Asymptotic properties of nonlinear time series parameter estimators constru
cted on trajectories of stochastic systems under stationary and transient c
onditions are studied with the ase of the least-squares method. The investi
gation method is based all the study of asymptotic properties of extremal s
ets of random functions.