Computer Science Department Princeton University Computer Science Room 419 35 Olden St Princeton, NJ 08540 609.258.9907 (P) 609.258.1771 (F) blei@cs.princeton.edu Topic modeling Topic models are a suite of algorithms that uncover the hidden thematic structure in document collections. These algorithms help us develop new ways to search, browse and summarize large archives of texts. Below,