Convex function: epigraph convex ⇔ midpoint inequality ⇔ Hessian ≽ 0

Layer 0 — Mathematicsin the convex-geometry subtree

A function f : C → R on a convex set C is convex iff f(λx + (1−λ)y) ≤ λf(x) + (1−λ)f(y) for all x, y ∈ C and λ ∈ [0, 1]. Four equivalent characterisations: (i) midpoint inequality (as stated, by definition); (ii) epigraph {(x, t) : t ≥…

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