From the text: Discrete time series data is seen in a wide variety of disciplines including biology, medicine, psychology, criminology and economics. However, traditional methods of detecting serial correlation in time series are not specifically designed for detecting serial dependence in discrete-valued time series. Thus new methods are needed to provide informative and implementable testing approaches.