 Thus, the formula_24 matrix of transition probabilities is a Markov matrix.Because any one transition probability can be determined once the others are known, there are a total of formula_25 transition parameters.In addition, for each of the possible states, there is a set of emission probabilities governing the distribution of the observed variable at a particular time given the state of the hidden variable at that time.