A Simple Explanation of A Spectral Algorithm for Learning Hidden Markov   Models
  A simple linear algebraic explanation of the algorithm in "A Spectral Algorithm for Learning Hidden Markov Models" (COLT 2009). Most of the content is in Figure 2; the text just makes everything precise in four nearly-trivial claims. 
Matthew James Johnson
stat.ME cs.LG stat.ML