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A class of first-order autoregressive processes is given for which the extreme value limit theorems of Loynes and Leadbetter do not apply. A limit theorem is derived for these processes that depends on the parameter r, an integer greater than or equal to 2.
Michael R. Chernick (Sun,) studied this question.