The practical problems in the analysis of time series concern
Presentation and/or evaluation of the results involves a function of
the time series called statistics. Detection of a signal, e.g. a
period, and evaluation of its properties, e.g. error and
significance, then usually mean finding and characterizing a related
signal in the associated statistics which is normally based on some
model of the signal.