Based on the above analysis, we first identify key-phrases from short text, which can be deemed as self-contained knowledge, then propose phrase topic model (PTM), which constrains same topic for terms in key-phrase and sample topics for non-phrase terms from mixture of keyphrase's topic.
the hidden variables consist of z m,n and δ m,s .