Summary: A selective review of nonlinear time series is presented. All of the three phases in the specification - estimation - verification modelling cycle are covered, but much of the emphasis is on nonparametric and restricted nonparametric methods. In particular, recent results on nonparametric tests of linearity and independence are included.