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Programs (in R) for the results in the paper: Modifying Gibbs Sampling to Avoid Self Transitions Radford M. Neal, 2024 The paper is in gibbs-self.pdf here, and at https://arxiv.org/abs/2403.18054 The algorithms described in the paper are implemented (in R) in the file methods.r. Various checks for validity of these methods are done in check-all.r. The experimental runs reported in the paper can be reproduced with the run-potts-8x8, run-potts-5x5, run-mix, run-beliefnet, and run-other shell scripts. These runs take a long time - several days, in total. The outputs of these runs are in the sub-directory 'runs', except for the saved R workspaces, which would be quite large. Checking out the small-runs branch of this repository will switch to smaller runs (1/100 the length of the full runs), which take only about a half hour or less for each shell script. Of course, the asymptotic variance estimates are then much noisier. The results of these smaller runs are in the 'runs' sub-directory when the small-runs branch is checked out.
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Code for paper on Modifying Gibbs Sampling to Avoid Self Transitions
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