A new parallel MCMC algorithm improves topic modeling without communication.
problem Quasi-ergodicity problem in topic modeling due to multimodal topic distributions.
method Developed an embarrassingly parallel MCMC algorithm for sLDA by switching topic combination and labeling prediction.
result Out-of-sample prediction performance is comparable to non-parallel sLDA but computation time is significantly reduced.