Jumps and Long Memory Volatility Property in Daily Crude Oil Prices: Case of the Dubai Oil
1
조회
0
다운로드
0
인용
0
참고문헌
키워드
초록
This paper considers the dynamic evolution of the crude oil prices by using the daily Dubai oil data. In particular, this paper investigates the jumps and the long memory volatility property, which have led the unstable path and the volatility persistence in the oil prices. First, this paper documents statistical evidence for long memory property in the volatility process of the daily oil price returns by using the FIGARCH model. This paper then finds that there exit significant jumps in the conditional mean process of the oil price returns. Hence, this paper relies on a normal mixture distribution that allows for Bernoulli jumps in the process of the daily oil price returns. The results of this paper find that the daily oil price returns contain the long memory property in the volatility process and that a considerable part of the long memory volatility property is attributed to the jumps inducing higher long memory parameters.
Abstract
This paper considers the dynamic evolution of the crude oil prices by using the daily Dubai oil data. In particular, this paper investigates the jumps and the long memory volatility property, which have led the unstable path and the volatility persistence in the oil prices. First, this paper documents statistical evidence for long memory property in the volatility process of the daily oil price returns by using the FIGARCH model. This paper then finds that there exit significant jumps in the conditional mean process of the oil price returns. Hence, this paper relies on a normal mixture distribution that allows for Bernoulli jumps in the process of the daily oil price returns. The results of this paper find that the daily oil price returns contain the long memory property in the volatility process and that a considerable part of the long memory volatility property is attributed to the jumps inducing higher long memory parameters.
참고문헌 (31)
- Agnolucci, P., "Volatility in crude oil futures: a comparison of the predictive ability of GARCH and implied volatility models", Energy Economics, 31, pp.316~321 (2008)
- Alvarez-Ramirez, J., "Short-term predictability of crude oil markets: a detrended fluctuation analysis approach", Energy Economics, 30, pp.2645~2656 (2008)
- Andersen, T.G., "Deutsche mark - dollar volatility: intraday activity patterns, macroeconomic announcements and longer run dependence", Journal of Finance, 53, pp.219~265 (1998)
- Micro effects of macro announcements: real-time price discovery in foreign exchange, "Andersen, T.G.", NBER, ~, pp.NBER Working Paper, No. W8959 (2002)
- Askari, H., "Oil price dynamics (2002-2006)", Energy Economics, 30, pp.2134~2153 (2008)
- Bacon, R., "Modelling the price of oil", Oxford Review of Economic Policy, 7, pp.17~34 (1991)
- Baillie, R.T., "Fractionally integrated generalized autoregressive conditional heteroskedasticity", Journal of Econometrics, 74, pp.3~30 (1996)
- Bollerslev, T., "Quasi-maximum likelihood estimation of dynamic models with time varying covariances", Econometric Reviews, 11, pp.143~172 (1992)
- Brunetti, C., "Bivariate FIGARCH and fractional cointegration", Journal of Empirical Finance, 7, pp.509~530 (2000)
- Chan, W.H., "Conditional jump dynamics in stock market returns", Journal of Business and Economic Statistics, 20, pp.377~389 (2002)
- Choi, K., "Long memory and structural changes in the forward discount: An empirical investigation", Journal of International Money and Finance, 26, pp.342~363 (2007)
- 정상국, "Explaining Asymmetries and Long Memory for Hedge Effectiveness in China Aluminum and Fuel Oil Futures Markets", 金融工學硏究, 7(3), pp.129~158 (2008), 한국금융공학회
- Davidson, P., "Crude oil prices: market fundamentals or speculation?", Challenge, 51, pp.1110~1118 (2008)
- Ederington, L.H., "How markets process information: News releases and volatility", Journal of Finance, 48, pp.1749~1778 (1993)
- Elder, J., "Long memory in energy futures prices", Review of Financial Economics, 17, pp.146~155 (2008)
- Flemming, M.J., "Price formation and liquidity in the U.S. Treasury market: The response to public information", Journal of Financial Economics, 19, pp.3~29 (1999)
- Frankel, J.A., "Inflation in an Era of Relative price Shocks" (2010)
- Granger, C.W.J., "Occasional structural breaks and long memory with an application to the S&P500 absolute stock returns", Journal of Empirical Finance, 11, pp.399~421 (2004)
- A characterization of oil price behavior-evidence from jump models, "Gronwald, M.", CESifo, ~, pp.CESifo Working Paper No.3644 (2011)
- Jin, H. J., "Fractional integration in agricultural futures price volatilities", American Journal of Agricultural Economics, 86, pp.432~443 (2004)
- Lee, K., "Oil shocks and the macroeconomy: the role of price variability", The Energy Journal, 16, pp.39~56 (1995)
- Lee, Y.H., "Jump dynamics with structural breaks for crude oil prices", The Energy journal, 24, pp.557~576 (2010)
- Martens, M., "Predicting financial volatility: high frequency time-series forecasts vis-à-vis implied volatility", Journal of Futures Markets, 24, pp.1005~1028 (2004)
- McFarland, J.W., "The distribution of foreign exchange price changes: Trading day effects and risk measurement", Journal of Finance, 37, pp.693~715 (1982)
- Mu, X., "Weather, storage and natural gas price dynamics: fundamentals and volatility", Energy Economics, 29, pp.46~63 (2007)
- Press, J., "A compound events model for security prices", Journal of Business, 40, pp.317~335 (1967)
- Supply and demand shocks in the oil market and their predictive power, "Rapaport, A.", The University of Chicago Booth School of Business, ~, pp.Working Paper No. 12-52 (2012)
- Vo, M.T., "Regime-switching stochastic volatility: evidence from the crude oil market", Energy Economics, 31, pp.779~788 (2009)
- Wang, T., "Realized volatility and correlation in energy futures markets", Journal of Futures Markets, 28, pp.993~1011 (2008)
- Wei, Y., "Forecasting crude oil market volatility: further evidence using GARCH-class models", Energy Economics, 32, pp.1477~1484 (2010)
- Wirl, F., "Why do oil prices jump (or fall)?", Energy Policy, 36, pp.1029~1043 (2008)
