Abstract The ability to test for statistical causality in linear and nonlinear contexts, stationary or non-stationary settings, identify whether influences trend of volatility forms a particularly important class problems explore multi-modal multivariate processes. In this paper, we develop novel testing frameworks general classes time series models. Our framework accommodates flexible features...