Hybrid Monte Carlo
•The obvious Markov chain makes a random perturbation to the data and accepts it with a probability that depends on the energy change.
–Diffuses very slowly over flat regions
–Cannot cross energy barriers easily
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•In high-dimensional spaces, it is much better to use the gradient to choose good directions and to use momentum.
–Beats diffusion. Scales well.
–Can cross energy barriers.
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