Abstract An important and widely used class of semiparametric models is formed by the varying-coefficient models. Although varying coefficients are traditionally assumed to be smooth functions, model considered here with coefficient functions containing a finite set discontinuities. Contrary existing nonparametric estimation piecewise under dependence applicable in time series heteroskedastic s...