STATIONARY ARCH MODELS: DEPENDENCE STRUCTURE AND CENTRAL LIMIT THEOREM
AbstractThis paper studies a broad class of nonnegative ARCH([infty infinity]) models. Sufficient conditions for the existence of a stationary solution are established and an explicit representation of the solution as a Volterra type series is found. Under our assumptions, the covariance function can decay slowly like a power function, falling just short of the long memory structure. A moving average representation in martingale differences is established, and the central limit theorem is proved. Correspondence: c1 Address correspondence to: Piotr Kokoszka, Department of Mathematical Sciences, University of Liverpool, Liverpool L69 3BX, United Kingdom. |