Mixture transition distribution (MTD) time series models build high-order dependence through a weighted combination of first-order densities for each one specified number lags. We present framework to construct stationary MTD that extend beyond linear, Gaussian dynamics. study conditions strict stationarity which allow different constructions with either continuous or discrete families the give...