Assume a positive definite covariance matrix and nonzero excess-mean vector . The Cauchy-Schwarz inequality gives , with the positive-premium efficient direction , . If , its normalized risky portfolio has Sharpe ratio . Thus negative normalization reverses the efficient orientation. If , the efficient risky direction is self-funded and cannot be normalized to a unit risky budget.
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