Abstract Quantile regression is a field with steadily growing importance in statistical modeling. It complementary method to linear regression, since computing range of conditional quantile functions provides more accurate modeling the stochastic relationship among variables, especially tails. We introduce nonrestrictive and highly flexible nonparametric approach based on C- D-vine copulas. Vin...