Forecasting exchange rate volatility using high-frequency data: Is the euro different?

被引:60
作者
Chortareas, Georgios [2 ]
Jiang, Ying [1 ]
Nankervis, John. C. [3 ]
机构
[1] Univ Nottingham, Nottingham Univ Business Sch China, Ningbo 315100, Zhejiang, Peoples R China
[2] Univ Athens, Dept Econ, Athens 10559, Greece
[3] Univ Essex, Essex Business Sch, Colchester CO4 3SQ, Essex, England
关键词
Euro exchange rates; Volatility forecasting; High-frequency data; GARCH model; Long memory time series; Forecast evaluation; REALIZED VOLATILITY; PREDICTIVE ACCURACY; LONG-MEMORY; MODELS; RETURNS; ABILITY; ERRORS;
D O I
10.1016/j.ijforecast.2010.07.003
中图分类号
F [经济];
学科分类号
02 ;
摘要
We assess the performances of alternative procedures for forecasting the daily volatility of the euro's bilateral exchange rates using 15 min data. We use realized volatility and traditional time series volatility models. Our results indicate that using high-frequency data and considering their long memory dimension enhances the performance of volatility forecasts significantly. We find that the intraday FIGARCH model and the ARFIMA model outperform other traditional models for all exchange rate series. (C) 2011 International Institute of Forecasters. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:1089 / 1107
页数:19
相关论文
共 55 条
[1]  
Andersen T. G., 1999, UNDERSTANDING UNPUB, P105
[2]  
Andersen T. G., 2000, Multinational Finance Journal, V4, P159, DOI [10.17578/4-3/4-2, DOI 10.17578/4-3/4-2]
[3]   Answering the skeptics: Yes, standard volatility models do provide accurate forecasts [J].
Andersen, TG ;
Bollerslev, T .
INTERNATIONAL ECONOMIC REVIEW, 1998, 39 (04) :885-905
[4]   The distribution of realized exchange rate volatility [J].
Andersen, TG ;
Bollerslev, T ;
Diebold, FX ;
Labys, P .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2001, 96 (453) :42-55
[5]   Modeling and forecasting realized volatility [J].
Andersen, TG ;
Bollerslev, T ;
Diebold, FX ;
Labys, P .
ECONOMETRICA, 2003, 71 (02) :579-625
[6]  
Andersen TG., 1997, Journal of Empirical Finance, V4, P115, DOI [10.1016/S0927-5398(97)00004-2, DOI 10.1016/S0927-5398(97)00004-2]
[7]  
[Anonymous], PACKAGE ESTIMATING F
[8]  
[Anonymous], 1969, The evaluation of economic forecasts, economic forecasts and expectations
[9]  
[Anonymous], 2002, Journal of Financial Research, DOI DOI 10.1111/1475-6803.T01-1-00009
[10]  
[Anonymous], 1999, Journal of Empirical Finance