Assume are continuously differentiable near the point and . The implicit function theorem supplies a local function withAt an interior extremum of , the multivariable chain rule givesMultiply these identities by and , respectively, and subtract. The terms containing cancel, givingNo assumption is needed for this elimination; dividing by would unnecessarily exclude valid cases. If , this particular local graph argument is unavailable and a different chart or the full Lagrange multiplier condition is needed.
On the constraint , substitute to obtainTherefore the two global minima areEvery pair is allowed on either smooth branch , so these are also the only local extrema. There is no local maximum or global maximum: the displayed positive quadratic in has no other stationary point and is unbounded above. At the minima , consistent with the hypothesis in part i.
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