Toric Statistical Models: Ising and Markov
  This is a review of current research in Markov chains as toric statistical models. Its content is mixture of background information, results from the relevant recent literature, new results, and work in progress. 
Giovanni Pistone and Maria Piera Rogantin
math.ST stat.TH