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Lagrange Multipliers with EVT

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Just to confirm, if EVT applies on the constraint, i.e. there exists an absolute max and min, and applying Lagrange multipliers yields two possible points, then is it guaranteed that one of those points is the absolute max and the other the absolute min?


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