Are there any well-designed R packages or other open-source software for training Hidden Markov chains?
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There are several. For example, (with R) you could use the 'HiddenMarkov' package to train and find parameters for HMM models using common algorithms (e.g. Baum-Welch).
There was also a related thread on stack overflow, which was apparently closed: