On the Optimal Representation of a Continuous Signal

The optimal representation of a continuous signal is discussed.The underlying dynamics is presented by an operator acting on the domain, which makes the optimal frame to be wavelets.The wavelet-domain hidden Markov model has been constituted following statistics of the measurement process.Information contained in causal states is the global complexity, which is a measure of the representation optimality.