Determinig the number of hidden states in a Hidden Markov Model
I am learning about Hidden Markov Model to detect more members of the gene family by scanning the genome with the profile-HMM , so I need to know how do I determine the number of hidden states in HMM profile ??
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Typically, you would run N number of chromatin states and then manually annotate them, and see which one best fits the data, similarly to K-means clustering. There may be a more automated way as there is for K-means, but not one I am immediately familiar with.
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