Properties of HMMs

The special properties of HMMs make them very simple to use. Later, this will help us create elegant algorithms for doing computations with HMMs.
  • Conditional independence of observations

    The HMM assumes each observation is independent of all the others, given the state that emitted it.

  • What is "hidden" ?

    The model can use many possible state sequences to generate any given observation sequence. We don't know which one it used, and we don't care!