TY - JOUR
T1 - Testing for serial correlation in the presence of dynamic heteroscedasticity
AU - Silvapulle, Paramsothy
AU - Evans, Merran Gael Anderson
PY - 1998
Y1 - 1998
N2 - Standard serial correlation tests are derived assuming that the disturbances are homoscedastic, but this study shows that asympotic critical values are not accurate when this assumption is violated. Asymptotic critical values for the ARCH(2)-corrected LM, BP and BL tests are valid only when the underlying ARCH process is strictly stationary, whereas Wooldridge's robust LM test has good properties overall. These tests exhibit similar bahaviour even when the underlying process is GARCH (1,1). When the regressors include lagged dependent variables, the rejection frequencies under both the null and alternative hypotheses depend on the coefficientsof the lagged dependent variables and the other model parameters. They appear to be robust across various disturbance distributions under the null hypothesis.
AB - Standard serial correlation tests are derived assuming that the disturbances are homoscedastic, but this study shows that asympotic critical values are not accurate when this assumption is violated. Asymptotic critical values for the ARCH(2)-corrected LM, BP and BL tests are valid only when the underlying ARCH process is strictly stationary, whereas Wooldridge's robust LM test has good properties overall. These tests exhibit similar bahaviour even when the underlying process is GARCH (1,1). When the regressors include lagged dependent variables, the rejection frequencies under both the null and alternative hypotheses depend on the coefficientsof the lagged dependent variables and the other model parameters. They appear to be robust across various disturbance distributions under the null hypothesis.
KW - Arch-correlated tests
KW - Arma-arch models
KW - Serial correlations tests
UR - http://www.scopus.com/inward/record.url?scp=85016247963&partnerID=8YFLogxK
U2 - 10.1080/07474939808800402
DO - 10.1080/07474939808800402
M3 - Article
SN - 0747-4938
VL - 17
SP - 31
EP - 55
JO - Econometric Reviews
JF - Econometric Reviews
IS - 1
ER -