  We propose an adaptive bandwidth selector via cross validation for local
M-estimators in locally stationary processes. We prove asymptotic optimality of
the procedure under mild conditions on the underlying parameter curves. The
results are applicable to a wide range of locally stationary processes such
linear and nonlinear processes. A simulation study shows that the method works
fairly well also in misspecified situations.
