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The Cusum of Squares Test for Scale Changes in Infinite Order Moving Average Processes
Authors:Sangyeol Lee  & Siyun Park
Institution:Seoul National University
Abstract:In this paper we consider the problem of testing for a scale change in the infinite order moving average process X j = i =0 a i j i , where j are i.i.d. r.v.s with E 1 < for some > 0. In performing the test, a cusum of squares test statistic analogous to Inclan & Tiao's (1994) statistic is considered. It is well-known from the literature that outliers affect test procedures leading to false conclusions. In order to remedy this, a cusum of squares test based on trimmed observations is considered. It is demonstrated that this test is robust against outliers, is valid for infinite variance processes as well. Simulation results are given for illustration.
Keywords:cusum of squares test  infinite order moving average processes  infinite variance processes  mixingale central limit theorem  robust test  test for a scale change
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