In a typical mathematical model [9], a time series is generated by the flow of a smooth dynamical system on a -dimensional smooth manifold :
The original -dimensional states of the system cannot be observed directly. Instead, the observations consist of the possibly noisy values of a one-dimensional measurement function which are related to the original states by