As a soft alternative to this, we can directly include the topic distributions estimated by HDP for each document (Figure 1(c)).
for each update, we use the topic distribution to compute a weighted sum over the word-topic representations (r 2 ): where T is the total number of topics, d i the document containing w i , and ppτ k |d i q the probability assigned to topic τ k by HDP in document d i .