A new AR(p) model for time series of counts is investigated, the possible marginal distributions of which are those of the DSD family. We determine the autocorrelation structure of the whole model family and analyze two important special cases. A real-data example demonstrates the practical relevance of the new model family. (C) 2008 Elsevier B.V. All rights reserved.