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Dynamic Models of Exchange Rate Dependence Using Option Prices and Historical Returns

Leonidas Tsiaras

CREATES Research Papers from Department of Economics and Business Economics, Aarhus University

Abstract: Models for the conditional joint distribution of the U.S. Dollar/Japanese Yen and Euro/Japanese Yen exchange rates, from November 2001 until June 2007, are evaluated and compared. The conditional dependency is allowed to vary across time, as a function of either historical returns or a combination of past return data and option-implied dependence estimates. Using prices of currency options that are available in the public domain, risk-neutral dependency expectations are extracted through a copula representation of the bivariate risk-neutral density. For this purpose, we employ either the one-parameter \Normal" or a two-parameter \Gumbel Mixture" specification. The latter provides forward-looking information regarding the overall degree of covariation, as well as, the level and direction of asymmetric dependence. Specifications that include option-based measures in their information set are found to outperform, in-sample and out-of-sample, models that rely solely on historical returns.

Keywords: Exchange Rates; Implied Correlation; Copula; Forecasting; Options (search for similar items in EconPapers)
JEL-codes: F31 F37 G14 G15 G17 (search for similar items in EconPapers)
Pages: 43
Date: 2010-01-12
New Economics Papers: this item is included in nep-for, nep-ifn, nep-mon and nep-opm
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