Write , and . The riskless gross return must be nonzero for the requested formulas; in the usual positive-bank-account model . If , the bank holding cannot affect the terminal payoff, and the later moment equation for pricing is impossible. We use the intended nondegenerate case .
The claim and asset prices are square integrable. Centering separates the bias from the stochastic error:For fixed , the unique minimizing bank holding removes the bias. The invertible covariance matrix is positive definite, and completing the square givesConsequently the unique one-period quadratic hedge isIts minimum expected squared error is . This is a least-squares hedge, not necessarily exact claim replication.
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