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Small sample properties of asymptotically equivalent tests for autoregressive conditional heteroskedasticity
Authors:Francis X. Diebold  Peter Pauly
Affiliation:1. Special Studies Section Division of Research & Statistics, Board of Governors Federal Reserve System, 20551, Washington, D.C.
2. Department of Economics, University of Pennsylvania, 3718 Locust Walk, 19104-6297, Phila., PA
Abstract:Models that allow for autoregressive conditional heteroskedasticity (ARCH) in the error process have recently found widespread application. The purpose of this paper is to evaluate, through Monte Carlo analysis, the small sample properties of an exact Lagrange multiplier test for the presence of ARCH, and to compare the power of this test with that of an asymptotically equivalent TR2 version. The comparison involves first-and higher-order variants of these processes. The results indicate substantial power differentials in favor of the exact LM test, by up to 15% for sample sizes smaller than 100.
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