Put
For a risky holding vector and the remaining wealth in the bank,
so
When is nonsingular it is positive definite. Cauchy--Schwarz in the
inner product gives
with equality exactly when . Under
,
For the constraint , if the zero risky portfolio is feasible and the minimum variance is zero. If , the inequality binds and the preceding optimizer and minimum apply.

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