  Autoregressive tempered fractionally integrated moving average with stable
innovations modifies the power-law kernel of the fractionally integrated time
series model by adding an exponential tempering factor. The tempered time
series is a stationary model that can exhibits semi-long-range dependence. This
paper develops the basic theory of the tempered time series model, including
dependence structure and parameter estimation.
