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The Shape of the Optimal Hedge Ratio: Modeling Joint Spot-Futures Prices using an Empirical Copula-GARCH Model

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Commodity cash and futures prices have been rising steadily since 2006. As evidenced
by the April 2008 Commodity Futures Trading Commission Agricultural Forum, there is
much concern among traditional futures and options market participants that the
use

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