What is hidden Markov model?

What is hidden Markov model?

Approach: Define Markov chain with unobserved states.

Statistical model where system is assumed to be Markov process with unobserved (hidden) states. Observations are emitted according to probability distribution depending on state.

Follow-up: How to estimate parameters?

Key concepts: markov chain, emission probabilities, baum-welch.