Confidence sets for the date of a single break in linear time series regressions

被引:50
作者
Elliott, Graham
Mueller, Ulrich K.
机构
[1] Univ Calif San Diego, Dept Econ, La Jolla, CA 92093 USA
[2] Princeton Univ, Dept Econ, Princeton, NJ 08544 USA
基金
美国国家科学基金会;
关键词
test inversion; coverage control; locally best test; CONSISTENT COVARIANCE-MATRIX; MULTIPLE STRUCTURAL-CHANGES; MONETARY-POLICY RULES; CHANGE-POINT; RANDOM-VARIABLES; MACROECONOMIC STABILITY; RANDOM-WALK; TESTS; HETEROSKEDASTICITY; INSTABILITY;
D O I
10.1016/j.jeconom.2007.02.001
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper considers the problem of constructing confidence sets for the date of a single break in a linear time series regression. We establish analytically and by small sample simulation that the current standard method in econometrics for constructing such confidence intervals has a coverage rate far below nominal levels when breaks are of moderate magnitude. Given that breaks of moderate magnitude are a theoretically and empirically relevant phenomenon, we proceed to develop an appropriate alternative. We suggest constructing confidence sets by inverting a sequence of tests. Each of the tests maintains a specific break date under the null hypothesis, and rejects when a break occurs elsewhere. By inverting a certain variant of a locally best invariant test, we ensure that the asymptotic critical value does not depend on the maintained break date. A valid confidence set can hence be obtained by assessing which of the sequence of test statistics exceeds a single number. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:1196 / 1218
页数:23
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