Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families

Heiko Strathmann, Dino Sejdinovic, Samuel Livingstone +2

We propose Kernel Hamiltonian Monte Carlo (KMC), a gradient-free adaptive MCMC algorithm based on Hamiltonian Monte Carlo (HMC). On target densities where classical HMC is not an o…