A selective review of non-linear time series is presented. All of the
three phases in the specification-estimation-verification modelling cy
cle are covered, but much of the emphasis is on non-parametric and res
tricted non-parametric methods. In particular, recent results on non-p
arametric tests of linearity and independence are included.