Implement supports for sampling momentum with quasi-random sequences. #380
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
An additional momentum refreshment struct "QuasiRandomMomentumRefreshment"<:AbstractRefreshment is added, along with its refresh() function and other necessary changes.
Passing this struct to the HMCKernel() will change how momentum is sampled at each iteration. Instead of drawing momentum i.i.d. from the target Gaussian distribution, the momentum will be drawn from a low-discrepancy (quasi-random) sequence whose limiting distribution is the target multi-dimensional Gaussian.
https://en.wikipedia.org/wiki/Low-discrepancy_sequence