Jm. Campa et Phk. Chang, THE FORECASTING ABILITY OF CORRELATIONS IMPLIED IN FOREIGN-EXCHANGE OPTIONS, Journal of international money and finance, 17(6), 1998, pp. 855-880
This paper evaluates the forecasting accuracy of correlations derived
from implied volatilities in dollar-mark, dollar-yen, and mark-yen opt
ions from January 1989 to May 1995. As a forecast of realized correlat
ion between the dollar-mark and dollar-yen, implied correlation is com
pared against three alternative forecasts based on time series data: h
istorical correlation, RiskMetrics' exponentially-weighted moving aver
age correlation, and correlation estimated using a bivariate GARCH(1,1
) model. At the 1-month and 3-month forecast horizons, we find that im
plied correlation outperforms, often significantly, these alternative
forecasts. In combinations, implied correlation always incrementally i
mproves the performance of other forecasts, but not the converse; in c
ertain cases, historically-based forecasts contribute no incremental i
nformation to implied forecasts. The superiority of the implied correl
ation forecast holds even when forecast errors are weighted by realize
d variances, reflecting correlation's contribution to the dollar varia
nce of a multicurrency portfolio. (C) 1998 Elsevier Science Ltd. All r
ights reserved.