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CRF is for HMM in sequences classification as Logistic Regression is for Naive Bayes for simple classification. For a in depth difference between them I strongly suggest you to read the classical Sutton article "An Introduction to Conditional Random Fields". For a more practical example explaining how to apply the math I suggest you to read this article.

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