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Introduction to Fenchel Duality for Machine Learning - middle angle

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The Differentiable Case<br />

Suppose f and g are both convex and differentiable. Then the<br />

complementarity conditions become<br />

which combine in<strong>to</strong><br />

z = ∇f(y)<br />

−z = ∇g(y),<br />

∇f(y) + ∇g(y) = 0,<br />

the well-known optimality condition <strong>for</strong> f + g.<br />

R. Rifkin <strong>Fenchel</strong> <strong>Duality</strong> I<br />

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