 weather system) does not have a geometrically distributed duration, an HSMM may be more appropriate.The model was first published by Leonard E. Baum and Ted Petrie in 1966.Statistical inference for hidden semi-Markov models is more difficult than in hidden Markov models, since algorithms like the Baum-Welch algorithm are not directly applicable, and must be adapted requiring more resources.