  In this paper we examine, how the dynamic laws governing the time evolution
of a time series can be identified. We give a finite difference equation as
well as a differential equation representation for that. We also study, how the
required symmetries, like time reversal can be imposed on the laws. We study
the compression performance of linear laws on sound data.
