On a Functional Operation Generating Convex Functions, Part 1: Duality
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AbstractThe function
$$f \Delta g : (x, y) \mapsto g(y) f (x/g(y))$$,
$$y \in$$ dom g, is jointly convex provided f is convex and nonpositive at the origin and provided g is concave and nonnegative on its effective domain. Its convex conjugate combines the convex conjugates of f and −g by means of the same composition law. The effective domain of f Δg is then studied, which will prove to be useful in Part 2 of this paper (algebraic properties, Ref. 1).
[1] Pierre Maréchal,et al. On a Functional Operation Generating Convex Functions, Part 2: Algebraic Properties , 2005 .
[2] J. Hiriart-Urruty,et al. Convex analysis and minimization algorithms , 1993 .