우리나라 주택가격의 추세-순환 분해 및 평균회귀 현상 분석
Trend-Cycle Decomposition and Mean Reversion of Korean Housing Prices
0
조회
0
다운로드
12
인용
0
참고문헌
키워드
초록
This paper analyzes the movement of housing prices in Korea. We decompose housing pricesinto trend and cycle, using an unobserved component(UC) model, where the trend follows arandom walk with drift and the cycle is characterized as ARMA(p,q) process. We also investigatewhether housing prices shows a mean reversion in the long horizon. Data covers from Jan. of1986 to June of 2013. The cycle process best fits with ARMA(2,1) and explains 60.5% of the housing prices movement,based on the estimated parameters of the model. Predictable variation, due to the predictable cycleprocess, is estimated to be 31.4% of the housing prices movements. We find statistical evidence of mean aversion in the short horizon and mean reversion in thelong horizon with Fama·French model. Other two models, Jegadeesh model and Poterba·Summersmodel, shows mean aversion both in the short and the long horizons. After the foreign exchangecrisis in 1997, serial correlations and variance ratios have smaller values, implying the inefficiencyof the housing market is diminished.
Abstract
This paper analyzes the movement of housing prices in Korea. We decompose housing pricesinto trend and cycle, using an unobserved component(UC) model, where the trend follows arandom walk with drift and the cycle is characterized as ARMA(p,q) process. We also investigatewhether housing prices shows a mean reversion in the long horizon. Data covers from Jan. of1986 to June of 2013. The cycle process best fits with ARMA(2,1) and explains 60.5% of the housing prices movement,based on the estimated parameters of the model. Predictable variation, due to the predictable cycleprocess, is estimated to be 31.4% of the housing prices movements. We find statistical evidence of mean aversion in the short horizon and mean reversion in thelong horizon with Fama·French model. Other two models, Jegadeesh model and Poterba·Summersmodel, shows mean aversion both in the short and the long horizons. After the foreign exchangecrisis in 1997, serial correlations and variance ratios have smaller values, implying the inefficiencyof the housing market is diminished.
참고문헌 (34)
- 김인배, "한국 주식시장, 평균회귀인가,이탈인가 -시간연동모수기법을 이용한 추정-", 국제경제연구, 5(3), pp.97~115 (1999), 한국국제경제학회
- 김진옥, "실질환율의 추세 및 순환요인의 분해", 한국경제학보, 3(1), pp.95~117 (1996), 연세대학교 경제연구소
- 배진호, "한국 주식시장의 평균회귀", 이탈 현상 재고찰, 2006, pp.24(2), 85~106[DOI]
- 이영수, "주택가격과 물가의 동학: 한국의 경험", 부동산학연구, 18(4), pp.55~72 (2012), 한국부동산분석학회
- 이용만, "부동산시장의 이례현상들", 주택연구, 20(3), pp.5~40 (2012), 한국주택학회
- 정종락, "주식가격의 장기종속성과 평균회귀에 관한 실증연구", 경영학연구, 22(1), pp.213~242 (1992), 한국경영학회
- 최원혁, "상태-공간 모형에서의 주가의 가성 평균-회귀", 한국경영과학회지, 36(1), pp.13~26 (2011), 한국경영과학회
- 황영진, "DSGE 모형을 이용한 추세와 경기순환변동분의 분해", 한국개발연구, 34(4), pp.117~156 (2012), 한국개발연구원
- Abraham, J.M., "Bubbles in Metropolitan Housing Markets", Journal of Housing Research, 7, pp.191~208 (1996)
- Baxter, M., "Measuring business cycles: approximate band-pass filters for economic time series", Review of Economics and Statistics, 81, pp.575~593 (1999)
- Beveridge, S., "A new approach to decomposition of ecomomic time series into permanent and transitory components with particular attention to measurement of the business cycle", Journal of Monetary Economics, 7, pp.51~174 (1981)
- Canova, F., "Detrending and Business Cycle Facts", Journal of Monetary Economics, 41, pp.475~512 (1998)
- The dymamic structure of housing markets, "Capozza, D. R.", Univ. of Michigan Business School, ~
- Case, K. E., "The Efficiency of the Market for Single Family Homes", American Economic Review, 79(1), pp.125~137 (1989)
- Cho, M., "House Price Dynamics: A Survey of Theoretical and Empirical Issues", Journal of Housing Research, 7, pp.145~172 (1996)
- Clark, P. K., "The cyclical component of U.S, economic activity", The Quarterly Journal of Economics, 102, pp.797~814 (1987)
- Clark, S., "Trends, Cycles and Convergence in U.S. Regional House Prices", Journal of Real Estate Finance Econ, 39, pp.264~283 (2009)
- DeJong, D., "Structural Macroeconometrics" (2007), Princeton University Press
- Fama, E. F., "Permanent and Temporary Components of Stock Prices", Journal of Political Economy, 96, pp.246~273 (1988)
- Harvey, A. C., "Trends and Cycles in Macroeconomic Time Series", Journal of Business and Economic Statistics, 3, pp.216~227 (1985)
- Hodrick, R, "Postwar US business cycles: an empirical investigation", Journal of Money, Credit and Banking, 29, pp.1~16 (1997)
- Jegadeesh, N., "Seasonality in Stock Price Mean Reversion: Evidence from the U.S. and the U.K", Journal of Finance, 46, pp.1427~1444 (1991)
- Khil, J., "A Time-Series Model of Stock Returns with a Positive Short-Term Correlation and a Negative Long-Term Correlation", Review of Quantitative Finance and Accounting, 18, pp.381~404 (2002)
- Kim, C., "Testing for Mean Reversion in Heteroskedastic Data Based on Gibbs-sampling-Augmented Randomization", Journal of Empirical Finance, 5, pp.131~154 (1998)
- Kim, M. J., "Mean Reversion in Stock Prices? A Reappraisal of the Empirical Evidence", Review of Economic Studies, 48, pp.515~528 (1991)
- Linneman, P., "An Empirical Test of the Efficiency of the Housing Market", Journal of Urban Economics, 20, pp.140~154 (1986)
- Lo, A.W., "Stock Market Prices do not follow Random Walks : Evidence from a Simple Specification Test", Review of Financial Studies, 1, pp.41~66 (1988)
- Malpezzi, S., "A Simple error Correction Model of House Prices", Journal of Housing Economics, 8, pp.27~62 (1999)
- Oh, K.H., "The Clark model with correlated components" (2006), Department of Economics, University of Washington
- Perron, P., "Let’s take a break : Trends and cycles in US real GDP", Journal of Monetary Economics, 56, pp.749~765 (2009)
- Poterba, J.M., "Mean Reversion in Stock Prices : Evidence and Implications", Journal of Financial Economics, 22, pp.27~59 (1988)
- Stock, J.H., "Business cycle fluctuations in US macroeconomic time series, In Handbook of Moacroeconomics, vol. 1A" (1999), North-Holland
- Summers, L. H., "Does the Stock Market Rationally Reflect Fundamental Valuew?", Journal of Finance, 41, pp.591~601 (1986)
- White, H., "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity", Econometrica, 40, pp.617~636 (1980)
