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Asymptotic Property of Least Squares Estimators for Explosive Autoregressive Models with a Drift

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주제분류경제학

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We study asymptotic inferences of the OLS estimator in the first order autoregressive model with an explosive root and a nonzero drift. Recent literatures focus on driftless model in dealing with explosive parameter in relation with financial bubbles detection. We consider an extension by allowing a non-zero drift, where the process behaves as a linear time trend during the non- bubble period, and it exhibits an exponential trend during the explosive era. Consistency of the least squares estimator and of the right-tailed coefficient-based Dickey-Fuller unit root test are shown in case of the presence of drift term.

Abstract

We study asymptotic inferences of the OLS estimator in the first order autoregressive model with an explosive root and a nonzero drift. Recent literatures focus on driftless model in dealing with explosive parameter in relation with financial bubbles detection. We consider an extension by allowing a non-zero drift, where the process behaves as a linear time trend during the non- bubble period, and it exhibits an exponential trend during the explosive era. Consistency of the least squares estimator and of the right-tailed coefficient-based Dickey-Fuller unit root test are shown in case of the presence of drift term.

참고문헌 (12)

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  2. Gallin, J., "The Long-run Relationship between House Prices and Income : Evidence from Local Housing Markets", Real Estate Economics, 34(3), pp.417~438 (2006)
  3. Hamilton, J. D., "Time Series Analysis Vol. 2" (1994), Princeton University Press
  4. Homm, U., "Testing for Speculative Bubbles in Stock Markets : a Comparison of Alternative Methods", Journal of Financial Econometrics, 10(1), pp.198~231 (2012)
  5. 이영수, "우리나라 주택가격의 추세-순환 분해 및 평균회귀 현상 분석", 부동산학연구, 19(4), pp.41~54 (2013), 한국부동산분석학회
  6. Masako Miyanishi, "Testing the Hypothesis on the Cointegrating Vector When Data May Have a Near Unit Root", 계량경제학보, 22(1), pp.1~27 (2011), 한국계량경제학회
  7. Phillips, P. C. B., "Limit Theory for Moderate Deviations from a Unit Root", Journal of Econometrics, 136(1), pp.115~130 (2007)
  8. Phillips, P. C. B., "Testing for a Unit Root in Time Series Regression", Biometrika, 75(2), pp.335~346 (1988)
  9. Phillips, P. C. B., "Explosive Behavior in the 1990s Nasdaq : When Did Exuberance Escalate Asset Values?", International Economic Review, 52(1), pp.201~226 (2011)
  10. Phillips, P. C. B., "Financial Bubble Implosion and Reverse Regression", Econometric Theory, 34(4), pp.705~753 (2018)
  11. Phillips, P. C. B., "Testing for Multiple Bubbles : Limit Theory of Real-time Detectors", International Economic Review, 56(4), pp.1079~1134 (2015)
  12. Bubble Testing under Deterministic Trends, "Wang, X.", Singapore Management University, 1~49 (2019)

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