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Why are HMMs called linear-chain?
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3 votes

It is so called because it classifies the linear sequence, and not because the structure of the graph.

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Learn and sample from a generative model with 2000 boolean features
2 votes

You may try an Apriori algorithm or more advanced FPGrowth algorithm. It will give you a set of association rules, which, I think, you required: e.g. if feature 10 is on, feature 14, 15, and 16 are ...

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