Use of statistical models for time series analysis

The necessity of using statistical models for the development of efficient statistical signal processing procedures is explained with simple examples of the time series analysis. Recent extensions of the use of the concept of the likelihood of a statistical model are reviewd from the point of view of the entropy maximization principle, Particular emphasis is placed on the proper use of Bayesian models.