Forecasting REIT volatility with high-frequency data: a comparison of alternative methods
被引:8
作者:
Zhou, Jian
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Univ Guelph, Coll Business & Econ, Real Estate & Housing,50 Stone Rd E, Guelph, ON N1G 2W1, CanadaUniv Guelph, Coll Business & Econ, Real Estate & Housing,50 Stone Rd E, Guelph, ON N1G 2W1, Canada
Zhou, Jian
[1
]
机构:
[1] Univ Guelph, Coll Business & Econ, Real Estate & Housing,50 Stone Rd E, Guelph, ON N1G 2W1, Canada
Volatility is a crucial input for many financial applications, including asset allocation, risk management and option pricing. Over the last two decades the use of high-frequency data has greatly advanced the research on volatility modelling. This article makes the first attempt in the real estate literature to employ intraday data for volatility forecasting. We examine a wide range of commonly used methods and apply them to several major global REIT markets. Our findings suggest that the group of reduced form methods deliver the most accurate one-step-ahead forecast for daily REIT volatility. They outperform their GARCH-model-based counterparts and two methods using low-frequency data. We also show that exploiting intraday information through GARCH does not necessarily yield incremental precision for forecasting REIT volatility. Our results are relatively robust to the choice of realized measure of volatility and the length of evaluation period.
机构:
Northwestern Univ, Kellogg Sch Management, Dept Finance, Evanston, IL 60208 USA
NBER, Cambridge, MA 02138 USANorthwestern Univ, Kellogg Sch Management, Dept Finance, Evanston, IL 60208 USA
Andersen, Torben G.
;
Bollerslev, Tim
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NBER, Cambridge, MA 02138 USA
Duke Univ, Dept Econ, Durham, NC 27708 USANorthwestern Univ, Kellogg Sch Management, Dept Finance, Evanston, IL 60208 USA
Bollerslev, Tim
;
Huang, Xin
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机构:
Univ Oklahoma, Dept Econ, Norman, OK 73019 USANorthwestern Univ, Kellogg Sch Management, Dept Finance, Evanston, IL 60208 USA
机构:
Northwestern Univ, Kellogg Sch Management, Dept Finance, Evanston, IL 60208 USA
NBER, Cambridge, MA 02138 USANorthwestern Univ, Kellogg Sch Management, Dept Finance, Evanston, IL 60208 USA
Andersen, Torben G.
;
Bollerslev, Tim
论文数: 0引用数: 0
h-index: 0
机构:
NBER, Cambridge, MA 02138 USA
Duke Univ, Dept Econ, Durham, NC 27708 USANorthwestern Univ, Kellogg Sch Management, Dept Finance, Evanston, IL 60208 USA
Bollerslev, Tim
;
Huang, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oklahoma, Dept Econ, Norman, OK 73019 USANorthwestern Univ, Kellogg Sch Management, Dept Finance, Evanston, IL 60208 USA