Experimental results on document clustering across three corpora demonstrate that our model effectively incorporates prior topics, and significantly outperforms state-of-the-art DPMM model.
our TSDPMM can be applied in a lifelong learning framework which enables the prior topic knowledge to evolve as more and more data are observed.