetic_gaussian/run_all.sh to generate all output results, and
  • examples/synthetic_gaussian/run_plot.sh to generate all plots.
• To generate plots for Bayesian Linear Regression, execute
  • examples/linear_regression/run_all.sh to generate all output results, and
  • examples/linear_regression/run_plot.sh to generate all plots.
• To generate plots for Bayesian Logistic Regression, execute
  • examples/logistic_regression/run_all.sh to generate all output results, and
  • examples/logistic_regression/run_plot.sh to generate all plots.