Comment by omarhaneef

My theory is that they use Hidden Markov Models to figure out something subtle about the market -- probably regimes.

I got this impressions from several of Simons interviews, and then the recent book has added more clues.

Note that the Baum-Welch algo is one of the leading algos used to solve the underlying model and Baum worked at Rentech.