TY - JOUR
T1 - Tests for parameter instability in dynamic factor models
AU - Han, Xu
AU - Inoue, Atsushi
PY - 2015/10
Y1 - 2015/10
N2 - In this paper, we develop tests for structural breaks of factor loadings in dynamicfactor models. We focus on the joint null hypothesis that all factor loadings areconstant over time. Because the number of factor loading parameters goes to infinityas the sample size grows, conventional tests cannot be used. Based on the fact thatthe presence of a structural change in factor loadings yields a structural changein second moments of factors obtained from the full sample principal componentestimation, we reduce the infinite-dimensional problem into a finite-dimensionalone and our statistic compares the pre- and postbreak subsample second momentsof estimated factors. Our test is consistent under the alternative hypothesis in whicha fraction of or all factor loadings have structural changes. The Monte Carlo resultsshow that our test has good finite-sample size and power.
AB - In this paper, we develop tests for structural breaks of factor loadings in dynamicfactor models. We focus on the joint null hypothesis that all factor loadings areconstant over time. Because the number of factor loading parameters goes to infinityas the sample size grows, conventional tests cannot be used. Based on the fact thatthe presence of a structural change in factor loadings yields a structural changein second moments of factors obtained from the full sample principal componentestimation, we reduce the infinite-dimensional problem into a finite-dimensionalone and our statistic compares the pre- and postbreak subsample second momentsof estimated factors. Our test is consistent under the alternative hypothesis in whicha fraction of or all factor loadings have structural changes. The Monte Carlo resultsshow that our test has good finite-sample size and power.
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U2 - 10.1017/S0266466614000486
DO - 10.1017/S0266466614000486
M3 - RGC 21 - Publication in refereed journal
SN - 0266-4666
VL - 31
SP - 1117
EP - 1152
JO - Econometric Theory
JF - Econometric Theory
IS - 5
ER -